54 results on '"Minikel, EV"'
Search Results
2. The mutational constraint spectrum quantified from variation in 141,456 humans (vol 581, pg 434, 2020)
- Author
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Gudmundsson, S, Karczewski, KJ, Francioli, LC, Tiao, G, Cummings, BB, Alfoldi, J, Wang, Q, Collins, RL, Laricchia, KM, Ganna, A, Birnbaum, DP, Gauthier, LD, Brand, H, Solomonson, M, Watts, NA, Rhodes, D, Singer-Berk, M, England, EM, Seaby, EG, Kosmicki, JA, Walters, RK, Tashman, K, Farjoun, Y, Banks, E, Poterba, T, Wang, A, Seed, C, Whiffin, N, Chong, JX, Samocha, KE, Pierce-Hoffman, E, Zappala, Z, O'Donnell-Luria, AH, Minikel, EV, Weisburd, B, Lek, M, Ware, JS, Vittal, C, Armean, IM, Bergelson, L, Cibulskis, K, Connolly, KM, Covarrubias, M, Donnelly, S, Ferriera, S, Gabriel, S, Gentry, J, Gupta, N, Jeandet, T, Kaplan, D, Llanwarne, C, Munshi, R, Novod, S, Petrillo, N, Roazen, D, Ruano-Rubio, V, Saltzman, A, Schleicher, M, Soto, J, Tibbetts, K, Tolonen, C, Wade, G, Talkowski, ME, Neale, BM, Daly, MJ, and MacArthur, DG
- Subjects
Multidisciplinary Sciences ,Science & Technology ,General Science & Technology ,Genome Aggregation Database Consortium ,Science & Technology - Other Topics ,OF-FUNCTION VARIANTS - Published
- 2020
3. Human loss-of-function variants suggest that partial LRRK2 reduction is not associated with severe disease
- Author
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Whiffin, N, Armean, IM, Kleinman, A, Marshall, JL, Minikel, EV, Goodrich, JK, Quaife, N, Cole, JB, Wang, Q, Karczewski, KJ, Cummings, BB, Francioli, L, Laricchia, K, Guan, A, Alipanahi, B, Morrison, P, Baptista, MAS, Merchant, KM, Genome Aggregation Database Production Team^, Genome Aggregation Database Consortium, Ware, J, Havulinna, AS, Iliadou, B, Lee, J-J, Nadkarni, GN, Whiteman, C, Daly, M, Esko, T, Hultman, C, Loos, RJF, Milani, L, Palotie, A, Pato, C, Pato, M, Saleheen, D, Sullivan, PF, Alföldi, J, Cannon, P, MacArthur, DG, Wellcome Trust, Imper, and Rosetrees Trust
- Subjects
Immunology ,11 Medical and Health Sciences ,nervous system diseases - Abstract
Human genetic variants predicted to cause loss-of-function of protein-coding genes (pLoF variants) provide natural in vivo models of human gene inactivation, and can be valuable indicators of gene function and the potential toxicity of therapeutic inhibitors targeting these genes1,2. Gain-of-kinase-function variants in LRRK2 are known to significantly increase the risk of Parkinson’s disease3,4, suggesting that inhibition of LRRK2 kinase activity is a promising therapeutic strategy. While preclinical studies in model organisms have raised some on-target toxicity concerns5–8, the biological consequences of LRRK2 inhibition have not been well-characterized in humans. Here we systematically analyse pLoF variants in LRRK2 observed across 141,456 individuals sequenced in the Genome Aggregation Database (gnomAD)9, 49,960 exome sequenced individuals from the UK Biobank, and over 4 million participants in the 23andMe genotyped dataset. After stringent variant curation, we identify 1,455 individuals with high-confidence pLoF variants in LRRK2. Experimental validation of three variants, combined with prior work10, confirmed reduced protein levels in 82.5% of our cohort. We show that heterozygous pLoF variants in LRRK2 reduce LRRK2 protein levels but are not strongly associated with any specific phenotype or disease state. Our results demonstrate the value of large-scale genomic databases and phenotyping of human LoF carriers for target validation in drug discovery.
- Published
- 2020
4. Evaluating potential drug targets through human loss-of-function genetic variation
- Author
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Minikel, EV, Karczewski, KJ, Martin, HC, Cummings, BB, Whiffin, N, Rhodes, D, Alföldi, J, Trembath, RC, Van Heel, DA, Daly, MJ, Genome Aggregation Database Production Team, Genome Aggregation Database Consortium, Schreiber, SL, MacArthur, DG, and Rosetrees Trust
- Subjects
General Science & Technology ,Genome Aggregation Database Consortium ,Genome Aggregation Database Production Team - Abstract
Naturally occurring human genetic variants predicted to inactivate protein-coding genes provide an in vivo model of human gene inactivation that complements cell and model organism knockout studies. Here we report three key findings regarding assessment of candidate drug targets using human loss-of-function variants. First, even essential genes, where loss-of-function variants are not tolerated, can be highly successful as targets of inhibitory drugs. Second, in most genes, loss-of-function variants are sufficiently rare that genotype-based ascertainment of homozygous or compound heterozygous “knockout” humans will await sample sizes ~1,000 times those presently available, unless recruitment focuses on consanguineous individuals. Third, automated variant annotation and filtering are powerful, but manual curation remains critical for removing artifacts, and is a prerequisite for recall-by-genotype efforts. Our results provide a roadmap for human “knockout” studies and should guide interpretation of loss-of-function variants in drug development.
- Published
- 2020
5. Cerebrospinal fluid and plasma biomarkers in individuals at risk for genetic prion disease
- Author
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Vallabh, SM, Minikel, EV, Williams, VJ, Carlyle, BC, McManus, AJ, Wennick, CD, Bolling, A, Trombetta, BA, Urick, D, Nobuhara, CK, Gerber, J, Duddy, H, Lachmann, I, Stehmann, C, Collins, SJ, Blennow, K, Zetterberg, H, Arnold, SE, Vallabh, SM, Minikel, EV, Williams, VJ, Carlyle, BC, McManus, AJ, Wennick, CD, Bolling, A, Trombetta, BA, Urick, D, Nobuhara, CK, Gerber, J, Duddy, H, Lachmann, I, Stehmann, C, Collins, SJ, Blennow, K, Zetterberg, H, and Arnold, SE
- Abstract
BACKGROUND: Prion disease is neurodegenerative disease that is typically fatal within months of first symptoms. Clinical trials in this rapidly declining symptomatic patient population have proven challenging. Individuals at high lifetime risk for genetic prion disease can be identified decades before symptom onset and provide an opportunity for early therapeutic intervention. However, randomizing pre-symptomatic carriers to a clinical endpoint is not numerically feasible. We therefore launched a cohort study in pre-symptomatic genetic prion disease mutation carriers and controls with the goal of evaluating biomarker endpoints that may enable informative trials in this population. METHODS: We collected cerebrospinal fluid (CSF) and blood from pre-symptomatic individuals with prion protein gene (PRNP) mutations (N = 27) and matched controls (N = 16), in a cohort study at Massachusetts General Hospital. We quantified total prion protein (PrP) and real-time quaking-induced conversion (RT-QuIC) prion seeding activity in CSF and neuronal damage markers total tau (T-tau) and neurofilament light chain (NfL) in CSF and plasma. We compared these markers cross-sectionally, evaluated short-term test-retest reliability over 2-4 months, and conducted a pilot longitudinal study over 10-20 months. RESULTS: CSF PrP levels were stable on test-retest with a mean coefficient of variation of 7% for both over 2-4 months in N = 29 participants and over 10-20 months in N = 10 participants. RT-QuIC was negative in 22/23 mutation carriers. The sole individual with positive RT-QuIC seeding activity at two study visits had steady CSF PrP levels and slightly increased tau and NfL concentrations compared with the others, though still within the normal range, and remained asymptomatic 1 year later. T-tau and NfL showed no significant differences between mutation carriers and controls in either CSF or plasma. CONCLUSIONS: CSF PrP will be interpretable as a pharmacodynamic readout for PrP-lowering
- Published
- 2020
6. Insights into the genetic epidemiology of Crohn's and rare diseases in the Ashkenazi Jewish population.
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Williams, SM, Rivas, MA, Avila, BE, Koskela, J, Huang, H, Stevens, C, Pirinen, M, Haritunians, T, Neale, BM, Kurki, M, Ganna, A, Graham, D, Glaser, B, Peter, I, Atzmon, G, Barzilai, N, Levine, AP, Schiff, E, Pontikos, N, Weisburd, B, Lek, M, Karczewski, KJ, Bloom, J, Minikel, EV, Petersen, B-S, Beaugerie, L, Seksik, P, Cosnes, J, Schreiber, S, Bokemeyer, B, Bethge, J, International IBD Genetics Consortium, NIDDK IBD Genetics Consortium, T2D-GENES Consortium, Heap, G, Ahmad, T, Plagnol, V, Segal, AW, Targan, S, Turner, D, Saavalainen, P, Farkkila, M, Kontula, K, Palotie, A, Brant, SR, Duerr, RH, Silverberg, MS, Rioux, JD, Weersma, RK, Franke, A, Jostins, L, Anderson, CA, Barrett, JC, MacArthur, DG, Jalas, C, Sokol, H, Xavier, RJ, Pulver, A, Cho, JH, McGovern, DPB, Daly, MJ, Williams, SM, Rivas, MA, Avila, BE, Koskela, J, Huang, H, Stevens, C, Pirinen, M, Haritunians, T, Neale, BM, Kurki, M, Ganna, A, Graham, D, Glaser, B, Peter, I, Atzmon, G, Barzilai, N, Levine, AP, Schiff, E, Pontikos, N, Weisburd, B, Lek, M, Karczewski, KJ, Bloom, J, Minikel, EV, Petersen, B-S, Beaugerie, L, Seksik, P, Cosnes, J, Schreiber, S, Bokemeyer, B, Bethge, J, International IBD Genetics Consortium, NIDDK IBD Genetics Consortium, T2D-GENES Consortium, Heap, G, Ahmad, T, Plagnol, V, Segal, AW, Targan, S, Turner, D, Saavalainen, P, Farkkila, M, Kontula, K, Palotie, A, Brant, SR, Duerr, RH, Silverberg, MS, Rioux, JD, Weersma, RK, Franke, A, Jostins, L, Anderson, CA, Barrett, JC, MacArthur, DG, Jalas, C, Sokol, H, Xavier, RJ, Pulver, A, Cho, JH, McGovern, DPB, and Daly, MJ
- Abstract
As part of a broader collaborative network of exome sequencing studies, we developed a jointly called data set of 5,685 Ashkenazi Jewish exomes. We make publicly available a resource of site and allele frequencies, which should serve as a reference for medical genetics in the Ashkenazim (hosted in part at https://ibd.broadinstitute.org, also available in gnomAD at http://gnomad.broadinstitute.org). We estimate that 34% of protein-coding alleles present in the Ashkenazi Jewish population at frequencies greater than 0.2% are significantly more frequent (mean 15-fold) than their maximum frequency observed in other reference populations. Arising via a well-described founder effect approximately 30 generations ago, this catalog of enriched alleles can contribute to differences in genetic risk and overall prevalence of diseases between populations. As validation we document 148 AJ enriched protein-altering alleles that overlap with "pathogenic" ClinVar alleles (table available at https://github.com/macarthur-lab/clinvar/blob/master/output/clinvar.tsv), including those that account for 10-100 fold differences in prevalence between AJ and non-AJ populations of some rare diseases, especially recessive conditions, including Gaucher disease (GBA, p.Asn409Ser, 8-fold enrichment); Canavan disease (ASPA, p.Glu285Ala, 12-fold enrichment); and Tay-Sachs disease (HEXA, c.1421+1G>C, 27-fold enrichment; p.Tyr427IlefsTer5, 12-fold enrichment). We next sought to use this catalog, of well-established relevance to Mendelian disease, to explore Crohn's disease, a common disease with an estimated two to four-fold excess prevalence in AJ. We specifically attempt to evaluate whether strong acting rare alleles, particularly protein-truncating or otherwise large effect-size alleles, enriched by the same founder-effect, contribute excess genetic risk to Crohn's disease in AJ, and find that ten rare genetic risk factors in NOD2 and LRRK2 are enriched in AJ (p < 0.005), including several novel con
- Published
- 2018
7. Author Correction: In vivo base editing extends lifespan of a humanized mouse model of prion disease.
- Author
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An M, Davis JR, Levy JM, Serack FE, Harvey JW, Brauer PP, Pirtle CP, Berríos KN, Newby GA, Yeh WH, Kamath N, Mortberg M, Lian Y, Howard M, DeSouza-Lenz K, Guzman K, Thai A, Graffam S, Laversenne V, Coffey AA, Frei J, Pierce SE, Safar JG, Deverman BE, Minikel EV, Vallabh SM, and Liu DR
- Published
- 2025
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8. In vivo base editing extends lifespan of a humanized mouse model of prion disease.
