32 results on '"Luca Nanni"'
Search Results
2. The ENCODE Imputation Challenge: a critical assessment of methods for cross-cell type imputation of epigenomic profiles
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Jacob Matthew Schreiber, Carles A. Boix, Jin wook Lee, Hongyang Li, Yuanfang Guan, Chun-Chieh Chang, Jen-Chien Chang, Alex Hawkins-Hooker, Bernhard Schölkopf, Gabriele Schweikert, Mateo Rojas Carulla, Arif Canakoglu, Francesco Guzzo, Luca Nanni, Marco Masseroli, Mark James Carman, Pietro Pinoli, Chenyang Hong, Kevin Y. Yip, Jefrey P. Spence, Sanjit Singh Batra, Yun S. Song, Shaun Mahony, Zheng Zhang, Wuwei Tan, Yang Shen, Yuanfei Sun, Minyi Shi, Jessika Adrian, Richard S. Sandstrom, Nina P. Farrell, Jessica M. Halow, Kristen Lee, Lixia Jiang, Xinqiong Yang, Charles B. Epstein, J. Seth Strattan, Bradley E. Bernstein, Michael P. Snyder, Manolis Kellis, William S. Noble, Anshul Bharat Kundaje, and ENCODE Imputation Challenge Participants
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Biology (General) ,QH301-705.5 ,Genetics ,QH426-470 - Abstract
Abstract A promising alternative to comprehensively performing genomics experiments is to, instead, perform a subset of experiments and use computational methods to impute the remainder. However, identifying the best imputation methods and what measures meaningfully evaluate performance are open questions. We address these questions by comprehensively analyzing 23 methods from the ENCODE Imputation Challenge. We find that imputation evaluations are challenging and confounded by distributional shifts from differences in data collection and processing over time, the amount of available data, and redundancy among performance measures. Our analyses suggest simple steps for overcoming these issues and promising directions for more robust research.
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- 2023
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3. The 1932 Majorana Equation: A Forgotten but Surprisingly Modern Particle Theory
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Luca Nanni
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relativistic wave equations ,higher spin ,mass quantization ,irreducible representations of Lorentz group ,Elementary particle physics ,QC793-793.5 - Abstract
The Standard Model is an up-to-date theory that best summarizes current knowledge in particle physics. Although some problems still remain open, it represents the leading model which all physicists refer to. One of the pillars which underpin the Standard Model is represented by the Lorentz invariance of the equations that form its backbone. These equations made it possible to predict the existence of particles and phenomena that experimental physics had not yet been able to detect. The first hint of formulating a fundamental theory of particles can be found in the 1932 Majorana equation, formulated when electrons and protons were the only known particles. Today we know that parts of the hypotheses set by Majorana were not correct, but his equation hid concepts that are found in the Standard Model. In this study, the Majorana equation is revisited and solved for free particles. The time-like, light-like and space-like solutions, represented by infinite-component wave functions, are discussed.
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- 2024
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4. Long follow-up of BNT162b2 mRNA vaccine in healthcare workers (2020–2022): A retrospective longitudinal SARS-CoV-2 serological surveillance
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Vanessa De Pace, Bianca Bruzzone, Valentina Ricucci, Nicola Calcavecchia, Giulia Guarona, Irene Giberti, Elisabetta Costa, Matilde Ogliastro, Barbara Galano, Nicola Nigro, Daniele Murgia, Luca Nanni, and Andrea Orsi
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sars-cov-2 ,covid-19 ,bnt162b2 vaccine ,healthcare workers ,anti-spike igg seroprevalence ,Immunologic diseases. Allergy ,RC581-607 ,Therapeutics. Pharmacology ,RM1-950 - Abstract
SARS-CoV-2 anti-spike IgG production and protection from severe respiratory illness should be explored in greater depth after COVID-19 booster vaccination. This longitudinal observational retrospective study investigated the anti-spike IgG response elicited by the first, second and booster doses of BNT162b2 mRNA vaccine in healthcare workers (HCW) at San Martino IRCCS Policlinico Hospital (Genoa) up to the 12th month. Sequential blood sampling was performed at T0 (prior to vaccination), T1 (21 days after the 1st dose of vaccine), T2, T3, T4, T5, T6 (7 days and 1, 3, 6 and 9 months after the 2nd dose, respectively), T7 and T8 (1 and 3 months after a booster dose). A SARS-CoV-2 IgG panel (Bio-Rad, Marnes-la-Coquette, France) was used to determine levels of receptor-binding domain (RBD), spike-1 (S1), spike-2 and nucleocapsid structural proteins of SARS-CoV-2. In the 51 HCWs evaluated, seroprevalence was 96% (49/51) at T1 and 100% (51/51) from T2 to T5 for RBD and S1. At T6, only one HCW was negative. T2 [RBD = 2945 (IQR:1693–5364); S1 = 1574 (IQR:833–3256) U/mL], and T7 [RBD = 8204 (IQR:4129–11,912); S1 = 4124 (IQR:2124–6326) U/mL] were characterized by the highest antibody values. Significant humoral increases in RBD and S1 were documented at T7 and T8 compared to T2 and T4, respectively (p-value < .001). Following vaccination with BNT162b2 and a booster dose in the 9th month, naïve and healthy subjects show high antibody titers up to 12 months and a protective humoral response against COVID-19 disease lasting up to 20 months after the last booster.
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- 2023
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5. Antiphospholipid antibodies and anticoagulant therapy: capillaroscopic findings
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Giorgia Ferrari, Emanuele Gotelli, Sabrina Paolino, Giampaola Pesce, Luca Nanni, Barbara Maria Colombo, Greta Pacini, Carlotta Schenone, Carmen Pizzorni, Alberto Sulli, Vanessa Smith, and Maurizio Cutolo
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Nailfold capillaroscopy ,Antiphospholipid syndrome ,Connective tissue diseases ,Systemic sclerosis ,Systemic lupus erythematosus ,Anticoagulant therapy ,Diseases of the musculoskeletal system ,RC925-935 - Abstract
Abstract Background Antiphospholipid syndrome (APS) is a systemic autoimmune disease characterized by specific vascular and obstetric manifestations and by antiphospholipid antibodies (aPL) positivity. Microvascular damage in the course of APS and “aPL carrier” patients without symptoms is poorly investigated. Objectives This study aims to compare nailfold videocapillaroscopy (NVC) microvascular parameters in APS patients and non-symptomatic "aPL carriers" and to investigate their possible correlations with different aPL subtypes. Methods NVC was performed during standard evaluations in 18 APS patients (mean age 50 ± 13.8 years), 24 "aPL carriers" without symptoms (mean age 46.4 ± 16.4 years), and 18 control patients (CTR) (mean age 74 ± 12.5 years) taking oral anticoagulants for non-immunological indications (i.e., cardiovascular accidents). All patients were investigated for the presence of dilated capillaries, giant capillaries, microhemorrhages, capillary loss, and further non-specific/specific abnormalities (i.e., branched “bushy” capillaries, sign of neoangiogenesis) by NVC. Every alteration was also classified according to a semi-quantitative score. Lupus anticoagulant, anticardiolipin antibodies, and antibeta2 glycoprotein I antibodies were tested in each patient. Results APS patients showed at NVC increased frequency of microhemorrhages (p = 0.039)—particularly a “comb-like” pattern (parallel hemorrhages) (p = 0.002)—than "aPL carriers". Of note, there were no significant differences concerning the isolated number of microhemorrhages between APS and the CTR group (p = 0.314), but “comb-like” hemorrhages were significantly more frequent in the APS group (p = 0.034). Not any significant correlation was found between the aPL subtypes and NVC parameters. Conclusions APS patients showed significantly a greater number of non-specific NVC abnormalities than "aPL carriers", particularly the “comb-like” NVC pattern. Oral anticoagulants may represent a confounding factor for isolated microhemorrhages. Not any correlation was found between aPL subtypes and NVC parameters. Further investigations are needed to better characterize the microvascular endothelium damage induced by aPL.