- Author
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An M, Davis JR, Levy JM, Serack FE, Harvey JW, Brauer PP, Pirtle CP, Berríos KN, Newby GA, Yeh WH, Kamath N, Mortberg M, Lian Y, Howard M, DeSouza-Lenz K, Guzman K, Thai A, Graffam S, Laversenne V, Coffey AA, Frei J, Pierce SE, Safar JG, Deverman BE, Minikel EV, Vallabh SM, and Liu DR
- Abstract
Prion disease is a fatal neurodegenerative disease caused by the misfolding of prion protein (PrP) encoded by the PRNP gene. While there is currently no cure for the disease, depleting PrP in the brain is an established strategy to prevent or stall templated misfolding of PrP. Here we developed in vivo cytosine and adenine base strategies delivered by adeno-associated viruses to permanently modify the PRNP locus to achieve PrP knockdown in the mouse brain. Systemic injection of dual-adeno-associated virus PHP.eB encoding BE3.9max and single guide RNA installing PRNP R37X resulted in 37% average installation of the desired edit, 50% reduction of PrP in the mouse brain and 52% extension of lifespan in transgenic human PRNP mice inoculated with pathogenic human prion isolates representing the most common sporadic and genetic subtypes of prion disease. We further engineered base editing systems to achieve improved in vivo potency and reduced base editor expression in nontargeting tissues, resulting in 63% average PrP reduction in the mouse brain from a 6.7-fold lower viral dose, with no detected off-target editing of anticipated clinical significance observed in either human cells or mouse tissues. These findings support the potential of in vivo base editing as one-time treatment for prion disease., Competing Interests: Competing interests: M.A., J.R.D., E.V.M., S.M.V. and D.R.L. are inventors on United States patent applications 63/700,235 and 63/718,534 relating to base editing for prion disease. D.R.L. is a consultant and/or equity owner of Prime Medicine, Beam Therapeutics, Pairwise Plants, Exo Therapeutics, Nvelop Therapeutics and Chroma Medicine, some of which are companies that use or deliver genome editing or epigenome-modulating agents. J.R.D., J.M.L. and W.-H.Y. are current employees of Prime Medicine. S.M.V. acknowledges speaking fees from Abbvie, Biogen, Eli Lilly, Illumina and Ultragenyx; consulting fees from Alnylam and Invitae; and research support from Eli Lilly, Gate Bio, Ionis and Sangamo. E.V.M. acknowledges speaking fees from Abbvie, Eli Lilly and Vertex; consulting fees from Alnylam and Deerfield; and research support from Eli Lilly, Gate Bio, Ionis and Sangamo. B.E.D. declares outside interest in Apertura Gene Therapy and Tevard Biosciences and is an inventor on US patent application US11499165B2 relating to the PHP.eB AAV capsid. All other authors declare no competing interests., (© 2025. The Author(s).)
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- 2025
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9. Search for a genetic cause of variably protease-sensitive prionopathy.
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Lian Y, Kotobelli K, Hall S, Talkowski ME, O'Donnell-Luria A, Vallabh SM, Appleby BS, and Minikel EV
- Abstract
Variably protease-sensitive prionopathy (VPSPr) is a rare, atypical subtype of prion disease in which many patients exhibit a family history of dementia. Rare protein-coding variants in PRNP , which are causal for all known forms of genetic prion disease, have been ruled out in all VPSPr cases to date, leading to suspicion that VPSPr could be caused by variants in other genes or by non-coding variation in or near PRNP . We performed exome sequencing and targeted sequencing of PRNP non-coding regions on genomic DNA from autopsy-confirmed VPSPr patients (N=67) in order to search for a possible genetic cause. Our search identified no potentially causal variants for VPSPr. The common polymorphism PRNP M129V was the largest genetic risk factor for VPSPr, with an odds ratio of 7.0. Other variants in and near PRNP exhibited association to VPSPr risk only in proportion to their linkage disequilibrium with M129V, and upstream expression quantitative trait loci showed no evidence of independent association to VPSPr risk. We cannot rule out the possibility of causal variants hiding in regions or classes of genetic variation that our search did not canvas. Nevertheless, our data support the classification of VPSPr as a sporadic prion disease., Competing Interests: EVM acknowledges speaking fees from Abbvie, Eli Lilly, and Vertex; consulting fees from Alnylam and Deerfield; research support from Eli Lilly, Gate Bio, Ionis, and Sangamo. SMV acknowledges speaking fees from Abbvie, Biogen, Eli Lilly, Illumina, and Ultragenyx; consulting fees from Alnylam and Invitae; research support from Eli Lilly, Gate Bio, Ionis, and Sangamo. BSA acknowledges research funding from CDC, NIH, CJD Foundation, and Ionis and consulting fees from Ionis, Sangamo, and Gate Bio, and royalties from Wolter Klower. AODL acknowledges consulting fees from Tome Biosciences, Ono Pharma USA, Addition Therapeutics, and Congenica; and research funding from Pacific Biosciences.
- Published
- 2024
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10. PrP turnover in vivo and the time to effect of prion disease therapeutics.
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Corridon TL, O'Moore J, Lian Y, Laversenne V, Noble B, Kamath NG, Serack FE, Shaikh AB, Erickson B, Braun C, Lenz K, Howard M, Chan N, Reidenbach AG, Cabin DE, Vallabh SM, Grindeland A, Oberbeck N, Zhao HT, and Minikel EV
- Abstract
PrP lowering is effective against prion disease in animal models and is being tested clinically. Therapies in the current pipeline lower PrP production, leaving pre-existing PrP to be cleared according to its own half-life. We hypothesized that PrP's half-life may be a rate-limiting factor for the time to effect of PrP-lowering drugs, and one reason why late treatment of prion-infected mice is not as effective as early treatment. Using isotopically labeled chow with targeted mass spectrometry, as well as antisense oligonucleotide treatment followed by timed PrP measurement, we estimate a half-life of 5-6 days for PrP in the brain. PrP turnover is not affected by over- or under-expression. Mouse PrP and human PrP have similar turnover rates measured in wild-type or humanized knock-in mice. CSF PrP appears to mirror brain PrP in real time in rats. PrP is more readily quantifiable in colon than in other peripheral organs, and appears to have a shorter half-life in colon than in brain. Our data may inform the design of both preclinical and clinical studies of PrP-lowering drugs., Competing Interests: Competing interests BE and CB are employees of IQ Proteomics. ABS is an employee of Charles River Laboratories. NO is an employee and shareholder of Gate Bio. HTZ and BN are employees and shareholders of Ionis Pharmaceuticals. EVM acknowledges speaking fees from Abbvie, Eli Lilly, and Vertex; consulting fees from Alnylam and Deerfield; research support from Eli Lilly, Gate Bio, Ionis, and Sangamo. SMV acknowledges speaking fees from Abbvie, Biogen, Eli Lilly, Illumina, and Ultragenyx; consulting fees from Alnylam and Invitae; research support from Eli Lilly, Gate Bio, Ionis, and Sangamo.
- Published
- 2024
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11. Modulation of prion protein expression through cryptic splice site manipulation.
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Gentile JE, Corridon TL, Mortberg MA, D'Souza EN, Whiffin N, Minikel EV, and Vallabh SM
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- Humans, RNA Splicing, Introns, Gene Expression Regulation, Animals, Prions metabolism, Prions genetics, Prion Diseases metabolism, Prion Diseases genetics, 5' Untranslated Regions, Exons, RNA Splice Sites, Prion Proteins metabolism, Prion Proteins genetics
- Abstract
Lowering expression of prion protein (PrP) is a well-validated therapeutic strategy in prion disease, but additional modalities are urgently needed. In other diseases, small molecules have proven capable of modulating pre-mRNA splicing, sometimes by forcing inclusion of cryptic exons that reduce gene expression. Here, we characterize a cryptic exon located in human PRNP's sole intron and evaluate its potential to reduce PrP expression through incorporation into the 5' untranslated region. This exon is homologous to exon 2 in nonprimate species but contains a start codon that would yield an upstream open reading frame with a stop codon prior to a splice site if included in PRNP mRNA, potentially downregulating PrP expression through translational repression or nonsense-mediated decay. We establish a minigene transfection system and test a panel of splice site alterations, identifying mutants that reduce PrP expression by as much as 78%. Our findings nominate a new therapeutic target for lowering PrP., Competing Interests: Conflict of interest S. M. V. acknowledges speaking fees from Ultragenyx, Illumina, Biogen, and Eli Lilly, consulting fees from Invitae and Alnylam, and research support from Ionis, Gate, and Sangamo. E.V.M. acknowledges speaking fees from Eli Lilly, consulting fees from Deerfield and Alnylam, and research support from Ionis, Gate, and Sangamo., (Copyright © 2024 The Authors. Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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12. Fluid Biomarkers in Individuals at Risk for Genetic Prion Disease up to Disease Conversion.
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Vallabh SM, Mortberg MA, Allen SW, Kupferschmid AC, Kivisakk P, Hammerschlag BL, Bolling A, Trombetta BA, Devitte-McKee K, Ford AM, Sather LE, Duffy G, Rivera A, Gerber J, McManus AJ, Minikel EV, and Arnold SE
- Subjects
- Humans, Female, Male, Middle Aged, Longitudinal Studies, Adult, tau Proteins cerebrospinal fluid, tau Proteins blood, Neurofilament Proteins cerebrospinal fluid, Neurofilament Proteins blood, Heterozygote, Glial Fibrillary Acidic Protein blood, Glial Fibrillary Acidic Protein cerebrospinal fluid, Glial Fibrillary Acidic Protein genetics, Disease Progression, alpha-Synuclein cerebrospinal fluid, alpha-Synuclein genetics, alpha-Synuclein blood, Biomarkers cerebrospinal fluid, Biomarkers blood, Prion Proteins genetics, Prion Proteins cerebrospinal fluid, Prion Proteins blood, Prion Diseases genetics, Prion Diseases cerebrospinal fluid, Prion Diseases blood, Prion Diseases diagnosis
- Abstract
Objectives: To longitudinally characterize disease-relevant CSF and plasma biomarkers in individuals at risk for genetic prion disease up to disease conversion., Methods: This single-center longitudinal cohort study has followed known carriers of PRNP pathogenic variants at risk for prion disease, individuals with a close relative who died of genetic prion disease but who have not undergone predictive genetic testing, and controls. All participants were asymptomatic at first visit and returned roughly annually. We determined PRNP genotypes, measured NfL and GFAP in plasma, and RT-QuIC, total PrP, NfL, T-tau, and beta-synuclein in CSF., Results: Among 41 carriers and 21 controls enrolled, 28 (68%) and 15 (71%) were female, and mean ages were 47.5 and 46.1. At baseline, all individuals were asymptomatic. We observed RT-QuIC seeding activity in the CSF of 3 asymptomatic E200K carriers who subsequently converted to symptomatic and died of prion disease. 1 P102L carrier remained RT-QuIC negative through symptom conversion. No other individuals developed symptoms. The prodromal window from detection of RT-QuIC positivity to disease onset was 1 year long in an E200K individual homozygous (V/V) at PRNP codon 129 and 2.5 and 3.1 years in 2 codon 129 heterozygotes (M/V). Changes in neurodegenerative and neuroinflammatory markers were variably observed prior to onset, with increases observed for plasma NfL in 4/4 converters, and plasma GFAP, CSF NfL, CSF T-tau, and CSF beta-synuclein each in 2/4 converters, although values relative to age and fold changes relative to individual baseline were not remarkable for any of these markers. CSF PrP was longitudinally stable with mean coefficient of variation 9.0% across all individuals over up to 6 years, including data from converting individuals at RT-QuIC-positive timepoints., Discussion: CSF prion seeding activity may represent the earliest detectable prodromal sign in E200K carriers. Neuronal damage and neuroinflammation markers show limited sensitivity in the prodromal phase. CSF PrP levels remain stable even in the presence of RT-QuIC seeding activity., Clinical Trials Registration: ClinicalTrials.gov NCT05124392 posted 2017-12-01, updated 2023-01-27.