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- 2021
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6. Theoretical Investigation of Subluminal Particles Endowed with Imaginary Mass
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Luca Nanni
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tachyons ,Klein–Gordon equation ,tachyon-like Dirac equation ,relativistic wave packet ,Nuclear and particle physics. Atomic energy. Radioactivity ,QC770-798 - Abstract
In this article, the general solution of the tachyonic Klein–Gordon equation is obtained as a Fourier integral performed on a suitable path in the complex ω-plane. In particular, it is proved that this solution does not contain any superluminal components under the given boundary conditions. On the basis of this result, we infer that all possible spacelike wave equations describe the dynamics of subluminal particles endowed with imaginary mass. This result is validated for the Chodos equation, used to describe the hypothetical superluminal behaviour of the neutrino. In this specific framework, it is proved that the wave packet propagates in spacetime with subluminal group velocities and that it behaves as a localized wave for sufficiently small energies.
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- 2021
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7. Systematic inference and comparison of multi-scale chromatin sub-compartments connects spatial organization to cell phenotypes
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Yuanlong Liu, Luca Nanni, Stephanie Sungalee, Marie Zufferey, Daniele Tavernari, Marco Mina, Stefano Ceri, Elisa Oricchio, and Giovanni Ciriello
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Science - Abstract
Computational algorithms to infer chromatin sub-compartments and compartment domains require high-resolution Hi-C maps. Here the authors present Calder, an algorithm that can infer sub-compartments and compartment domains with variable resolution Hi-C data, and they apply it to more than a hundred Hi-C experiments to study sub-compartment repositioning.
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- 2021
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8. Spatial patterns of CTCF sites define the anatomy of TADs and their boundaries
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Luca Nanni, Stefano Ceri, and Colin Logie
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Chromatin architecture ,TADs ,TAD boundary conservation ,CTCF binding site clusters ,CTCF orientation patterns ,Loop extrusion ,Biology (General) ,QH301-705.5 ,Genetics ,QH426-470 - Abstract
Abstract Background Topologically associating domains (TADs) are genomic regions of self-interaction. Additionally, it is known that TAD boundaries are enriched in CTCF binding sites. In turn, CTCF sites are known to be asymmetric, whereby the convergent configuration of a pair of CTCF sites leads to the formation of a chromatin loop in vivo. However, to date, it has been unclear how to reconcile TAD structure with CTCF-based chromatin loops. Results We approach this problem by analysing CTCF binding site strengths and classifying clusters of CTCF sites along the genome on the basis of their relative orientation. Analysis of CTCF site orientation classes as a function of their spatial distribution along the human genome reveals that convergent CTCF site clusters are depleted while divergent CTCF clusters are enriched in the 5- to 100-kb range. We then analyse the distribution of CTCF binding sites as a function of TAD boundary conservation across seven primary human blood cell types. This reveals divergent CTCF site enrichment at TAD boundaries. Furthermore, convergent arrays of CTCF sites separate the left and right sections of TADs that harbour internal CTCF sites, resulting in unequal TAD ‘halves’. Conclusions The orientation-based CTCF binding site cluster classification that we present reconciles TAD boundaries and CTCF site clusters in a mechanistically elegant fashion. This model suggests that the emergent structure of nuclear chromatin in the form of TADs relies on the obligate alternation of divergent and convergent CTCF site clusters that occur at different length scales along the genome. Graphical abstract
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- 2020
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9. PyGMQL: scalable data extraction and analysis for heterogeneous genomic datasets
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Luca Nanni, Pietro Pinoli, Arif Canakoglu, and Stefano Ceri
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Genomic data ,Data scalability ,Tertiary data analysis ,Distribution transparency ,Python ,Computer applications to medicine. Medical informatics ,R858-859.7 ,Biology (General) ,QH301-705.5 - Abstract
Abstract Background With the growth of available sequenced datasets, analysis of heterogeneous processed data can answer increasingly relevant biological and clinical questions. Scientists are challenged in performing efficient and reproducible data extraction and analysis pipelines over heterogeneously processed datasets. Available software packages are suitable for analyzing experimental files from such datasets one by one, but do not scale to thousands of experiments. Moreover, they lack proper support for metadata manipulation. Results We present PyGMQL, a novel software for the manipulation of region-based genomic files and their relative metadata, built on top of the GMQL genomic big data management system. PyGMQL provides a set of expressive functions for the manipulation of region data and their metadata that can scale to arbitrary clusters and implicitly apply to thousands of files, producing millions of regions. PyGMQL provides data interoperability, distribution transparency and query outsourcing. The PyGMQL package integrates scalable data extraction over the Apache Spark engine underlying the GMQL implementation with native Python support for interactive data analysis and visualization. It supports data interoperability, solving the impedance mismatch between executing set-oriented queries and programming in Python. PyGMQL provides distribution transparency (the ability to address a remote dataset) and query outsourcing (the ability to assign processing to a remote service) in an orthogonal way. Outsourced processing can address cloud-based installations of the GMQL engine. Conclusions PyGMQL is an effective and innovative tool for supporting tertiary data extraction and analysis pipelines. We demonstrate the expressiveness and performance of PyGMQL through a sequence of biological data analysis scenarios of increasing complexity, which highlight reproducibility, expressive power and scalability.
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- 2019
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10. Whole-genome doubling drives oncogenic loss of chromatin segregation
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Ruxandra A. Lambuta, Luca Nanni, Yuanlong Liu, Juan Diaz-Miyar, Arvind Iyer, Daniele Tavernari, Natalya Katanayeva, Giovanni Ciriello, and Elisa Oricchio
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mechanisms ,hi-c ,Multidisciplinary ,chromosomal instability ,copy number ,cancer ,progression ,histone ,inactivation ,single-cell ,principles ,Humans ,Chromatin/genetics ,Chromatin/metabolism ,Chromosome Aberrations ,Neoplasms/genetics ,Chromosomes, Human/genetics ,Genome, Human/genetics ,Chromosome Segregation/genetics ,Carcinogenesis/genetics ,Epigenesis, Genetic ,Disease Progression ,Transcription, Genetic ,Gene Expression Regulation, Neoplastic - Abstract
Whole-genome doubling (WGD) is a recurrent event in human cancers and it promotes chromosomal instability and acquisition of aneuploidies1–8. However, the three-dimensional organization of chromatin in WGD cells and its contribution to oncogenic phenotypes are currently unknown. Here we show that in p53-deficient cells, WGD induces loss of chromatin segregation (LCS). This event is characterized by reduced segregation between short and long chromosomes, A and B subcompartments and adjacent chromatin domains. LCS is driven by the downregulation of CTCF and H3K9me3 in cells that bypassed activation of the tetraploid checkpoint. Longitudinal analyses revealed that LCS primes genomic regions for subcompartment repositioning in WGD cells. This results in chromatin and epigenetic changes associated with oncogene activation in tumours ensuing from WGD cells. Notably, subcompartment repositioning events were largely independent of chromosomal alterations, which indicates that these were complementary mechanisms contributing to tumour development and progression. Overall, LCS initiates chromatin conformation changes that ultimately result in oncogenic epigenetic and transcriptional modifications, which suggests that chromatin evolution is a hallmark of WGD-driven cancer.
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- 2023
11. On photonic tunnelling and the possibility of superluminal transport of electromagnetic energy
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Luca Nanni
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General Physics (physics.gen-ph) ,Physics - General Physics ,FOS: Physical sciences ,General Physics and Astronomy - Abstract
Motivated by increased interest in experiments in which light appears to propagate by tunnelling at superluminal velocity, the Lorentz invariant theory proposed by Partha Ghose to explain these surprising effects is revisited. This theory is based on the Harish-Chandra formalism, which describes the relativistic dynamics of a massless spin-1 boson, like a photon. Via this formalism, the Bohmian average transport velocity of the electromagnetic energy is formulated. It is proved that, if the dielectric making the waveguide is nonabsorptive and nondispersive, this velocity can be superluminal. This result is validated in the framework of quantum electrodynamics, demonstrating that the average velocity of the photon inside the waveguide is given by the contribution of instantaneous superluminal velocities. This theory, therefore, suggests the optimal conditions for designing optical devices capable of locally transporting electromagnetic energy at superluminal velocities mitigating the signal attenuation., 19 pages
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- 2023
12. Solving the Schrodinger Equation of an Electron in a Periodic Crystal Potential through Elliptic Functions
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Luca Nanni
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Physics ,Valence (chemistry) ,Plane (geometry) ,Applied Mathematics ,Gauss ,Elliptic function ,FOS: Physical sciences ,General Chemistry ,Electron ,Eigenfunction ,Schrödinger equation ,symbols.namesake ,General Physics (physics.gen-ph) ,Physics - General Physics ,Quantum mechanics ,symbols ,Valence electron - Abstract
In this study, the Schrodinger equation of a valence electron in a periodic crystal potential is formulated and solved using the elliptic function formalism. The method allows double periodic lattice planes to be represented in the Gauss plane. The reality of the obtained eigenfunctions and the structure of the valence and conduction bands are also investigated., 11 pages, this is the preprint of the accepted manuscript
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- 2021
13. Current Trends in Web Engineering : ICWE 2022 International Workshops, BECS, SWEET and WALS, Bari, Italy, July 5–8, 2022, Revised Selected Papers
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Giuseppe Agapito, Anna Bernasconi, Cinzia Cappiello, Hasan Ali Khattak, InYoung Ko, Giuseppe Loseto, Michael Mrissa, Luca Nanni, Pietro Pinoli, Azzurra Ragone, Michele Ruta, Floriano Scioscia, Abhishek Srivastava, Giuseppe Agapito, Anna Bernasconi, Cinzia Cappiello, Hasan Ali Khattak, InYoung Ko, Giuseppe Loseto, Michael Mrissa, Luca Nanni, Pietro Pinoli, Azzurra Ragone, Michele Ruta, Floriano Scioscia, and Abhishek Srivastava
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- Application software, Computer engineering, Computer networks, Artificial intelligence, Data protection, Software engineering
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This volume constitutes the papers of several workshops which were held in conjunction with the ICWE 2022 International Workshops, BECS, SWEET and WALS, held in Bari, Italy, July 5–8, 2022.The 14 revised full papers and 1 short paper presented in this book were carefully reviewed and selected from 25 submissions. ICWE 2022 presents the following three workshops:Second International Workshop on Big Data driven Edge Cloud Services (BECS 2022)First International Workshop on the Semantic WEb of Everything (SWEET 2022)First International Workshop on Web Applications for Life Sciences (WALS 2022)
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- 2023
14. Antiphospholipid antibodies and anticoagulant therapy : capillaroscopic findings
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C. Schenone, E. Gotelli, Sabrina Paolino, Alberto Sulli, Barbara Colombo, Carmen Pizzorni, Vanessa Smith, Luca Nanni, Maurizio Cutolo, Giampaola Pesce, G. Ferrari, and Greta Pacini
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Nailfold videocapillaroscopy ,Diseases of the musculoskeletal system ,030204 cardiovascular system & hematology ,DISEASE-ACTIVITY ,Gastroenterology ,Microscopic Angioscopy ,0302 clinical medicine ,immune system diseases ,RHEUMATOLOGY/EUROPEAN LEAGUE ,Antiphospholipid syndrome ,Medicine and Health Sciences ,Medicine ,CLASSIFICATION CRITERIA ,Aged, 80 and over ,Lupus anticoagulant ,biology ,NAILFOLD VIDEOCAPILLAROSCOPY ,ASSOCIATION ,Middle Aged ,Antiphospholipid Syndrome ,Lupus Coagulation Inhibitor ,Antibodies, Antiphospholipid ,Systemic sclerosis ,Anticardiolipin antibodies ,Antibody ,Research Article ,Adult ,medicine.medical_specialty ,Dilated capillaries ,AMERICAN-COLLEGE ,03 medical and health sciences ,Systemic lupus erythematosus ,Internal medicine ,Humans ,neoplasms ,Anticoagulant therapy ,Aged ,030203 arthritis & rheumatology ,Connective tissue diseases ,business.industry ,SYSTEMIC-SCLEROSIS ,Anticoagulants ,medicine.disease ,Rheumatology ,RC925-935 ,biology.protein ,Nailfold capillaroscopy ,business ,CONSENSUS - Abstract