- Published
- 2024
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13. Brainwide silencing of prion protein by AAV-mediated delivery of an engineered compact epigenetic editor.
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Neumann EN, Bertozzi TM, Wu E, Serack F, Harvey JW, Brauer PP, Pirtle CP, Coffey A, Howard M, Kamath N, Lenz K, Guzman K, Raymond MH, Khalil AS, Deverman BE, Minikel EV, Vallabh SM, and Weissman JS
- Subjects
- Animals, Humans, Mice, DNA (Cytosine-5-)-Methyltransferases metabolism, DNA (Cytosine-5-)-Methyltransferases genetics, Prion Diseases genetics, Prion Diseases metabolism, Transgenes, Brain metabolism, Dependovirus genetics, DNA Methylation, Gene Silencing, Histones metabolism, Prion Proteins genetics, Prion Proteins metabolism
- Abstract
Prion disease is caused by misfolding of the prion protein (PrP) into pathogenic self-propagating conformations, leading to rapid-onset dementia and death. However, elimination of endogenous PrP halts prion disease progression. In this study, we describe Coupled Histone tail for Autoinhibition Release of Methyltransferase (CHARM), a compact, enzyme-free epigenetic editor capable of silencing transcription through programmable DNA methylation. Using a histone H3 tail-Dnmt3l fusion, CHARM recruits and activates endogenous DNA methyltransferases, thereby reducing transgene size and cytotoxicity. When delivered to the mouse brain by systemic injection of adeno-associated virus (AAV), Prnp -targeted CHARM ablates PrP expression across the brain. Furthermore, we have temporally limited editor expression by implementing a kinetically tuned self-silencing approach. CHARM potentially represents a broadly applicable strategy to suppress pathogenic proteins, including those implicated in other neurodegenerative diseases.
- Published
- 2024
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14. Evidence that minocycline treatment confounds the interpretation of neurofilament as a biomarker.
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Gentile JE, Heiss C, Corridon TL, Mortberg MA, Fruhwürth S, Guzman K, Grötschel L, Chan K, Herring NC, Janicki T, Nhass R, Sarathy JM, Erickson B, Kunz R, Erickson A, Braun C, Henry KT, Bry L, Arnold SE, Minikel EV, Zetterberg H, and Vallabh SM
- Abstract
Neurofilament light (NfL) concentration in cerebrospinal fluid (CSF) and blood serves as an important biomarker in neurology drug development. Changes in NfL are generally assumed to reflect changes in neuronal damage, while little is known about the clearance of NfL from biofluids. We observed an NfL increase of 3.5-fold in plasma and 5.7-fold in CSF in an asymptomatic individual at risk for genetic prion disease following 6 weeks' treatment with oral minocycline for a dermatologic indication. Other biomarkers remained normal, and proteomic analysis of CSF revealed that the spike was exquisitely specific to neurofilaments. NfL dropped nearly to normal levels 5 weeks after minocycline cessation, and the individual remained free of disease 2 years later. Plasma NfL in dermatology patients was not elevated above normal controls. Dramatically high plasma NfL (>500 pg/mL) was variably observed in some hospitalized individuals receiving minocycline. In mice, treatment with minocycline resulted in variable increases of 1.3- to 4.0-fold in plasma NfL, with complete washout 2 weeks after cessation. In neuron-microglia co-cultures, minocycline increased NfL concentration in conditioned media by 3.0-fold without any visually obvious impact on neuronal health. We hypothesize that minocycline does not cause or exacerbate neuronal damage, but instead impacts the clearance of NfL from biofluids, a potential confounder for interpretation of this biomarker.
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- 2024
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15. Refining the impact of genetic evidence on clinical success.
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Minikel EV, Painter JL, Dong CC, and Nelson MR
- Subjects
- Humans, Alleles, Gene Frequency, Genetic Predisposition to Disease, Molecular Targeted Therapy, Probability, Time Factors, Treatment Failure, Clinical Trials as Topic economics, Clinical Trials as Topic statistics & numerical data, Drug Approval economics, Drug Discovery economics, Drug Discovery methods, Drug Discovery statistics & numerical data, Drug Discovery trends, Treatment Outcome
- Abstract
The cost of drug discovery and development is driven primarily by failure
1 , with only about 10% of clinical programmes eventually receiving approval2-4 . We previously estimated that human genetic evidence doubles the success rate from clinical development to approval5 . In this study we leverage the growth in genetic evidence over the past decade to better understand the characteristics that distinguish clinical success and failure. We estimate the probability of success for drug mechanisms with genetic support is 2.6 times greater than those without. This relative success varies among therapy areas and development phases, and improves with increasing confidence in the causal gene, but is largely unaffected by genetic effect size, minor allele frequency or year of discovery. These results indicate we are far from reaching peak genetic insights to aid the discovery of targets for more effective drugs., (© 2024. The Author(s).)- Published
- 2024
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16. Modulation of prion protein expression through cryptic splice site manipulation.
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Gentile JE, Corridon TL, Mortberg MA, D'Souza EN, Whiffin N, Minikel EV, and Vallabh SM
- Abstract
Lowering expression of prion protein (PrP) is a well-validated therapeutic strategy in prion disease, but additional modalities are urgently needed. In other diseases, small molecules have proven capable of modulating pre-mRNA splicing, sometimes by forcing inclusion of cryptic exons that reduce gene expression. Here, we characterize a cryptic exon located in human PRNP 's sole intron and evaluate its potential to reduce PrP expression through incorporation into the 5' untranslated region (5'UTR). This exon is homologous to exon 2 in non-primate species, but contains a start codon that would yield an upstream open reading frame (uORF) with a stop codon prior to a splice site if included in PRNP mRNA, potentially downregulating PrP expression through translational repression or nonsense-mediated decay. We establish a minigene transfection system and test a panel of splice site alterations, identifying mutants that reduce PrP expression by as much as 78%. Our findings nominate a new therapeutic target for lowering PrP.
- Published
- 2023
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17. Biomarker changes preceding symptom onset in genetic prion disease.
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Vallabh SM, Mortberg MA, Allen SW, Kupferschmid AC, Kivisäkk P, Hammerschlag BL, Bolling A, Trombetta BA, Devitte-McKee K, Ford AM, Sather L, Duffy G, Rivera A, Gerber J, McManus AJ, Minikel EV, and Arnold SE
- Abstract
Importance: Genetic prion disease is a universally fatal and rapidly progressive neurodegenerative disease for which genetically targeted therapies are currently under development. Preclinical proofs of concept indicate that treatment before symptoms will offer outsize benefit. Though early treatment paradigms will be informed by the longitudinal biomarker trajectory of mutation carriers, to date limited cases have been molecularly tracked from the presymptomatic phase through symptomatic onset., Objective: To longitudinally characterize disease-relevant cerebrospinal fluid (CSF) and plasma biomarkers in individuals at risk for genetic prion disease up to disease conversion, alongside non-converters and healthy controls., Design Setting and Participants: This single-center longitudinal cohort study has followed 41 PRNP mutation carriers and 21 controls for up to 6 years. Participants spanned a range of known pathogenic PRNP variants; all subjects were asymptomatic at first visit and returned roughly annually. Four at-risk individuals experienced prion disease onset during the study., Main Outcomes and Measures: RT-QuIC prion seeding activity, prion protein (PrP), neurofilament light chain (NfL) total tau (t-tau), and beta synuclein were measured in CSF. Glial fibrillary acidic protein (GFAP) and NfL were measured in plasma., Results: We observed RT-QuIC seeding activity in the CSF of three E200K carriers prior to symptom onset and death, while the CSF of one P102L carrier remained RT-QuIC negative through symptom conversion. The prodromal window of RT-QuIC positivity was one year long in an E200K individual homozygous (V/V) at PRNP codon 129 and was longer than two years in two codon 129 heterozygotes (M/V). Other neurodegenerative and neuroinflammatory markers gave less consistent signal prior to symptom onset, whether analyzed relative to age or individual baseline. CSF PrP was longitudinally stable (mean CV 10%) across all individuals over up to 6 years, including at RT-QuIC positive timepoints., Conclusion and Relevance: In this study, we demonstrate that at least for the E200K mutation, CSF prion seeding activity may represent the earliest detectable prodromal sign, and that its prognostic value may be modified by codon 129 genotype. Neuronal damage and neuroinflammation markers show limited sensitivity in the prodromal phase. CSF PrP levels remain stable even in the presence of RT-QuIC seeding activity.
- Published
- 2023
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18. A single-cell map of antisense oligonucleotide activity in the brain.
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Mortberg MA, Gentile JE, Nadaf NM, Vanderburg C, Simmons S, Dubinsky D, Slamin A, Maldonado S, Petersen CL, Jones N, Kordasiewicz HB, Zhao HT, Vallabh SM, and Minikel EV
- Subjects
- Animals, Mice, Oligonucleotides metabolism, RNA metabolism, Tissue Distribution, Transcription Factors metabolism, Cerebrospinal Fluid chemistry, Central Nervous System Diseases therapy, Brain drug effects, Brain metabolism, Oligonucleotides, Antisense administration & dosage, Oligonucleotides, Antisense analysis
- Abstract
Antisense oligonucleotides (ASOs) dosed into cerebrospinal fluid (CSF) distribute broadly throughout the central nervous system (CNS). By modulating RNA, they hold the promise of targeting root molecular causes of disease and hold potential to treat myriad CNS disorders. Realization of this potential requires that ASOs must be active in the disease-relevant cells, and ideally, that monitorable biomarkers also reflect ASO activity in these cells. The biodistribution and activity of such centrally delivered ASOs have been deeply characterized in rodent and non-human primate (NHP) models, but usually only in bulk tissue, limiting our understanding of the distribution of ASO activity across individual cells and across diverse CNS cell types. Moreover, in human clinical trials, target engagement is usually monitorable only in a single compartment, CSF. We sought a deeper understanding of how individual cells and cell types contribute to bulk tissue signal in the CNS, and how these are linked to CSF biomarker outcomes. We employed single nucleus transcriptomics on tissue from mice treated with RNase H1 ASOs against Prnp and Malat1 and NHPs treated with an ASO against PRNP. Pharmacologic activity was observed in every cell type, though sometimes with substantial differences in magnitude. Single cell RNA count distributions implied target RNA suppression in every single sequenced cell, rather than intense knockdown in only some cells. Duration of action up to 12 weeks post-dose differed across cell types, being shorter in microglia than in neurons. Suppression in neurons was generally similar to, or more robust than, the bulk tissue. In macaques, PrP in CSF was lowered 40% in conjunction with PRNP knockdown across all cell types including neurons, arguing that a CSF biomarker readout is likely to reflect ASO pharmacodynamic effect in disease-relevant cells in a neuronal disorder. Our results provide a reference dataset for ASO activity distribution in the CNS and establish single nucleus sequencing as a method for evaluating cell type specificity of oligonucleotide therapeutics and other modalities., (© The Author(s) 2023. Published by Oxford University Press on behalf of Nucleic Acids Research.)
- Published
- 2023
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19. Therapeutic Trial of anle138b in Mouse Models of Genetic Prion Disease.
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Vallabh SM, Zou D, Pitstick R, O'Moore J, Peters J, Silvius D, Kriz J, Jackson WS, Carlson GA, Minikel EV, and Cabin DE
- Subjects
- Animals, Mice, Disease Models, Animal, Mice, Transgenic, Prions genetics, Prion Diseases drug therapy, Prion Diseases genetics, Pyrazoles therapeutic use
- Abstract
Phenotypic screening has yielded small-molecule inhibitors of prion replication that are effective in vivo against certain prion strains but not others. Here, we sought to test the small molecule anle138b in multiple mouse models of prion disease. In mice inoculated with the RML strain of prions, anle138b doubled survival and durably suppressed astrogliosis measured by live-animal bioluminescence imaging. In knock-in mouse models of the D178N and E200K mutations that cause genetic prion disease, however, we were unable to identify a clear, quantifiable disease endpoint against which to measure therapeutic efficacy. Among untreated animals, the mutations did not impact overall survival, and bioluminescence remained low out to >20 months of age. Vacuolization and PrP deposition were observed in some brain regions in a subset of mutant animals but appeared to be unable to carry the weight of a primary endpoint in a therapeutic study. We conclude that not all animal models of prion disease are suited to well-powered therapeutic efficacy studies, and care should be taken in choosing the models that will support drug development programs. IMPORTANCE There is an urgent need to develop drugs for prion disease, a currently untreatable neurodegenerative disease. In this effort, there is a debate over which animal models can best support a drug development program. While the study of prion disease benefits from excellent animal models because prions naturally afflict many different mammals, different models have different capabilities and limitations. Here, we conducted a therapeutic efficacy study of the drug candidate anle138b in mouse models with two of the most common mutations that cause genetic prion disease. In a more typical model where prions are injected directly into the brain, we found anle138b to be effective. In the genetic models, however, the animals never reached a clear, measurable point of disease onset. We conclude that not all prion disease animal models are ideally suited to drug efficacy studies, and well-defined, quantitative disease metrics should be a priority.
- Published
- 2023
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20. Disease stages and therapeutic hypotheses in two decades of neurodegenerative disease clinical trials.
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Mortberg MA, Vallabh SM, and Minikel EV
- Subjects
- Humans, Neurodegenerative Diseases genetics, Neurodegenerative Diseases therapy
- Abstract
Neurodegenerative disease is increasingly prevalent and remains without disease-modifying therapies. Engaging the right target, at the right disease stage, could be an important determinant of success. We annotated targets and eligibility criteria for 3238 neurodegenerative disease trials registered at ClinicalTrials.gov from 2000 to 2020. Trials became more selective as the mean number of inclusion and exclusion criteria increased and eligible score ranges shrank. Despite a shift towards less impaired participants, only 2.7% of trials included pre-symptomatic individuals; these were depleted for drug trials and enriched for behavioral interventions. Sixteen novel, genetically supported therapeutic hypotheses tested in drug trials represent a small, non-increasing fraction of trials, and the mean lag from genetic association to first trial was 13 years. Though often linked to disease initiation, not progression, these targets were tested mostly at symptomatic disease stages. The potential for disease modification through early intervention against root molecular causes of disease remains largely unexplored., (© 2022. The Author(s).)
- Published
- 2022
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21. Analysis of non-human primate models for evaluating prion disease therapeutic efficacy.
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Mortberg MA, Minikel EV, and Vallabh SM
- Subjects
- Animals, Humans, Primates, Prion Proteins, Neurodegenerative Diseases, Prion Diseases metabolism, Prions metabolism
- Abstract
Prion disease is a fatal neurodegenerative disease caused by the conformational corruption of the prion protein (PrP), encoded by the prion protein gene (PRNP). While no disease-modifying therapy is currently available, genetic and pharmacological proofs of concept support development of therapies that lower PrP levels in the brain. In light of proposals for clinical testing of such drugs in presymptomatic individuals at risk for genetic prion disease, extensive nonclinical data are likely to be required, with extra attention paid to choice of animal models. Uniquely, the entire prion disease process can be faithfully modeled through transmission of human prions to non-human primates (NHPs), raising the question of whether NHP models should be used to assess therapeutic efficacy. Here we systematically aggregate data from N = 883 prion-inoculated animals spanning six decades of research studies. Using this dataset, we assess prion strain, route of administration, endpoint, and passage number to characterize the relationship of tested models to currently prevalent human subtypes of prion disease. We analyze the incubation times observed across diverse models and perform power calculations to assess the practicability of testing prion disease therapeutic efficacy in NHPs. We find that while some models may theoretically be able to support therapeutic efficacy studies, pilot studies would be required to confirm incubation time and attack rate before pivotal studies could be designed, cumulatively requiring several years. The models with the shortest and most tightly distributed incubation times are those with smaller brains and weaker homology to humans. Our findings indicate that it would be challenging to conduct efficacy studies in NHPs in a paradigm that honors the potential advantages of NHPs over other available models, on a timeframe that would not risk unduly delaying patient access to promising drug candidates., Competing Interests: I have read the journal’s policy and the authors of this manuscript have the following competing interests: SMV has received speaking fees from Ultragenyx, Illumina, and Biogen, and has received research support in the form of unrestricted charitable contributions from Ionis Pharmaceuticals. EVM has received consulting fees from Deerfield Management and has received research support in the form of unrestricted charitable contributions from Ionis Pharmaceuticals.
- Published
- 2022
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22. Regional variability and genotypic and pharmacodynamic effects on PrP concentration in the CNS.
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Mortberg MA, Zhao HT, Reidenbach AG, Gentile JE, Kuhn E, O'Moore J, Dooley PM, Connors TR, Mazur C, Allen SW, Trombetta BA, McManus A, Moore MR, Liu J, Cabin DE, Kordasiewicz HB, Mathews J, Arnold SE, Vallabh SM, and Minikel EV
- Subjects
- Animals, Biomarkers cerebrospinal fluid, Genotype, Humans, Mice, Prion Diseases diagnosis, Prion Diseases drug therapy, Prion Proteins cerebrospinal fluid, Prion Proteins genetics, Prion Proteins pharmacology, Prions genetics, Prions metabolism
- Abstract
Prion protein (PrP) concentration controls the kinetics of prion replication and is a genetically and pharmacologically validated therapeutic target for prion disease. In order to evaluate PrP concentration as a pharmacodynamic biomarker and assess its contribution to known prion disease risk factors, we developed and validated a plate-based immunoassay reactive for PrP across 6 species of interest and applicable to brain and cerebrospinal fluid (CSF). PrP concentration varied dramatically across different brain regions in mice, cynomolgus macaques, and humans. PrP expression did not appear to contribute to the known risk factors of age, sex, or common PRNP genetic variants. CSF PrP was lowered in the presence of rare pathogenic PRNP variants, with heterozygous carriers of P102L displaying 55%, and D178N just 31%, of the CSF PrP concentration of mutation-negative controls. In rodents, pharmacologic reduction of brain Prnp RNA was reflected in brain parenchyma PrP and, in turn in CSF PrP, validating CSF as a sampling compartment for the effect of PrP-lowering therapy. Our findings support the use of CSF PrP as a pharmacodynamic biomarker for PrP-lowering drugs and suggest that relative reduction from individual baseline CSF PrP concentration may be an appropriate marker for target engagement.
- Published
- 2022
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23. Novel quaternary structures of the human prion protein globular domain.
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Bortot LO, Rangel VL, Pavlovici FA, El Omari K, Wagner A, Brandao-Neto J, Talon R, von Delft F, Reidenbach AG, Vallabh SM, Minikel EV, Schreiber S, and Nonato MC
- Subjects
- Crystallography, X-Ray, Humans, Protein Domains, Protein Structure, Quaternary, PrPC Proteins chemistry
- Abstract
Prion disease is caused by the misfolding of the cellular prion protein, PrP
C , into a self-templating conformer, PrPSc . Nuclear magnetic resonance (NMR) and X-ray crystallography revealed the 3D structure of the globular domain of PrPC and the possibility of its dimerization via an interchain disulfide bridge that forms due to domain swap or by non-covalent association of two monomers. On the contrary, PrPSc is composed by a complex and heterogeneous ensemble of poorly defined conformations and quaternary arrangements that are related to different patterns of neurotoxicity. Targeting PrPC with molecules that stabilize the native conformation of its globular domain emerged as a promising approach to develop anti-prion therapies. One of the advantages of this approach is employing structure-based drug discovery methods to PrPC . Thus, it is essential to expand our structural knowledge about PrPC as much as possible to aid such drug discovery efforts. In this work, we report a crystallographic structure of the globular domain of human PrPC that shows a novel dimeric form and a novel oligomeric arrangement. We use molecular dynamics simulations to explore its structural dynamics and stability and discuss potential implications of these new quaternary structures to the conversion process., Competing Interests: Declaration of competing interest X All authors have participated in (a) conception and design, or analysis and interpretation of the data; (b) drafting the article or revising it critically for important intellectual content; and (c) approval of the final version. X This manuscript has not been submitted to, nor is under review at, another journal or other publishing venue. X The authors have no affiliation with any organization with a direct or indirect financial interest in the subject matter discussed in the manuscript, (Copyright © 2021 Elsevier B.V. and Société Française de Biochimie et Biologie Moléculaire (SFBBM). All rights reserved.)- Published
- 2021
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24. Addendum: The mutational constraint spectrum quantified from variation in 141,456 humans.
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Gudmundsson S, Karczewski KJ, Francioli LC, Tiao G, Cummings BB, Alföldi J, Wang Q, Collins RL, Laricchia KM, Ganna A, Birnbaum DP, Gauthier LD, Brand H, Solomonson M, Watts NA, Rhodes D, Singer-Berk M, England EM, Seaby EG, Kosmicki JA, Walters RK, Tashman K, Farjoun Y, Banks E, Poterba T, Wang A, Seed C, Whiffin N, Chong JX, Samocha KE, Pierce-Hoffman E, Zappala Z, O'Donnell-Luria AH, Minikel EV, Weisburd B, Lek M, Ware JS, Vittal C, Armean IM, Bergelson L, Cibulskis K, Connolly KM, Covarrubias M, Donnelly S, Ferriera S, Gabriel S, Gentry J, Gupta N, Jeandet T, Kaplan D, Llanwarne C, Munshi R, Novod S, Petrillo N, Roazen D, Ruano-Rubio V, Saltzman A, Schleicher M, Soto J, Tibbetts K, Tolonen C, Wade G, Talkowski ME, Neale BM, Daly MJ, and MacArthur DG
- Published
- 2021
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25. Author Correction: The effect of LRRK2 loss-of-function variants in humans.
- Author
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Whiffin N, Armean IM, Kleinman A, Marshall JL, Minikel EV, Goodrich JK, Quaife NM, Cole JB, Wang Q, Karczewski KJ, Cummings BB, Francioli L, Laricchia K, Guan A, Alipanahi B, Morrison P, Baptista MAS, Merchant KM, Ware JS, Havulinna AS, Iliadou B, Lee JJ, Nadkarni GN, Whiteman C, Daly M, Esko T, Hultman C, Loos RJF, Milani L, Palotie A, Pato C, Pato M, Saleheen D, Sullivan PF, Alföldi J, Cannon P, and MacArthur DG
- Published
- 2021
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26. Author Correction: The mutational constraint spectrum quantified from variation in 141,456 humans.
- Author
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Karczewski KJ, Francioli LC, Tiao G, Cummings BB, Alföldi J, Wang Q, Collins RL, Laricchia KM, Ganna A, Birnbaum DP, Gauthier LD, Brand H, Solomonson M, Watts NA, Rhodes D, Singer-Berk M, England EM, Seaby EG, Kosmicki JA, Walters RK, Tashman K, Farjoun Y, Banks E, Poterba T, Wang A, Seed C, Whiffin N, Chong JX, Samocha KE, Pierce-Hoffman E, Zappala Z, O'Donnell-Luria AH, Minikel EV, Weisburd B, Lek M, Ware JS, Vittal C, Armean IM, Bergelson L, Cibulskis K, Connolly KM, Covarrubias M, Donnelly S, Ferriera S, Gabriel S, Gentry J, Gupta N, Jeandet T, Kaplan D, Llanwarne C, Munshi R, Novod S, Petrillo N, Roazen D, Ruano-Rubio V, Saltzman A, Schleicher M, Soto J, Tibbetts K, Tolonen C, Wade G, Talkowski ME, Neale BM, Daly MJ, and MacArthur DG
- Published
- 2021
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27. Author Correction: Evaluating drug targets through human loss-of-function genetic variation.