Background Antiphospholipid syndrome (APS) is a systemic autoimmune disease characterized by specific vascular and obstetric manifestations and by antiphospholipid antibodies (aPL) positivity. Microvascular damage in the course of APS and “aPL carrier” patients without symptoms is poorly investigated. Objectives This study aims to compare nailfold videocapillaroscopy (NVC) microvascular parameters in APS patients and non-symptomatic "aPL carriers" and to investigate their possible correlations with different aPL subtypes. Methods NVC was performed during standard evaluations in 18 APS patients (mean age 50 ± 13.8 years), 24 "aPL carriers" without symptoms (mean age 46.4 ± 16.4 years), and 18 control patients (CTR) (mean age 74 ± 12.5 years) taking oral anticoagulants for non-immunological indications (i.e., cardiovascular accidents). All patients were investigated for the presence of dilated capillaries, giant capillaries, microhemorrhages, capillary loss, and further non-specific/specific abnormalities (i.e., branched “bushy” capillaries, sign of neoangiogenesis) by NVC. Every alteration was also classified according to a semi-quantitative score. Lupus anticoagulant, anticardiolipin antibodies, and antibeta2 glycoprotein I antibodies were tested in each patient. Results APS patients showed at NVC increased frequency of microhemorrhages (p = 0.039)—particularly a “comb-like” pattern (parallel hemorrhages) (p = 0.002)—than "aPL carriers". Of note, there were no significant differences concerning the isolated number of microhemorrhages between APS and the CTR group (p = 0.314), but “comb-like” hemorrhages were significantly more frequent in the APS group (p = 0.034). Not any significant correlation was found between the aPL subtypes and NVC parameters. Conclusions APS patients showed significantly a greater number of non-specific NVC abnormalities than "aPL carriers", particularly the “comb-like” NVC pattern. Oral anticoagulants may represent a confounding factor for isolated microhemorrhages. Not any correlation was found between aPL subtypes and NVC parameters. Further investigations are needed to better characterize the microvascular endothelium damage induced by aPL.
- Published
- 2021
15. Dynamics of Neutrino Wave Packet in the Tachyon-like Dirac Equation
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Luca Nanni
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Physics ,Physics::General Physics ,Superluminal motion ,Oscillation ,Wave packet ,General Physics and Astronomy ,FOS: Physical sciences ,Education ,symbols.namesake ,High Energy Physics::Theory ,General Physics (physics.gen-ph) ,Physics - General Physics ,Tachyon ,general_theoretical_physics ,Quantum electrodynamics ,Dirac equation ,symbols ,Zitterbewegung ,Neutrino ,Neutrino oscillation - Abstract
In this study the tachyon-like Dirac equation, formulated by Chodos to describe superluminal neutrino, is solved. The analytical solutions are Gaussian wave packets obtained using the envelope method. It is shown that the superluminal neutrino behaves like a pseudo-tachyon, namely a particle with subluminal velocity and pure imaginary mass that fulfils the energy-momentum relation typical of classical tachyons. The obtained results are used to prove that the trembling motion of the particle position around the median, known as Zitterbewegung, also takes place for the superluminal neutrino, even if the oscillation velocity is always lower than the speed of light. Finally, the pseudo-tachyon wave packet is used to calculate the probability of oscillation between mass states, obtaining a formula analogous to the one obtained for the ordinary neutrino. This suggest that in the experiments concerning neutrino oscillation is not possible to distinguish tachyonic neutrinos from ordinary ones., 11 pages, 2 figures
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- 2020
16. Tachyonic Dirac Equation Revisited
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Luca Nanni
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Physics ,CPT symmetry ,Lorentz transformation ,General Physics and Astronomy ,FOS: Physical sciences ,Invariant (physics) ,Lorentz covariance ,Action (physics) ,symbols.namesake ,Physics - General Physics ,Theory of relativity ,General Physics (physics.gen-ph) ,Tachyon ,general_theoretical_physics ,Dirac equation ,symbols ,Covariant transformation ,Mathematical physics - Abstract
In this paper, we revisit the two theoretical approaches for the formulation of the tachyonic Dirac equation. The first approach works within the theory of restricted relativity, starting from a Lorentz invariant Lagrangian consistent with a spacelike four-momentum. The second approach uses the theory of relativity extended to superluminal motions and works directly on the ordinary Dirac equation through superluminal Lorentz transformations. The equations resulting from the two approaches show mostly different, if not opposite, properties. In particular, the first equation violates the invariance under the action of the parity and charge conjugation operations. Although it is a good mathematical tool to describe the dynamics of a space-like particle, it also shows that the mean particle velocity is subluminal. In contrast, the second equation is invariant under the action of parity and charge conjugation symmetries, but the particle it describes is consistent with the classical dynamics of a tachyon. This study shows that it is not possible with the currently available theories to formulate a covariant equation that coherently describes the neutrino in the framework of the physics of tachyons, and depending on the experiment, one equation rather than the other should be used., Comment: 14 pages
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- 2020
17. Evaluating Deep Semi-supervised Learning for Whole-Transcriptome Breast Cancer Subtyping
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Mark J. Carman, Pietro Pinoli, Francisco Cristovao, Luca Nanni, Silvia Cascianelli, Marco Masseroli, and Arif Canakoglu
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0301 basic medicine ,Computer science ,business.industry ,Deep learning ,02 engineering and technology ,Semi-supervised learning ,Logistic regression ,Machine learning ,computer.software_genre ,medicine.disease ,Autoencoder ,Subtyping ,03 medical and health sciences ,030104 developmental biology ,Breast cancer ,Learning curve ,0202 electrical engineering, electronic engineering, information engineering ,medicine ,Feedforward neural network ,020201 artificial intelligence & image processing ,Artificial intelligence ,business ,computer - Abstract
We investigate the important clinical problem of predicting prognosis-related breast cancer molecular subtypes using whole-transcriptome information present in The Cancer Genome Atlas Project (TCGA) dataset. From a Machine Learning perspective, the data is both high-dimensional with over nineteen thousand features, and extremely small with only about one thousand labeled instances in total. To deal with the dearth of information we compare classical, deep and semi-supervised learning approaches on the subtyping task. Specifically, we compare a L\(_1\)-regularized Logistic Regression, a 2-hidden layer Feed Forward Neural Network and a Variational Autoencoder based semi-supervised learner that makes use of pan-cancer TCGA data as well as normal breast tissue data from a second source. We find that the classical supervised technique performs at least as well as the deep and semi-supervised learning approaches, although learning curve analysis suggests that insufficient unlabeled data may be being provided for the chosen semi-supervised learning technique to be effective.
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- 2020
18. The CTCF Anatomy of Topologically Associating Domains
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Luca Nanni, Freek Manders, Oldenkamp R, Groh L, Haro P, Stefano Ceri, Cheng Wang, and Colin Logie
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Physics ,0303 health sciences ,03 medical and health sciences ,0302 clinical medicine ,Cohesin ,CTCF ,Evolutionary biology ,030217 neurology & neurosurgery ,030304 developmental biology ,Chromatin - Abstract
Topologically associated domains (TADs) are defined as regions of self-interaction. To date, it is unclear how to reconcile TAD structure with CTCF site orientation, which is known to coordinate chromatin loops anchored by Cohesin rings at convergent CTCF site pairs. We first approached this problem by 4C analysis of the FKBP5 locus. This uncovered a CTCF loop encompassing FKBP5 but not its entire TAD. However, adjacent CTCF sites were able to form ‘back-up’ loops and these were located at TAD boundaries. We then analysed the spatial distribution of CTCF patterns along the genome together with a boundary identity conservation ‘gradient’ obtained from primary blood cells. This revealed that divergent CTCF sites are enriched at boundaries and that convergent CTCF sites mark the interior of TADs. This conciliation of CTCF site orientation and TAD structure has deep implications for the further study and engineering of TADs and their boundaries.
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- 2019
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19. Particle Mass Oscillation through Tachyon Interaction
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Luca Nanni
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Physics ,Field (physics) ,FOS: Physical sciences ,Standard Model ,Particle decay ,Physics - General Physics ,General Physics (physics.gen-ph) ,Tachyon ,Total angular momentum quantum number ,Quantum electrodynamics ,particle_field_physics ,Neutrino ,Spin-½ ,Majorana equation - Abstract
In this study, a novel theory to investigate the mass oscillation of particles is proposed. It has been proven that, at high-energy conditions, the fermion field described by Dirac Lagrangian interacts with the half-integer spin tachyon field with negative energy, causing the formation of composite particles whose mass depends on the total angular momentum. The proposed theory is based on a new interpretation of the Majorana equation for particles with arbitrary spin and shows that mass oscillation is a phenomenon in which the component of particle decay prevails over that of mixing mass states. Using the kinematic of Lemke for spacelike particle decay, we propose a mechanism able to explain the neutrino flavour change. The proposed mechanism is also investigated concerning the shape of its spectrum. Finally, the Lagrangian field of composite particles is formulated., Comment: 18 pages, 1 figure
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- 2019
20. Geomorphology of the upper sector of the Roncovetro active landslide (Emilia-Romagna Region, Italy)
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Giulia Dotta, Alessandro Fornaciai, Giovanni Bertolini, Iaria Isola, Luca Nannipieri, Massimiliano Favalli, Pierfrancesco Burrato, Roberto Devoti, Giovanni Gigli, Lorenzo Mucchi, Emanuele Intrieri, Marco Pizziolo, Teresa Gracchi, and Nicola Casagli
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Landslides ,geomorphological map ,LiDAR ,Digital Elevation Model (DEM) ,topographic change detection ,Maps ,G3180-9980 - Abstract
ABSTRACTWe present the geomorphological map of the upper sector of the Roncovetro active landslide (Enza Valley, Emilia-Romagna, Italy). The 1:1500 scale map provides an accurate picture of the landslide in October 2014. The map is mainly based on the data collected during an airborne LiDAR survey. The capability of LiDAR to ‘penetrate’ the vegetation cover makes these data the most complete and accurate topographic dataset of this landslide. The map shows that the upper sector of the Roncovetro landslide consists of gravity- and water runoff-related forms. Gravitational features are linked to sliding and flowing movements that characterize the short- and long-term behaviour of the landslide. By comparing the 2014 LiDAR-Digital Elevation Model (DEM) with the 1973 DEM provided by the Emilia-Romagna Region, we calculated that 6.2 ± 0.8 × 105 m3 of material has moved from the top of the Roncovetro landslide in about 40 years.
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- 2023
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21. Metadata management for scientific databases
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Pietro Pinoli, Stefano Ceri, Luca Nanni, and Davide Martinenghi
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Metadata management ,Query optimization ,Scientific databases ,Software ,Information Systems ,Hardware and Architecture ,Database ,business.industry ,Computer science ,02 engineering and technology ,computer.software_genre ,Metadata ,020204 information systems ,Schema (psychology) ,0202 electrical engineering, electronic engineering, information engineering ,Information system ,020201 artificial intelligence & image processing ,business ,computer ,Data selection - Abstract
Most scientific databases consist of datasets (or sources) which in turn include samples (or files) with an identical structure (or schema). In many cases, samples are associated with rich metadata, describing the process that leads to building them (e.g.: the experimental conditions used during sample generation). Metadata are typically used in scientific computations just for the initial data selection; at most, metadata about query results is recovered after executing the query, and associated with its results by post-processing. In this way, a large body of information that could be relevant for interpreting query results goes unused during query processing. In this paper, we present ScQL, a new algebraic relational language, whose operations apply to objects consisting of data–metadatapairs, by preserving such one-to-one correspondence throughout the computation. We formally define each operation and we describe an optimization, called meta-first, that may significantly reduce the query processing overhead by anticipating the use of metadata for selectively loading into the execution environment only those input samples that contribute to the result samples. In ScQL, metadata have the same relevance as data, and contribute to building query results; in this way, the resulting samples are systematically associated with metadata about either the specific input samples involved or about query processing, thereby yielding a new form of metadata provenance. We present many examples of use of ScQL, relative to several application domains, and we demonstrate the effectiveness of the meta-first optimization.
- Published
- 2019
22. Overview of GeCo: A Project for Exploring and Integrating Signals from the Genome
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Luca Nanni, Pietro Pinoli, Anna Bernasconi, Andrea Gulino, Arif Canakoglu, Stefano Ceri, Marco Masseroli, and Abdulrahman Kaitoua
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Computer science ,media_common.quotation_subject ,Genomic data ,0206 medical engineering ,Cloud computing ,02 engineering and technology ,Genome ,DNA sequencing ,Clinical knowledge ,03 medical and health sciences ,Reading (process) ,Next generation sequencing ,Genomic computing, Data translation and optimization, Cloud computing, Next generation sequencing, Open data ,030304 developmental biology ,media_common ,0303 health sciences ,Focus (computing) ,business.industry ,Genomic computing ,Open data ,Data science ,Data translation and optimization ,business ,020602 bioinformatics - Abstract
Next Generation Sequencing is a 10-year old technology for reading the DNA, capable of producing massive amounts of genomic data - in turn, reshaping genomic computing. In particular, tertiary data analysis is concerned with the integration of heterogeneous regions of the genome; this is an emerging and increasingly important problem of genomic computing, because regions carry important signals and the creation of new biological or clinical knowledge requires the integration of these signals into meaningful messages. We specifically focus on how the GeCo project is contributing to tertiary data analysis, by overviewing the main results of the project so far and by describing its future scenarios.