- Author
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Minikel EV, Karczewski KJ, Martin HC, Cummings BB, Whiffin N, Rhodes D, Alföldi J, Trembath RC, van Heel DA, Daly MJ, Schreiber SL, and MacArthur DG
- Published
- 2021
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28. Implications of new genetic risk factors in prion disease.
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Vallabh SM and Minikel EV
- Subjects
- Humans, Risk Factors, Prion Diseases genetics, Prions genetics
- Published
- 2021
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29. Prion protein lowering is a disease-modifying therapy across prion disease stages, strains and endpoints.
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Minikel EV, Zhao HT, Le J, O'Moore J, Pitstick R, Graffam S, Carlson GA, Kavanaugh MP, Kriz J, Kim JB, Ma J, Wille H, Aiken J, McKenzie D, Doh-Ura K, Beck M, O'Keefe R, Stathopoulos J, Caron T, Schreiber SL, Carroll JB, Kordasiewicz HB, Cabin DE, and Vallabh SM
- Subjects
- Animals, Brain metabolism, Brain pathology, Cell Line, Mice, Mice, Inbred C57BL, Oligonucleotides, Antisense chemistry, Prion Proteins metabolism, Oligonucleotides, Antisense therapeutic use, Prion Diseases therapy, Prion Proteins genetics, RNAi Therapeutics methods
- Abstract
Lowering of prion protein (PrP) expression in the brain is a genetically validated therapeutic hypothesis in prion disease. We recently showed that antisense oligonucleotide (ASO)-mediated PrP suppression extends survival and delays disease onset in intracerebrally prion-infected mice in both prophylactic and delayed dosing paradigms. Here, we examine the efficacy of this therapeutic approach across diverse paradigms, varying the dose and dosing regimen, prion strain, treatment timepoint, and examining symptomatic, survival, and biomarker readouts. We recapitulate our previous findings with additional PrP-targeting ASOs, and demonstrate therapeutic benefit against four additional prion strains. We demonstrate that <25% PrP suppression is sufficient to extend survival and delay symptoms in a prophylactic paradigm. Rise in both neuroinflammation and neuronal injury markers can be reversed by a single dose of PrP-lowering ASO administered after the detection of pathological change. Chronic ASO-mediated suppression of PrP beginning at any time up to early signs of neuropathology confers benefit similar to constitutive heterozygous PrP knockout. Remarkably, even after emergence of frank symptoms including weight loss, a single treatment prolongs survival by months in a subset of animals. These results support ASO-mediated PrP lowering, and PrP-lowering therapeutics in general, as a promising path forward against prion disease., (© The Author(s) 2020. Published by Oxford University Press on behalf of Nucleic Acids Research.)
- Published
- 2020
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30. Autoantibodies against the prion protein in individuals with PRNP mutations.
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Frontzek K, Carta M, Losa M, Epskamp M, Meisl G, Anane A, Brandel JP, Camenisch U, Castilla J, Haïk S, Knowles T, Lindner E, Lutterotti A, Minikel EV, Roiter I, Safar JG, Sanchez-Valle R, Žáková D, Hornemann S, and Aguzzi A
- Subjects
- Case-Control Studies, Female, Heterozygote, Humans, Male, Mutation, Autoantibodies blood, Autoantibodies immunology, Autoantigens immunology, Prion Proteins genetics, Prion Proteins immunology
- Abstract
Objective: To determine whether naturally occurring autoantibodies against the prion protein are present in individuals with genetic prion disease mutations and controls, and if so, whether they are protective against prion disease., Methods: In this case-control study, we collected 124 blood samples from individuals with a variety of pathogenic PRNP mutations and 78 control individuals with a positive family history of genetic prion disease but lacking disease-associated PRNP mutations. Antibody reactivity was measured using an indirect ELISA for the detection of human immunoglobulin G
1-4 antibodies against wild-type human prion protein. Multivariate linear regression models were constructed to analyze differences in autoantibody reactivity between (1) PRNP mutation carriers vs controls and (2) asymptomatic vs symptomatic PRNP mutation carriers. Robustness of results was examined in matched cohorts., Results: We found that antibody reactivity was present in a subset of both PRNP mutation carriers and controls. Autoantibody levels were not influenced by PRNP mutation status or clinical manifestation of prion disease. Post hoc analyses showed anti-PrPC autoantibody titers to be independent of personal history of autoimmune disease and other immunologic disorders, as well as PRNP codon 129 polymorphism., Conclusions: Pathogenic PRNP variants do not notably stimulate antibody-mediated anti-PrPC immunity. Anti-PrPC immunoglobulin G autoantibodies are not associated with the onset of prion disease. The presence of anti-PrPC autoantibodies in the general population without any disease-specific association suggests that relatively high titers of naturally occurring antibodies are well-tolerated., Clinicaltrialsgov Identifier: NCT02837705., (© 2020 American Academy of Neurology.)- Published
- 2020
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31. Multimodal small-molecule screening for human prion protein binders.
- Author
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Reidenbach AG, Mesleh MF, Casalena D, Vallabh SM, Dahlin JL, Leed AJ, Chan AI, Usanov DL, Yehl JB, Lemke CT, Campbell AJ, Shah RN, Shrestha OK, Sacher JR, Rangel VL, Moroco JA, Sathappa M, Nonato MC, Nguyen KT, Wright SK, Liu DR, Wagner FF, Kaushik VK, Auld DS, Schreiber SL, and Minikel EV
- Subjects
- Benzimidazoles chemistry, Drug Discovery, Drug Evaluation, Preclinical, Humans, Magnetic Resonance Spectroscopy, Prion Diseases metabolism, Prion Proteins metabolism, Small Molecule Libraries chemistry, Benzimidazoles pharmacology, Prion Diseases drug therapy, Prion Proteins antagonists & inhibitors, Small Molecule Libraries pharmacology
- Abstract
Prion disease is a rapidly progressive neurodegenerative disorder caused by misfolding and aggregation of the prion protein (PrP), and there are currently no therapeutic options. PrP ligands could theoretically antagonize prion formation by protecting the native protein from misfolding or by targeting it for degradation, but no validated small-molecule binders have been discovered to date. We deployed a variety of screening methods in an effort to discover binders of PrP, including
19 F-observed and saturation transfer difference (STD) NMR spectroscopy, differential scanning fluorimetry (DSF), DNA-encoded library selection, and in silico screening. A single benzimidazole compound was confirmed in concentration-response, but affinity was very weak ( Kd > 1 mm), and it could not be advanced further. The exceptionally low hit rate observed here suggests that PrP is a difficult target for small-molecule binders. Whereas orthogonal binder discovery methods could yield high-affinity compounds, non-small-molecule modalities may offer independent paths forward against prion disease., Competing Interests: Conflict of interest—E. V. M. has received consulting fees from Deerfield Management and Guidepoint and has received research support in the form of unrestricted charitable contributions from Charles River Laboratories and Ionis Pharmaceuticals. S. L. S. serves on the Board of Directors of the Genomics Institute of the Novartis Research Foundation (“GNF”); is a shareholder and serves on the Board of Directors of Jnana Therapeutics; is a shareholder of Forma Therapeutics; is a shareholder and advises Kojin Therapeutics, Kisbee Therapeutics, Decibel Therapeutics, and Eikonizo Therapeutics; serves on the Scientific Advisory Boards of Eisai Co., Ltd., Ono Pharma Foundation, Exo Therapeutics, and F-Prime Capital Partners; and is a Novartis Faculty Scholar. S. M. V. has received speaking fees from Illumina and Biogen and has received research support in the form of unrestricted charitable contributions from Charles River Laboratories and Ionis Pharmaceuticals. D. R. L. is a consultant for and cofounder of Exo Therapeutics, which uses DNA-encoded libraries for drug development. D. C., D. S. A., O. K. S., and S. K. W. are employees of Novartis. K. T. N. is an employee of Atomwise., (© 2020 Reidenbach et al.)- Published
- 2020
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32. Cerebrospinal fluid and plasma biomarkers in individuals at risk for genetic prion disease.
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Vallabh SM, Minikel EV, Williams VJ, Carlyle BC, McManus AJ, Wennick CD, Bolling A, Trombetta BA, Urick D, Nobuhara CK, Gerber J, Duddy H, Lachmann I, Stehmann C, Collins SJ, Blennow K, Zetterberg H, and Arnold SE
- Subjects
- Adult, Cohort Studies, Female, Humans, Longitudinal Studies, Male, Neurodegenerative Diseases blood, Neurodegenerative Diseases cerebrospinal fluid, Prion Diseases blood, Prion Diseases cerebrospinal fluid, Reproducibility of Results, Risk Factors, Biomarkers metabolism, Neurodegenerative Diseases diagnosis, Prion Diseases diagnosis
- Abstract
Background: Prion disease is neurodegenerative disease that is typically fatal within months of first symptoms. Clinical trials in this rapidly declining symptomatic patient population have proven challenging. Individuals at high lifetime risk for genetic prion disease can be identified decades before symptom onset and provide an opportunity for early therapeutic intervention. However, randomizing pre-symptomatic carriers to a clinical endpoint is not numerically feasible. We therefore launched a cohort study in pre-symptomatic genetic prion disease mutation carriers and controls with the goal of evaluating biomarker endpoints that may enable informative trials in this population., Methods: We collected cerebrospinal fluid (CSF) and blood from pre-symptomatic individuals with prion protein gene (PRNP) mutations (N = 27) and matched controls (N = 16), in a cohort study at Massachusetts General Hospital. We quantified total prion protein (PrP) and real-time quaking-induced conversion (RT-QuIC) prion seeding activity in CSF and neuronal damage markers total tau (T-tau) and neurofilament light chain (NfL) in CSF and plasma. We compared these markers cross-sectionally, evaluated short-term test-retest reliability over 2-4 months, and conducted a pilot longitudinal study over 10-20 months., Results: CSF PrP levels were stable on test-retest with a mean coefficient of variation of 7% for both over 2-4 months in N = 29 participants and over 10-20 months in N = 10 participants. RT-QuIC was negative in 22/23 mutation carriers. The sole individual with positive RT-QuIC seeding activity at two study visits had steady CSF PrP levels and slightly increased tau and NfL concentrations compared with the others, though still within the normal range, and remained asymptomatic 1 year later. T-tau and NfL showed no significant differences between mutation carriers and controls in either CSF or plasma., Conclusions: CSF PrP will be interpretable as a pharmacodynamic readout for PrP-lowering therapeutics in pre-symptomatic individuals and may serve as an informative surrogate biomarker in this population. In contrast, markers of prion seeding activity and neuronal damage do not reliably cross-sectionally distinguish mutation carriers from controls. Thus, as PrP-lowering therapeutics for prion disease advance, "secondary prevention" based on prodromal pathology may prove challenging; instead, "primary prevention" trials appear to offer a tractable paradigm for trials in pre-symptomatic individuals.
- Published
- 2020
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33. The effect of LRRK2 loss-of-function variants in humans.