- Published
- 2018
23. Relativistic Bohr Model
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Luca Nanni
- Subjects
Physics ,symbols.namesake ,Quantum mechanics ,symbols ,General Physics and Astronomy ,Bohr model - Published
- 2018
- Full Text
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24. Chronic parvovirus B19 infection induces the production of anti-virus antibodies with autoantigen binding properties
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Luca Nanni, L. Borgato, Micaela Tiso, Antonio Pucetti, Antonio Bargellesi Severi, Romano Millo, Claudio Lunardi, and Giorgio De Sandre
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Adult ,Anti-nuclear antibody ,Adolescent ,viruses ,Immunology ,Molecular Sequence Data ,Arthritis ,Autoimmunity ,Antibodies, Viral ,Autoantigens ,Virus ,Parvoviridae Infections ,chemistry.chemical_compound ,Mice ,Antigen ,Antibody Specificity ,Cardiolipin ,medicine ,Parvovirus B19, Human ,Immunology and Allergy ,Animals ,Humans ,Amino Acid Sequence ,Antigens, Viral ,Mice, Inbred BALB C ,Superantigens ,biology ,Parvovirus ,Autoantibody ,Middle Aged ,biology.organism_classification ,medicine.disease ,Virology ,Molecular biology ,chemistry ,DNA, Viral ,biology.protein ,Antibody ,Peptides - Abstract
Human parvovirus B19 infection in adults shows some clinical features similar to those found in autoimmune connective tissue diseases. To better clarify the relationship between viral infection and autoimmunity, we have evaluated the ability of anti-parvovirus antibodies to specifically recognize autoantigens in ten patients with chronic symmetric arthritis resembling rheumatoid arthritis or with recurrent episodes of arthritis and cutaneous manifestations and persistence of specific IgM antibodies against B19 parvovirus. We synthetized a 24-amino acid immunodominant peptide corresponding to a part of the virus protein 1 and virus protein 2 overlapping region. The peptide has been used to test patients' sera at different time points with an enzyme-linked immunosorbent assay (ELISA) and to purify anti-virus antibodies by affinity chromatography on a peptide-Sepharose column. Eluted immunoglobulins recognized the B19 peptide in both direct and competitive ELISA. Affinity-purified anti-parvovirus antibodies were then tested on a panel of autoantigens including human keratin, collagen type II, thyreoglobulin, single-strand (ss)DNA, cardiolipin and ribonucleoprotein antigen Sm. Eluted antibodies specifically recognized keratin, collagen type II, ssDNA and cardiolipin. Autoantibody activity was not detected in the immunoglobulin fraction after complete removal of anti-peptide antibodies and in antibodies eluted from normal donors. Epstein-Barr virus-transformed cell clones obtained from two subjects produced antibodies which simultaneously recognize the viral peptide and several autoantigens. To further confirm the role of the virus in inducing an autoantibody response, eight BALB/c mice were immunized with the viral peptide coupled to a carrier protein. Autoantibody activity against keratin, collagen II, cardiolipin and ssDNA was detected in six of the eight mice which developed a strong anti-virus response. Together, these data indicate that B19 parvovirus may be linked to the induction of an autoimmune response.
- Published
- 1998
25. Hydrolytic reactions in hydrated iridium chloride coatings
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Judith Mihály, Janos Kristof, Luca Nanni, A. De Battisti, Clara Piccirillo, and Sergio Daolio
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Secondary ion mass spectrometry ,General Chemical Engineering ,Hydrolysis ,Inorganic chemistry ,Side reaction ,chemistry.chemical_element ,engineering.material ,Analytical Chemistry ,Titanium chloride ,chemistry.chemical_compound ,chemistry ,Coating ,Electrocatalysis ,Emission FTIR spectroscopy ,Oxide film electrode ,Thermal analysis ,Electrochemistry ,engineering ,Iridium ,Carboxylate ,Hydrogen chloride ,Titanium - Abstract
A hydrolytic side reaction in hydrated iridium chloride films heat-treated on titanium supports was discovered by simultaneous thermal analysis, emission FTIR and SIMS techniques. In the presence of water vapour the degree of hydrolysis increases significantly in the outermost part of the film leading to the formation of oxidic species at low temperatures. In a wet oxygen atmosphere encapsulated hydrogen chloride as a hydrolysis product reacts with the support to form titanium chloride species segregated in the surface region of the coating. In addition to the formation of hydrolysis products, the presence of surface species like iridium carbonyl and iridium carboxylate was also confirmed in the coating.
- Published
- 1997
26. p40 molecule regulates NK cell activation mediated by NK receptors for HLA class I antigens and TCR-mediated triggering of T lymphocytes
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Luca Nanni, Valentino Revello, Alessandro Poggi, Lorenzo Moretta, Paola Costa, and Elena Tomasello
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Cytotoxicity, Immunologic ,CD3 ,T cell ,Immunology ,Receptors, Antigen, T-Cell ,Lymphocyte Activation ,Interferon-gamma ,Interleukin 21 ,HLA Antigens ,T-Lymphocyte Subsets ,medicine ,Humans ,Immunology and Allergy ,Receptors, Immunologic ,Receptor ,biology ,Tumor Necrosis Factor-alpha ,Histocompatibility Antigens Class I ,CD44 ,T-cell receptor ,hemic and immune systems ,General Medicine ,Molecular biology ,Cell biology ,DNA-Binding Proteins ,Killer Cells, Natural ,Cytolysis ,medicine.anatomical_structure ,Receptor-CD3 Complex, Antigen, T-Cell ,biology.protein ,Calcium ,Neural cell adhesion molecule - Abstract
p40 was previously described as a regulatory molecule capable of inhibiting both the natural and the CD16-mediated cytotoxicity of NK cells. In this study, we analyze the effect of p40 molecule engagement on the NK cell triggering induced by activating HLA class I-specific NK receptors (NKR) or on TCR alpha beta-mediated T cell activation. CD3-CD16+ NK cell clones expressing activating NKR (either CD94 or p50) were analyzed in a redirected killing assay using P815 target cells and appropriate mAb. A strong target cell lysis was detected in the presence of anti-NKR or anti-CD16 mAb alone. Addition of anti-p40 mAb resulted in a strong inhibition of both anti-NKR or anti-CD16 mAb-induced cytolysis. mAb specific for either CD45 or lymphocyte function associated antigen-1 did not exert any inhibitory effect in the same experimental system. Free intracellular calcium ([Ca2+]i) increase induced by mAb cross-linking of activating CD94 or p50 was inhibited by simultaneous engagement of p40 molecules, but not of other NK surface molecules including CD44 and CD56. In addition, cross-linking of p40 molecules strongly inhibited the CD94-induced tumor necrosis factor-alpha and IFN-gamma production. Analysis of TCR alpha beta or gamma delta T cell clones revealed that the engagement of p40 molecules, using specific mAb, induced some degree of inhibition only on anti-V beta (but not anti-V delta or anti-CD3) mAb-induced cytotoxicity. On the other hand, the p40 molecule engagement prevented T cell proliferation induced by either anti-V beta 8 or anti-V delta 2 mAb. A similar inhibitory effect was found on the IL-2-induced NK cell proliferation. Taken together, our present findings suggest that p40 may play a role in the regulation of NK and T lymphocyte activation and proliferation.
- Published
- 1997
27. Preparation and characterization of oxide film electrodes
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Alvise Benedetti, Giancarlo Battaglin, Luca Nanni, A. De Battisti, and G. Lodi
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Chemistry ,Oxide film electrodes ,Organic Chemistry ,Inorganic chemistry ,Oxide ,General Chemistry ,Nuclear reaction analysis ,Catalysis ,Characterization (materials science) ,Mixed-oxide films ,Rutherford backscattering spectrometry ,chemistry.chemical_compound ,Chemical engineering ,Electrode - Abstract
In this paper are presented data on the preparation and characterization of different oxide electrodes. RuO2–TiO2, IrO2–TiO2, and SnO2–Sb2O5 mixed-oxide films have been taken as model systems. For the first, the traditional preparation method based on the pyrolysis of precursor salt deposits was adopted. For the SnO2-based films, the spray pyrolysis preparation has been used. The characterization of RuO2–TiO2 films confirms the existence of a solid solution between the two component oxides over a wide composition range. Rutherford backscattering spectrometry confirms the occurrence of segregation of titanium oxide species in the outermost part of the films. Nuclear reaction analysis indicates that large amounts of carbon and hydrogen impurities are trapped in the oxide films. SnO2-based films were found to be less porous and chemically more simple. The differences between the two systems have been discussed in terms of the preparation method and the differences in chemical properties of the precursors. Keywords: oxide film electrodes, mixed-oxide films, Rutherford backscattering spectrometry, nuclear reaction analysis.
- Published
- 1997
28. Modeling Tsunamis Generated by Submarine Landslides at Stromboli Volcano (Aeolian Islands, Italy): A Numerical Benchmark Study
- Author
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Tomaso Esposti Ongaro, Mattia de' Michieli Vitturi, Matteo Cerminara, Alessandro Fornaciai, Luca Nannipieri, Massimiliano Favalli, Benedetta Calusi, Jorge Macías, Manuel J. Castro, Sergio Ortega, José M. González-Vida, and Cipriano Escalante
- Subjects
landslide ,tsunami ,volcano ,Stromboli ,numerical simulation ,benchmark ,Science - Abstract
We present a benchmark study aimed at identifying the most effective modeling approach for tsunami generation, propagation, and hazard in an active volcanic context, such as the island of Stromboli (Italy). We take as a reference scenario the 2002 landslide-generated tsunami event at Stromboli simulated to assess the relative sensitivity of numerical predictions to the landslide and the wave models, with our analysis limited to the submarine landslide case. Two numerical codes, at different levels of approximation, have been compared in this study: the NHWAVE three-dimensional non-hydrostatic model in sigma-coordinates and the Multilayer-HySEA model. In particular, different instances of Multilayer-HySEA with one or more vertical discretization layers, in hydrostatic and non-hydrostatic formulation and with different landslide models have been tested. Model results have been compared for the maximum runup along the shores of Stromboli village, and the waveform sampled at four proximal sites (two of them corresponding to the locations of the monitoring gauges, offshore the Sciara del Fuoco). Both rigid and deformable (granular) submarine landslide models, with volumes ranging from 7 to 25 million of cubic meters, have been used to trigger the water waves, with different physical descriptions of the mass movement. Close to the source, the maximum surface elevation and the resulting runup at the Stromboli village shores obtained with hydrostatic and non-hydrostatic models are similar. However, hydrostatic models overestimate (with respect to non-hydrostatic ones) the amplitude of the initial positive wave crest, whose height increases with the distance. Moreover, as expected, results indicate significant differences between the waveforms produced by the different models at proximal locations. The accurate modeling of near-field waveforms is particularly critical at Stromboli in the perspective of using the installed proximal sea-level gauges, together with numerical simulations, to characterize tsunami source in an early-warning system. We show that the use of non-hydrostatic models, coupled with a multilayer approach, allows a better description of the waveforms. However, the source description remains the most sensitive (and uncertain) aspect of the modeling. We finally show that non-hydrostatic models, such as Multilayer-HySEA, solved on accelerated GPU architectures, exhibit the optimal trade-off between accuracy and computational requirements, at least for the envisaged problem size and for what concerns the proximal wave field of tsunamis generated by volcano landslides. Their application and future developments are opening new avenues to tsunami early warning at Stromboli.
- Published
- 2021
- Full Text
- View/download PDF
29. The 1974 West Flank Eruption of Mount Etna: A Data-Driven Model for a Low Elevation Effusive Event
- Author
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Charline Lormand, Andrew J. L. Harris, Magdalena Oryaëlle Chevrel, Sonia Calvari, Lucia Gurioli, Massimiliano Favalli, Alessandro Fornaciai, and Luca Nannipieri
- Subjects
Mount Etna ,low flank eruptions ,lava channel ,lava flow morphology ,rheology ,effusion rate ,Science - Abstract
Low elevation flank eruptions represent highly hazardous events due to their location near, or in, communities. Their potentially high effusion rates can feed fast moving lava flows that enter populated areas with little time for warning or evacuation, as was the case at Nyiragongo in 1977. The January–March 1974 eruption on the western flank of Mount Etna, Italy, was a low elevation effusive event, but with low effusion rates. It consisted of two eruptive phases, separated by 23 days of quiescence, and produced two lava flow fields. We describe the different properties of the two lava flow fields through structural and morphological analyses using UAV-based photogrammetry, plus textural and rheological analyses of samples. Phase I produced lower density (∼2,210 kg m−3) and crystallinity (∼37%) lavas at higher eruption temperatures (∼1,080°C), forming thinner (2–3 m) flow units with less-well-developed channels than Phase II. Although Phase II involved an identical source magma, it had higher densities (∼2,425 kg m−3) and crystallinities (∼40%), and lower eruption temperatures (∼1,030°C), forming thicker (5 m) flow units with well-formed channels. These contrasting properties were associated with distinct rheologies, Phase I lavas having lower viscosities (∼103 Pa s) than Phase II (∼105 Pa s). Effusion rates were higher during Phase I (≥5 m3/s), but the episodic, short-lived nature of each lava flow emplacement event meant that flows were volume-limited and short (≤1.5 km). Phase II effusion rates were lower (≤4 m3/s), but sustained effusion led to flow units that could still extend 1.3 km, although volume limits resulted from levee failure and flow avulsion to form new channels high in the lava flow system. We present a petrologically-based model whereby a similar magma fed both phases, but slower ascent during Phase II may have led to greater degrees of degassing resulting in higher cooling-induced densities and crystallinities, as well as lower temperatures. We thus define a low effusion rate end-member scenario for low elevation effusive events, revealing that such events are not necessarily of high effusion rate and velocity, as in the catastrophic event scenarios of Etna 1669 or Kilauea 2018.