- Author
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Whiffin N, Armean IM, Kleinman A, Marshall JL, Minikel EV, Goodrich JK, Quaife NM, Cole JB, Wang Q, Karczewski KJ, Cummings BB, Francioli L, Laricchia K, Guan A, Alipanahi B, Morrison P, Baptista MAS, Merchant KM, Ware JS, Havulinna AS, Iliadou B, Lee JJ, Nadkarni GN, Whiteman C, Daly M, Esko T, Hultman C, Loos RJF, Milani L, Palotie A, Pato C, Pato M, Saleheen D, Sullivan PF, Alföldi J, Cannon P, and MacArthur DG
- Subjects
- Adult, Aged, Aged, 80 and over, Biological Specimen Banks, Cell Line, Embryonic Stem Cells metabolism, Female, Gain of Function Mutation genetics, Heterozygote, Humans, Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 antagonists & inhibitors, Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 metabolism, Longevity genetics, Lymphocytes metabolism, Male, Middle Aged, Myocytes, Cardiac metabolism, Parkinson Disease drug therapy, Parkinson Disease genetics, Phenotype, Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 genetics, Loss of Function Mutation genetics
- Abstract
Human genetic variants predicted to cause loss-of-function of protein-coding genes (pLoF variants) provide natural in vivo models of human gene inactivation and can be valuable indicators of gene function and the potential toxicity of therapeutic inhibitors targeting these genes
1,2 . Gain-of-kinase-function variants in LRRK2 are known to significantly increase the risk of Parkinson's disease3,4 , suggesting that inhibition of LRRK2 kinase activity is a promising therapeutic strategy. While preclinical studies in model organisms have raised some on-target toxicity concerns5-8 , the biological consequences of LRRK2 inhibition have not been well characterized in humans. Here, we systematically analyze pLoF variants in LRRK2 observed across 141,456 individuals sequenced in the Genome Aggregation Database (gnomAD)9 , 49,960 exome-sequenced individuals from the UK Biobank and over 4 million participants in the 23andMe genotyped dataset. After stringent variant curation, we identify 1,455 individuals with high-confidence pLoF variants in LRRK2. Experimental validation of three variants, combined with previous work10 , confirmed reduced protein levels in 82.5% of our cohort. We show that heterozygous pLoF variants in LRRK2 reduce LRRK2 protein levels but that these are not strongly associated with any specific phenotype or disease state. Our results demonstrate the value of large-scale genomic databases and phenotyping of human loss-of-function carriers for target validation in drug discovery.- Published
- 2020
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34. Evaluating drug targets through human loss-of-function genetic variation.
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Minikel EV, Karczewski KJ, Martin HC, Cummings BB, Whiffin N, Rhodes D, Alföldi J, Trembath RC, van Heel DA, Daly MJ, Schreiber SL, and MacArthur DG
- Subjects
- Artifacts, Automation, Consanguinity, Exons genetics, Gain of Function Mutation genetics, Gene Frequency, Gene Knockdown Techniques, Heterozygote, Homozygote, Humans, Huntingtin Protein genetics, Leucine-Rich Repeat Serine-Threonine Protein Kinase-2 genetics, Neurodegenerative Diseases genetics, Prion Proteins genetics, Reproducibility of Results, Sample Size, tau Proteins genetics, Genes, Essential drug effects, Genes, Essential genetics, Loss of Function Mutation genetics, Molecular Targeted Therapy
- Abstract
Naturally occurring human genetic variants that are predicted to inactivate protein-coding genes provide an in vivo model of human gene inactivation that complements knockout studies in cells and model organisms. Here we report three key findings regarding the assessment of candidate drug targets using human loss-of-function variants. First, even essential genes, in which loss-of-function variants are not tolerated, can be highly successful as targets of inhibitory drugs. Second, in most genes, loss-of-function variants are sufficiently rare that genotype-based ascertainment of homozygous or compound heterozygous 'knockout' humans will await sample sizes that are approximately 1,000 times those presently available, unless recruitment focuses on consanguineous individuals. Third, automated variant annotation and filtering are powerful, but manual curation remains crucial for removing artefacts, and is a prerequisite for recall-by-genotype efforts. Our results provide a roadmap for human knockout studies and should guide the interpretation of loss-of-function variants in drug development.
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- 2020
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35. The mutational constraint spectrum quantified from variation in 141,456 humans.
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Karczewski KJ, Francioli LC, Tiao G, Cummings BB, Alföldi J, Wang Q, Collins RL, Laricchia KM, Ganna A, Birnbaum DP, Gauthier LD, Brand H, Solomonson M, Watts NA, Rhodes D, Singer-Berk M, England EM, Seaby EG, Kosmicki JA, Walters RK, Tashman K, Farjoun Y, Banks E, Poterba T, Wang A, Seed C, Whiffin N, Chong JX, Samocha KE, Pierce-Hoffman E, Zappala Z, O'Donnell-Luria AH, Minikel EV, Weisburd B, Lek M, Ware JS, Vittal C, Armean IM, Bergelson L, Cibulskis K, Connolly KM, Covarrubias M, Donnelly S, Ferriera S, Gabriel S, Gentry J, Gupta N, Jeandet T, Kaplan D, Llanwarne C, Munshi R, Novod S, Petrillo N, Roazen D, Ruano-Rubio V, Saltzman A, Schleicher M, Soto J, Tibbetts K, Tolonen C, Wade G, Talkowski ME, Neale BM, Daly MJ, and MacArthur DG
- Subjects
- Adult, Brain metabolism, Cardiovascular Diseases genetics, Cohort Studies, Databases, Genetic, Female, Genetic Predisposition to Disease genetics, Genome-Wide Association Study, Humans, Loss of Function Mutation genetics, Male, Mutation Rate, Proprotein Convertase 9 genetics, RNA, Messenger genetics, Reproducibility of Results, Exome Sequencing, Whole Genome Sequencing, Exome genetics, Genes, Essential genetics, Genetic Variation genetics, Genome, Human genetics
- Abstract
Genetic variants that inactivate protein-coding genes are a powerful source of information about the phenotypic consequences of gene disruption: genes that are crucial for the function of an organism will be depleted of such variants in natural populations, whereas non-essential genes will tolerate their accumulation. However, predicted loss-of-function variants are enriched for annotation errors, and tend to be found at extremely low frequencies, so their analysis requires careful variant annotation and very large sample sizes
1 . Here we describe the aggregation of 125,748 exomes and 15,708 genomes from human sequencing studies into the Genome Aggregation Database (gnomAD). We identify 443,769 high-confidence predicted loss-of-function variants in this cohort after filtering for artefacts caused by sequencing and annotation errors. Using an improved model of human mutation rates, we classify human protein-coding genes along a spectrum that represents tolerance to inactivation, validate this classification using data from model organisms and engineered human cells, and show that it can be used to improve the power of gene discovery for both common and rare diseases.- Published
- 2020
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36. Towards a treatment for genetic prion disease: trials and biomarkers.
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Vallabh SM, Minikel EV, Schreiber SL, and Lander ES
- Subjects
- Animals, Biomarkers, Humans, Neurodegenerative Diseases diagnosis, Neurodegenerative Diseases genetics, Neurodegenerative Diseases therapy, Prion Diseases genetics, Prion Proteins genetics, Prions, Prion Diseases diagnosis, Prion Diseases therapy
- Abstract
Prion disease is a rare, fatal, and exceptionally rapid neurodegenerative disease. Although incurable, prion disease follows a clear pathogenic mechanism, in which a single gene gives rise to a single prion protein (PrP) capable of converting into the sole causal disease agent, the misfolded prion. As efforts progress to leverage this mechanistic knowledge toward rational therapies, a principal challenge will be the design of clinical trials. Previous trials in prion disease have been done in symptomatic patients who are often profoundly debilitated at enrolment. About 15% of prion disease cases are genetic, creating an opportunity for early therapeutic intervention to delay or prevent disease. Highly variable age of onset and absence of established prodromal biomarkers might render infeasible existing models for testing drugs before disease onset. Advancement of near-term targeted therapeutics could crucially depend on thoughtful design of rigorous presymptomatic trials., (Copyright © 2020 Elsevier Ltd. All rights reserved.)
- Published
- 2020
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37. Characterization of the Prion Protein Binding Properties of Antisense Oligonucleotides.
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Reidenbach AG, Minikel EV, Zhao HT, Guzman SG, Leed AJ, Mesleh MF, Kordasiewicz HB, Schreiber SL, and Vallabh SM
- Subjects
- HeLa Cells, Humans, Kinetics, Oligonucleotides, Antisense chemistry, Oligonucleotides, Antisense genetics, Prion Proteins chemistry, Prion Proteins genetics, Protein Binding, Recombinant Proteins chemistry, Recombinant Proteins genetics, Recombinant Proteins metabolism, Oligonucleotides, Antisense metabolism, Prion Proteins metabolism
- Abstract
Antisense oligonucleotides (ASOs) designed to lower prion protein (PrP) expression in the brain through RNase H1-mediated degradation of PrP RNA are in development as prion disease therapeutics. ASOs were previously reported to sequence-independently interact with PrP and inhibit prion accumulation in cell culture, yet in vivo studies using a new generation of ASOs found that only PrP-lowering sequences were effective at extending survival. Cerebrospinal fluid (CSF) PrP has been proposed as a pharmacodynamic biomarker for trials of such ASOs, but is only interpretable if PrP lowering is indeed the relevant mechanism of action in vivo and if measurement of PrP is unconfounded by any PrP-ASO interaction. Here, we examine the PrP-binding and antiprion properties of ASOs in vitro and in cell culture. Binding parameters determined by isothermal titration calorimetry were similar across all ASOs tested, indicating that ASOs of various chemistries bind full-length recombinant PrP with low- to mid-nanomolar affinity in a sequence-independent manner. Nuclear magnetic resonance, dynamic light scattering, and visual inspection of ASO-PrP mixtures suggested, however, that this interaction is characterized by the formation of large aggregates, a conclusion further supported by the salt dependence of the affinity measured by isothermal titration calorimetry. Sequence-independent inhibition of prion accumulation in cell culture was observed. The inefficacy of non-PrP-lowering ASOs against prion disease in vivo may be because their apparent activity in vitro is an artifact of aggregation, or because the concentration of ASOs in relevant compartments within the central nervous system (CNS) quickly drops below the effective concentration for sequence-independent antiprion activity after bolus dosing into CSF. Measurements of PrP concentration in human CSF were not impacted by the addition of ASO. These findings support the further development of PrP-lowering ASOs and of CSF PrP as a pharmacodynamic biomarker., Competing Interests: HTZ and HBK are employees and shareholders of Ionis Pharmaceuticals. EVM and SV have received research support in the form of charitable contributions from Ionis Pharmaceuticals and Charles River Laboratories. SV has received speaking fees from Illumina. EVM has consulted for Deerfield Management and Guidepoint. SLS serves on the Board of Directors of the Genomics Institute of the Novartis Research Foundation (“GNF”); is a shareholder and serves on the Board of Directors of Jnana Therapeutics; is a shareholder of Forma Therapeutics; is a shareholder and advises Decibel Therapeutics and Eikonizo Therapeutics; serves on the Scientific Advisory Boards of Eisai Co., Ltd., Ono Pharma Foundation, Exo Therapeutics, and F-Prime Capital Partners; and is a Novartis Faculty Scholar.
- Published
- 2019
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38. Domain-specific Quantification of Prion Protein in Cerebrospinal Fluid by Targeted Mass Spectrometry.
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Minikel EV, Kuhn E, Cocco AR, Vallabh SM, Hartigan CR, Reidenbach AG, Safar JG, Raymond GJ, McCarthy MD, O'Keefe R, Llorens F, Zerr I, Capellari S, Parchi P, Schreiber SL, and Carr SA
- Subjects
- Animals, Drug Development, Enzyme-Linked Immunosorbent Assay, Humans, Macaca fascicularis, Mice, Prion Diseases cerebrospinal fluid, Prion Diseases drug therapy, Rats, Mass Spectrometry methods, Prion Proteins cerebrospinal fluid
- Abstract
Therapies currently in preclinical development for prion disease seek to lower prion protein (PrP) expression in the brain. Trials of such therapies are likely to rely on quantification of PrP in cerebrospinal fluid (CSF) as a pharmacodynamic biomarker and possibly as a trial endpoint. Studies using PrP ELISA kits have shown that CSF PrP is lowered in the symptomatic phase of disease, a potential confounder for reading out the effect of PrP-lowering drugs in symptomatic patients. Because misfolding or proteolytic cleavage could potentially render PrP invisible to ELISA even if its concentration were constant or increasing in disease, we sought to establish an orthogonal method for CSF PrP quantification. We developed a multi-species targeted mass spectrometry method based on multiple reaction monitoring (MRM) of nine PrP tryptic peptides quantified relative to an isotopically labeled recombinant protein standard for human samples, or isotopically labeled synthetic peptides for nonhuman species. Analytical validation experiments showed process replicate coefficients of variation below 15%, good dilution linearity and recovery, and suitable performance for both CSF and brain homogenate and across humans as well as preclinical species of interest. In n = 55 CSF samples from individuals referred to prion surveillance centers with rapidly progressive dementia, all six human PrP peptides, spanning the N- and C-terminal domains of PrP, were uniformly reduced in prion disease cases compared with individuals with nonprion diagnoses. Thus, lowered CSF PrP concentration in prion disease is a genuine result of the disease process and not an artifact of ELISA-based measurement. As a result, dose-finding studies for PrP lowering drugs may need to be conducted in presymptomatic at-risk individuals rather than in symptomatic patients. We provide a targeted mass spectrometry-based method suitable for preclinical quantification of CSF PrP as a tool for drug development., (© 2019 Minikel et al.)