- Published
- 2020
- Full Text
- View/download PDF
30. Exploring chromatin conformation and gene co-expression through graph embedding
- Author
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Giovanni Ciriello, Luca Nanni, Marco Varrone, and Stefano Ceri
- Subjects
Statistics and Probability ,Graph embedding ,Computer science ,Molecular Conformation ,Computational biology ,ENCODE ,Biochemistry ,Genome ,Chromosomes ,Chromosome conformation capture ,03 medical and health sciences ,0302 clinical medicine ,Interaction network ,Molecular Biology ,Gene ,030304 developmental biology ,Regulation of gene expression ,0303 health sciences ,Random walk ,Chromatin ,Computer Science Applications ,Computational Mathematics ,Computational Theory and Mathematics ,Embedding ,Classifier (UML) ,030217 neurology & neurosurgery ,Software - Abstract
Motivation The relationship between gene co-expression and chromatin conformation is of great biological interest. Thanks to high-throughput chromosome conformation capture technologies (Hi-C), researchers are gaining insights on the tri-dimensional organization of the genome. Given the high complexity of Hi-C data and the difficult definition of gene co-expression networks, the development of proper computational tools to investigate such relationship is rapidly gaining the interest of researchers. One of the most fascinating questions in this context is how chromatin topology correlates with gene co-expression and which physical interaction patterns are most predictive of co-expression relationships. Results To address these questions, we developed a computational framework for the prediction of co-expression networks from chromatin conformation data. We first define a gene chromatin interaction network where each gene is associated to its physical interaction profile; then, we apply two graph embedding techniques to extract a low-dimensional vector representation of each gene from the interaction network; finally, we train a classifier on gene embedding pairs to predict if they are co-expressed. Both graph embedding techniques outperform previous methods based on manually designed topological features, highlighting the need for more advanced strategies to encode chromatin information. We also establish that the most recent technique, based on random walks, is superior. Overall, our results demonstrate that chromatin conformation and gene regulation share a non-linear relationship and that gene topological embeddings encode relevant information, which could be used also for downstream analysis. Availability and implementation The source code for the analysis is available at: https://github.com/marcovarrone/gene-expression-chromatin. Supplementary information Supplementary data are available at Bioinformatics online.
- Full Text
- View/download PDF
31. Influence of Topographic Resolution and Accuracy on Hydraulic Channel Flow Simulations: Case Study of the Versilia River (Italy)
- Author
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Marco Luppichini, Massimiliano Favalli, Ilaria Isola, Luca Nannipieri, Roberto Giannecchini, and Monica Bini
- Subjects
DEM ,structure from motion ,unmanned aerial vehicle ,FLO2D ,Science - Abstract
The Versilia plain, a well-known and populated tourist area in northwestern Tuscany, is historically subject to floods. The last hydrogeological disaster of 1996 resulted in 13 deaths and in loss worth hundreds of millions of euros. A valid management of the hydraulic and flooding risks of this territory is therefore mandatory. A 7.5 km-long stretch of the Versilia River was simulated in one-dimension using river cross-sections with the FLO-2D Basic model. Simulations of the channel flow and of its maximum flow rate under different input conditions highlight the key role of topography: uncertainties in the topography introduce much larger errors than the uncertainties in roughness. The best digital elevation model (DEM) available for the area, a 1-m light detection and ranging (LiDAR) DEM dating back to 2008−2010, does not reveal all the hydraulic structures (e.g., the 40 cm thick embankment walls), lowering the maximum flow rate to only 150 m3/s, much lower than the expected value of 400 m3/s. In order to improve the already existing input topography, three different possibilities were considered: (1) to add the embankment walls to the LiDAR data with a targeted Differential GPS (DGPS) survey, (2) to acquire the cross section profiles necessary for simulation with a targeted DGPS survey, and (3) to achieve a very high resolution topography using structure from motion techniques (SfM) from images acquired using an unmanned aerial vehicle (UAV). The simulations based on all these options deliver maximum flow rates in agreement with estimated values. Resampling of the 10 cm cell size SfM-DSM allowed us to investigate the influence of topographic resolution on hydraulic channel flow, demonstrating that a change in the resolution from 30 to 50 cm alone introduced a 10% loss in the maximum flow rate. UAV-SfM-derived DEMs are low cost, relatively fast, very accurate, and they allow for the monitoring of the channel morphology variations in real time and to keep the hydraulic models updated, thus providing an excellent tool for managing hydraulic and flooding risks.
- Published
- 2019
- Full Text
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32. A Flexible Wireless Sensor Network Based on Ultra-Wide Band Technology for Ground Instability Monitoring
- Author
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Lorenzo Mucchi, Sara Jayousi, Alessio Martinelli, Stefano Caputo, Emanuele Intrieri, Giovanni Gigli, Teresa Gracchi, Francesco Mugnai, Massimiliano Favalli, Alessandro Fornaciai, and Luca Nannipieri
- Subjects
Ultra-Wide Band ,wireless sensor networks ,monitoring ,warning system ,ground instability ,landslide ,time of flight ,two-way ranging ,Chemical technology ,TP1-1185 - Abstract
An innovative wireless sensor network (WSN) based on Ultra-Wide Band (UWB) technology for 3D accurate superficial monitoring of ground deformations, as landslides and subsidence, is proposed. The system has been designed and developed as part of an European Life+ project, called Wi-GIM (Wireless Sensor Network for Ground Instability Monitoring). The details of the architecture, the localization via wireless technology and data processing protocols are described. The flexibility and accuracy achieved by the UWB two-way ranging technique is analysed and compared with the traditional systems, such as robotic total stations (RTSs) and Ground-based Interferometric Synthetic Aperture Radar (GB-InSAR), highlighting the pros and cons of the UWB solution to detect the surface movements. An extensive field trial campaign allows the validation of the system and the analysis of its sensitivity to different factors (e.g., sensor nodes inter-visibility, effects of the temperature, etc.). The Wi-GIM system represents a promising solution for landslide monitoring and it can be adopted in combination with traditional systems or as an alternative in areas where the available resources are inadequate. The versatility, easy/fast deployment and cost-effectiveness, together with good accuracy, make the Wi-GIM system a possible solution for municipalities that cannot afford expensive/complex systems to monitor potential landslides in their territory.
- Published
- 2018
- Full Text
- View/download PDF
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