- Published
- 2019
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39. Antisense oligonucleotides extend survival of prion-infected mice.
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Raymond GJ, Zhao HT, Race B, Raymond LD, Williams K, Swayze EE, Graffam S, Le J, Caron T, Stathopoulos J, O'Keefe R, Lubke LL, Reidenbach AG, Kraus A, Schreiber SL, Mazur C, Cabin DE, Carroll JB, Minikel EV, Kordasiewicz H, Caughey B, and Vallabh SM
- Subjects
- Animals, Brain pathology, Disease Models, Animal, Drug Discovery, Female, Genetic Therapy, Mice, Mice, Inbred C57BL, Prion Diseases pathology, Survival Rate, Oligonucleotides, Antisense pharmacology, Oligonucleotides, Antisense therapeutic use, Prion Diseases drug therapy
- Abstract
Prion disease is a fatal, incurable neurodegenerative disease of humans and other mammals caused by conversion of cellular prion protein (PrP; PrPC) into a self-propagating neurotoxic conformer (prions; PrPSc). Strong genetic proofs of concept support lowering PrP expression as a therapeutic strategy. Antisense oligonucleotides (ASOs) can provide a practical route to lowering one target mRNA in the brain, but their development for prion disease has been hindered by three unresolved questions from prior work: uncertainty about mechanism of action, unclear potential for efficacy against established prion infection, and poor tolerability of drug delivery by osmotic pumps. Here we test antisense oligonucleotides (ASOs) delivered by bolus intracerebroventricular injection to intracerebrally prion-infected wild-type mice. Prophylactic treatments given every 2-3 months extended survival times 61-98%, and a single injection at 120 days post-infection, near the onset of clinical signs, extended survival 55% (87 days). In contrast, a non-targeting control ASO was ineffective. Thus, PrP lowering is the mechanism of action of ASOs effective against prion disease in vivo, and infrequent, or even single, bolus injections of ASOs can slow prion neuropathogenesis and markedly extend survival, even when initiated near clinical signs. These findings should empower development of PrP-lowering therapy for prion disease.
- Published
- 2019
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40. Age at onset in genetic prion disease and the design of preventive clinical trials.
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Minikel EV, Vallabh SM, Orseth MC, Brandel JP, Haïk S, Laplanche JL, Zerr I, Parchi P, Capellari S, Safar J, Kenny J, Fong JC, Takada LT, Ponto C, Hermann P, Knipper T, Stehmann C, Kitamoto T, Ae R, Hamaguchi T, Sanjo N, Tsukamoto T, Mizusawa H, Collins SJ, Chiesa R, Roiter I, de Pedro-Cuesta J, Calero M, Geschwind MD, Yamada M, Nakamura Y, and Mead S
- Subjects
- Adolescent, Adult, Aged, Aged, 80 and over, Child, Clinical Trials as Topic, Female, Genotype, Humans, Kaplan-Meier Estimate, Male, Middle Aged, Mutation, Penetrance, Prion Diseases genetics, Prion Proteins genetics, Proportional Hazards Models, Research Design, Young Adult, Age of Onset, Prion Diseases prevention & control
- Abstract
Objective: To determine whether preventive trials in genetic prion disease could be designed to follow presymptomatic mutation carriers to onset of disease., Methods: We assembled age at onset or death data from 1,094 individuals with high penetrance mutations in the prion protein gene ( PRNP ) in order to generate survival and hazard curves and test for genetic modifiers of age at onset. We used formulae and simulations to estimate statistical power for clinical trials., Results: Genetic prion disease age at onset varies over several decades for the most common mutations and neither sex, parent's age at onset, nor PRNP codon 129 genotype provided additional explanatory power to stratify trials. Randomized preventive trials would require hundreds or thousands of at-risk individuals in order to be statistically powered for an endpoint of clinical onset, posing prohibitive cost and delay and likely exceeding the number of individuals available for such trials., Conclusion: The characterization of biomarkers suitable to serve as surrogate endpoints will be essential for the prevention of genetic prion disease. Parameters such as longer trial duration, increased enrollment, and the use of historical controls in a postmarketing study could provide opportunities for subsequent determination of clinical benefit., (© 2019 American Academy of Neurology.)
- Published
- 2019
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41. Correction: Insights into the genetic epidemiology of Crohn's and rare diseases in the Ashkenazi Jewish population.
- Author
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Rivas MA, Avila BE, Koskela J, Huang H, Stevens C, Pirinen M, Haritunians T, Neale BM, Kurki M, Ganna A, Graham D, Glaser B, Peter I, Atzmon G, Barzilai N, Levine AP, Schiff E, Pontikos N, Weisburd B, Lek M, Karczewski KJ, Bloom J, Minikel EV, Petersen BS, Beaugerie L, Seksik P, Cosnes J, Schreiber S, Bokemeyer B, Bethge J, Heap G, Ahmad T, Plagnol V, Segal AW, Targan S, Turner D, Saavalainen P, Farkkila M, Kontula K, Palotie A, Brant SR, Duerr RH, Silverberg MS, Rioux JD, Weersma RK, Franke A, Jostins L, Anderson CA, Barrett JC, MacArthur DG, Jalas C, Sokol H, Xavier RJ, Pulver A, Cho JH, McGovern DPB, and Daly MJ
- Abstract
[This corrects the article DOI: 10.1371/journal.pgen.1007329.].
- Published
- 2019
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42. Prion protein quantification in human cerebrospinal fluid as a tool for prion disease drug development.
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Vallabh SM, Nobuhara CK, Llorens F, Zerr I, Parchi P, Capellari S, Kuhn E, Klickstein J, Safar JG, Nery FC, Swoboda KJ, Geschwind MD, Zetterberg H, Arnold SE, Minikel EV, and Schreiber SL
- Subjects
- Biomarkers cerebrospinal fluid, Brain metabolism, Brain Chemistry, Enzyme-Linked Immunosorbent Assay, Humans, Prion Diseases blood, Prion Diseases cerebrospinal fluid, Prion Diseases diagnosis, Prion Proteins blood, Reproducibility of Results, Sensitivity and Specificity, Drug Development methods, Prion Diseases drug therapy, Prion Proteins cerebrospinal fluid
- Abstract
Reduction of native prion protein (PrP) levels in the brain is an attractive strategy for the treatment or prevention of human prion disease. Clinical development of any PrP-reducing therapeutic will require an appropriate pharmacodynamic biomarker: a practical and robust method for quantifying PrP, and reliably demonstrating its reduction in the central nervous system (CNS) of a living patient. Here we evaluate the potential of ELISA-based quantification of human PrP in human cerebrospinal fluid (CSF) to serve as a biomarker for PrP-reducing therapeutics. We show that CSF PrP is highly sensitive to plastic adsorption during handling and storage, but its loss can be minimized by the addition of detergent. We find that blood contamination does not affect CSF PrP levels, and that CSF PrP and hemoglobin are uncorrelated, together suggesting that CSF PrP is CNS derived, supporting its relevance for monitoring the tissue of interest and in keeping with high PrP abundance in brain relative to blood. In a cohort with controlled sample handling, CSF PrP exhibits good within-subject test-retest reliability (mean coefficient of variation, 13% in samples collected 8-11 wk apart), a sufficiently stable baseline to allow therapeutically meaningful reductions in brain PrP to be readily detected in CSF. Together, these findings supply a method for monitoring the effect of a PrP-reducing drug in the CNS, and will facilitate development of prion disease therapeutics with this mechanism of action., Competing Interests: Conflict of interest statement: S.L.S. is a member of the Board of Directors of the Genomics Institute of the Novartis Research Foundation ("GNF"); a shareholder and member of the Board of Directors of Jnana Therapeutics; a shareholder of Forma Therapeutics; a shareholder of and adviser to Decibel Therapeutics and Eikonizo Therapeutics; an adviser to Eisai, Inc., the Ono Pharma Foundation, and F-Prime Capital Partners; and a Novartis Faculty Scholar.
- Published
- 2019
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43. Antisense oligonucleotides: A primer.
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Scoles DR, Minikel EV, and Pulst SM
- Abstract
There are few disease-modifying therapeutics for neurodegenerative diseases, but successes on the development of antisense oligonucleotide (ASO) therapeutics for spinal muscular atrophy and Duchenne muscular dystrophy predict a robust future for ASOs in medicine. Indeed, existing pipelines for the development of ASO therapies for spinocerebellar ataxias, Huntington disease, Alzheimer disease, amyotrophic lateral sclerosis, Parkinson disease, and others, and increased focus by the pharmaceutical industry on ASO development, strengthen the outlook for using ASOs for neurodegenerative diseases. Perhaps the most significant advantage to ASO therapeutics over other small molecule approaches is that acquisition of the target sequence provides immediate knowledge of putative complementary oligonucleotide therapeutics. In this review, we describe the various types of ASOs, how they are used therapeutically, and the present efforts to develop new ASO therapies that will contribute to a forthcoming toolkit for treating multiple neurodegenerative diseases.
- Published
- 2019
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44. Insights into the genetic epidemiology of Crohn's and rare diseases in the Ashkenazi Jewish population.
- Author
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Rivas MA, Avila BE, Koskela J, Huang H, Stevens C, Pirinen M, Haritunians T, Neale BM, Kurki M, Ganna A, Graham D, Glaser B, Peter I, Atzmon G, Barzilai N, Levine AP, Schiff E, Pontikos N, Weisburd B, Lek M, Karczewski KJ, Bloom J, Minikel EV, Petersen BS, Beaugerie L, Seksik P, Cosnes J, Schreiber S, Bokemeyer B, Bethge J, Heap G, Ahmad T, Plagnol V, Segal AW, Targan S, Turner D, Saavalainen P, Farkkila M, Kontula K, Palotie A, Brant SR, Duerr RH, Silverberg MS, Rioux JD, Weersma RK, Franke A, Jostins L, Anderson CA, Barrett JC, MacArthur DG, Jalas C, Sokol H, Xavier RJ, Pulver A, Cho JH, McGovern DPB, and Daly MJ
- Subjects
- Algorithms, Crohn Disease epidemiology, Genetics, Population, Genome-Wide Association Study, Haplotypes, Humans, Models, Genetic, Molecular Epidemiology, Polymorphism, Single Nucleotide, Rare Diseases epidemiology, Crohn Disease genetics, Genetic Predisposition to Disease genetics, Jews genetics, Rare Diseases genetics
- Abstract
As part of a broader collaborative network of exome sequencing studies, we developed a jointly called data set of 5,685 Ashkenazi Jewish exomes. We make publicly available a resource of site and allele frequencies, which should serve as a reference for medical genetics in the Ashkenazim (hosted in part at https://ibd.broadinstitute.org, also available in gnomAD at http://gnomad.broadinstitute.org). We estimate that 34% of protein-coding alleles present in the Ashkenazi Jewish population at frequencies greater than 0.2% are significantly more frequent (mean 15-fold) than their maximum frequency observed in other reference populations. Arising via a well-described founder effect approximately 30 generations ago, this catalog of enriched alleles can contribute to differences in genetic risk and overall prevalence of diseases between populations. As validation we document 148 AJ enriched protein-altering alleles that overlap with "pathogenic" ClinVar alleles (table available at https://github.com/macarthur-lab/clinvar/blob/master/output/clinvar.tsv), including those that account for 10-100 fold differences in prevalence between AJ and non-AJ populations of some rare diseases, especially recessive conditions, including Gaucher disease (GBA, p.Asn409Ser, 8-fold enrichment); Canavan disease (ASPA, p.Glu285Ala, 12-fold enrichment); and Tay-Sachs disease (HEXA, c.1421+1G>C, 27-fold enrichment; p.Tyr427IlefsTer5, 12-fold enrichment). We next sought to use this catalog, of well-established relevance to Mendelian disease, to explore Crohn's disease, a common disease with an estimated two to four-fold excess prevalence in AJ. We specifically attempt to evaluate whether strong acting rare alleles, particularly protein-truncating or otherwise large effect-size alleles, enriched by the same founder-effect, contribute excess genetic risk to Crohn's disease in AJ, and find that ten rare genetic risk factors in NOD2 and LRRK2 are enriched in AJ (p < 0.005), including several novel contributing alleles, show evidence of association to CD. Independently, we find that genomewide common variant risk defined by GWAS shows a strong difference between AJ and non-AJ European control population samples (0.97 s.d. higher, p<10-16). Taken together, the results suggest coordinated selection in AJ population for higher CD risk alleles in general. The results and approach illustrate the value of exome sequencing data in case-control studies along with reference data sets like ExAC (sites VCF available via FTP at ftp.broadinstitute.org/pub/ExAC_release/release0.3/) to pinpoint genetic variation that contributes to variable disease predisposition across populations., Competing Interests: The authors have declared that no competing interests exist.
- Published
- 2018
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45. ClinVar data parsing.
- Author
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Zhang X, Minikel EV, O'Donnell-Luria AH, MacArthur DG, Ware JS, and Weisburd B
- Abstract
This software repository provides a pipeline for converting raw ClinVar data files into analysis-friendly tab-delimited tables, and also provides these tables for the most recent ClinVar release. Separate tables are generated for genome builds GRCh37 and GRCh38 as well as for mono-allelic variants and complex multi-allelic variants. Additionally, the tables are augmented with allele frequencies from the ExAC and gnomAD datasets as these are often consulted when analyzing ClinVar variants. Overall, this work provides ClinVar data in a format that is easier to work with and can be directly loaded into a variety of popular analysis tools such as R, python pandas, and SQL databases., Competing Interests: Competing interests: No competing interests were disclosed.
- Published
- 2017
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46. Pathogenic ASXL1 somatic variants in reference databases complicate germline variant interpretation for Bohring-Opitz Syndrome.
- Author
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Carlston CM, O'Donnell-Luria AH, Underhill HR, Cummings BB, Weisburd B, Minikel EV, Birnbaum DP, Tvrdik T, MacArthur DG, and Mao R
- Subjects
- Aged, Aged, 80 and over, Alleles, Amino Acid Substitution, Child, Preschool, Databases, Genetic, Facies, Female, Humans, Infant, Male, Middle Aged, Phenotype, Craniosynostoses diagnosis, Craniosynostoses genetics, Genetic Association Studies methods, Germ-Line Mutation, Intellectual Disability diagnosis, Intellectual Disability genetics, Mutation, Repressor Proteins genetics
- Abstract
The clinical interpretation of genetic variants has come to rely heavily on reference population databases such as the Exome Aggregation Consortium (ExAC) database. Pathogenic variants in genes associated with severe, pediatric-onset, highly penetrant, autosomal dominant conditions are assumed to be absent or rare in these databases. Exome sequencing of a 6-year-old female patient with seizures, developmental delay, dysmorphic features, and failure to thrive identified an ASXL1 variant previously reported as causative of Bohring-Opitz syndrome (BOS). Surprisingly, the variant was observed seven times in the ExAC database, presumably in individuals without BOS. Although the BOS phenotype fit, the presence of the variant in reference population databases introduced ambiguity in result interpretation. Review of the literature revealed that acquired somatic mosaicism of ASXL1 variants (including pathogenic variants) during hematopoietic clonal expansion can occur with aging in healthy individuals. We examined all ASXL1 truncating variants in the ExAC database and determined most are likely somatic. Failure to consider somatic mosaicism may lead to the inaccurate assumption that conditions like BOS have reduced penetrance, or the misclassification of potentially pathogenic variants., (© 2017 Wiley Periodicals, Inc.)
- Published
- 2017
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47. Reassessment of Mendelian gene pathogenicity using 7,855 cardiomyopathy cases and 60,706 reference samples.
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Walsh R, Thomson KL, Ware JS, Funke BH, Woodley J, McGuire KJ, Mazzarotto F, Blair E, Seller A, Taylor JC, Minikel EV, Exome Aggregation Consortium, MacArthur DG, Farrall M, Cook SA, and Watkins H
- Subjects
- Cardiomyopathies epidemiology, Computational Biology, Databases, Genetic, Exome genetics, Genetic Diseases, Inborn physiopathology, Genome, Human, High-Throughput Nucleotide Sequencing, Humans, Mutation, Exome Sequencing, Cardiomyopathies genetics, Genetic Diseases, Inborn genetics, Genetic Testing, Genetic Variation
- Abstract
Purpose: The accurate interpretation of variation in Mendelian disease genes has lagged behind data generation as sequencing has become increasingly accessible. Ongoing large sequencing efforts present huge interpretive challenges, but they also provide an invaluable opportunity to characterize the spectrum and importance of rare variation., Methods: We analyzed sequence data from 7,855 clinical cardiomyopathy cases and 60,706 Exome Aggregation Consortium (ExAC) reference samples to obtain a better understanding of genetic variation in a representative autosomal dominant disorder., Results: We found that in some genes previously reported as important causes of a given cardiomyopathy, rare variation is not clinically informative because there is an unacceptably high likelihood of false-positive interpretation. By contrast, in other genes, we find that diagnostic laboratories may be overly conservative when assessing variant pathogenicity., Conclusions: We outline improved analytical approaches that evaluate which genes and variant classes are interpretable and propose that these will increase the clinical utility of testing across a range of Mendelian diseases.Genet Med 19 2, 192-203., Competing Interests: None
- Published
- 2017
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48. Publicly Available Data Provide Evidence against NR1H3 R415Q Causing Multiple Sclerosis.
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Minikel EV and MacArthur DG
- Subjects
- Female, Gene Frequency, Humans, Male, Exome, Multiple Sclerosis genetics
- Abstract
It has recently been reported that an NR1H3 missense variant, R415Q, causes a novel familial form of multiple sclerosis (Wang et al., 2016a). This claim is at odds with publicly available data from the Exome Aggregation Consortium (ExAC; http://exac.broadinstitute.org). The allele frequency of R415Q is not significantly higher in cases (0.024%-0.049%) than in ExAC population controls (0.031%), whereas if R415Q conferred even 50% lifetime risk of developing MS, it would be hundreds of times more common in cases than in controls. The upper bound of the 95% confidence interval of penetrance for R415Q can be estimated at 2.2% for women and 1.2% for men, indicating that even if this variant is disease associated, individuals harboring the variant would have a lifetime risk of developing MS no higher than a few percent. ExAC data should be considered when evaluating claims of variant pathogenicity. This Matters Arising paper is in response to Wang et al. (2016a), published in Neuron. See also the related Matters Arising paper by The International Multiple Sclerosis Genetics Consortium (2016) and the response by Wang et al. (2016b), published in this issue., (Copyright © 2016 Elsevier Inc. All rights reserved.)
- Published
- 2016
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49. Analysis of protein-coding genetic variation in 60,706 humans.
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Lek M, Karczewski KJ, Minikel EV, Samocha KE, Banks E, Fennell T, O'Donnell-Luria AH, Ware JS, Hill AJ, Cummings BB, Tukiainen T, Birnbaum DP, Kosmicki JA, Duncan LE, Estrada K, Zhao F, Zou J, Pierce-Hoffman E, Berghout J, Cooper DN, Deflaux N, DePristo M, Do R, Flannick J, Fromer M, Gauthier L, Goldstein J, Gupta N, Howrigan D, Kiezun A, Kurki MI, Moonshine AL, Natarajan P, Orozco L, Peloso GM, Poplin R, Rivas MA, Ruano-Rubio V, Rose SA, Ruderfer DM, Shakir K, Stenson PD, Stevens C, Thomas BP, Tiao G, Tusie-Luna MT, Weisburd B, Won HH, Yu D, Altshuler DM, Ardissino D, Boehnke M, Danesh J, Donnelly S, Elosua R, Florez JC, Gabriel SB, Getz G, Glatt SJ, Hultman CM, Kathiresan S, Laakso M, McCarroll S, McCarthy MI, McGovern D, McPherson R, Neale BM, Palotie A, Purcell SM, Saleheen D, Scharf JM, Sklar P, Sullivan PF, Tuomilehto J, Tsuang MT, Watkins HC, Wilson JG, Daly MJ, and MacArthur DG
- Subjects
- DNA Mutational Analysis, Datasets as Topic, Humans, Phenotype, Proteome genetics, Rare Diseases genetics, Sample Size, Exome genetics, Genetic Variation genetics
- Abstract
Large-scale reference data sets of human genetic variation are critical for the medical and functional interpretation of DNA sequence changes. Here we describe the aggregation and analysis of high-quality exome (protein-coding region) DNA sequence data for 60,706 individuals of diverse ancestries generated as part of the Exome Aggregation Consortium (ExAC). This catalogue of human genetic diversity contains an average of one variant every eight bases of the exome, and provides direct evidence for the presence of widespread mutational recurrence. We have used this catalogue to calculate objective metrics of pathogenicity for sequence variants, and to identify genes subject to strong selection against various classes of mutation; identifying 3,230 genes with near-complete depletion of predicted protein-truncating variants, with 72% of these genes having no currently established human disease phenotype. Finally, we demonstrate that these data can be used for the efficient filtering of candidate disease-causing variants, and for the discovery of human 'knockout' variants in protein-coding genes.
- Published
- 2016
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50. Quantifying prion disease penetrance using large population control cohorts.
- Author
-
Minikel EV, Vallabh SM, Lek M, Estrada K, Samocha KE, Sathirapongsasuti JF, McLean CY, Tung JY, Yu LP, Gambetti P, Blevins J, Zhang S, Cohen Y, Chen W, Yamada M, Hamaguchi T, Sanjo N, Mizusawa H, Nakamura Y, Kitamoto T, Collins SJ, Boyd A, Will RG, Knight R, Ponto C, Zerr I, Kraus TF, Eigenbrod S, Giese A, Calero M, de Pedro-Cuesta J, Haïk S, Laplanche JL, Bouaziz-Amar E, Brandel JP, Capellari S, Parchi P, Poleggi A, Ladogana A, O'Donnell-Luria AH, Karczewski KJ, Marshall JL, Boehnke M, Laakso M, Mohlke KL, Kähler A, Chambert K, McCarroll S, Sullivan PF, Hultman CM, Purcell SM, Sklar P, van der Lee SJ, Rozemuller A, Jansen C, Hofman A, Kraaij R, van Rooij JG, Ikram MA, Uitterlinden AG, van Duijn CM, Daly MJ, and MacArthur DG
- Subjects
- Case-Control Studies, Cohort Studies, Genetic Predisposition to Disease, Humans, Mutation genetics, Prions genetics, Risk Factors, Penetrance, Prion Diseases genetics
- Abstract
More than 100,000 genetic variants are reported to cause Mendelian disease in humans, but the penetrance-the probability that a carrier of the purported disease-causing genotype will indeed develop the disease-is generally unknown. We assess the impact of variants in the prion protein gene (PRNP) on the risk of prion disease by analyzing 16,025 prion disease cases, 60,706 population control exomes, and 531,575 individuals genotyped by 23andMe Inc. We show that missense variants in PRNP previously reported to be pathogenic are at least 30 times more common in the population than expected on the basis of genetic prion disease prevalence. Although some of this excess can be attributed to benign variants falsely assigned as pathogenic, other variants have genuine effects on disease susceptibility but confer lifetime risks ranging from <0.1 to ~100%. We also show that truncating variants in PRNP have position-dependent effects, with true loss-of-function alleles found in healthy older individuals, a finding that supports the safety of therapeutic suppression of prion protein expression., (Copyright © 2016, American Association for the Advancement of Science.)
- Published
- 2016
- Full Text
- View/download PDF
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