38 results on '"Georgios Baskozos"'
Search Results
2. Factors predicting the transition from acute to persistent pain in people with ‘sciatica’: the FORECAST longitudinal prognostic factor cohort study protocol
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Kathryn R Martin, Annina B Schmid, Brigitte Tampin, Marco Barbero, Christine Price, Louise Hailey, Claire Robinson, Jeremy Fairbank, Geert Crombez, Georgios Baskozos, Daniel Nanz, Sarim Ather, Lucy Ridgway, Mohamed Tachrount, Fay Probert, Whitney Scott, Soraya Koushesh, and Stuart Clare
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Medicine - Abstract
Introduction Sciatica is a common condition and is associated with higher levels of pain, disability, poorer quality of life, and increased use of health resources compared with low back pain alone. Although many patients recover, a third develop persistent sciatica symptoms. It remains unclear, why some patients develop persistent sciatica as none of the traditionally considered clinical parameters (eg, symptom severity, routine MRI) are consistent prognostic factors.The FORECAST study (factors predicting the transition from acute to persistent pain in people with ‘sciatica’) will take a different approach by exploring mechanism-based subgroups in patients with sciatica and investigate whether a mechanism-based approach can identify factors that predict pain persistence in patients with sciatica.Methods and analysis We will perform a prospective longitudinal cohort study including 180 people with acute/subacute sciatica. N=168 healthy participants will provide normative data. A detailed set of variables will be assessed within 3 months after sciatica onset. This will include self-reported sensory and psychosocial profiles, quantitative sensory testing, blood inflammatory markers and advanced neuroimaging. We will determine outcome with the Sciatica Bothersomeness Index and a Numerical Pain Rating Scale for leg pain severity at 3 and 12 months.We will use principal component analysis followed by clustering methods to identify subgroups. Univariate associations and machine learning methods optimised for high dimensional small data sets will be used to identify the most powerful predictors and model selection/accuracy.The results will provide crucial information about the pathophysiological drivers of sciatica symptoms and may identify prognostic factors of pain persistence.Ethics and dissemination The FORECAST study has received ethical approval (South Central Oxford C, 18/SC/0263). The dissemination strategy will be guided by our patient and public engagement activities and will include peer-reviewed publications, conference presentations, social media and podcasts.Trial registration number ISRCTN18170726; Pre-results.
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- 2023
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3. Epidemiology of neuropathic pain: an analysis of prevalence and associated factors in UK Biobank
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Georgios Baskozos, Harry L. Hébert, Mathilde M.V. Pascal, Andreas C. Themistocleous, Gary J. Macfarlane, David Wynick, David L.H. Bennett, and Blair H. Smith
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Anesthesiology ,RD78.3-87.3 - Abstract
Abstract. Introduction:. Previous epidemiological studies of neuropathic pain have reported a range of prevalences and factors associated with the disorder. Objectives:. This study aimed to verify these characteristics in a large UK cohort. Methods:. A cross-sectional analysis was conducted of 148,828 UK Biobank participants who completed a detailed questionnaire on chronic pain. The Douleur Neuropathique en Quatre Questions (DN4) was used to distinguish between neuropathic pain (NeuP) and non-neuropathic pain (non-NeuP) in participants with pain of at least 3 months' duration. Participants were also identified with less than 3 months' pain or without pain (NoCP). Multivariable regression was used to identify factors associated with NeuP compared with non-NeuP and NoCP, respectively. Results:. Chronic pain was present in 76,095 participants (51.1%). The overall prevalence of NeuP was 9.2%. Neuropathic pain was significantly associated with worse health-related quality of life, having a manual or personal service type occupation, and younger age compared with NoCP. As expected, NeuP was associated with diabetes and neuropathy, but also other pains (pelvic, postsurgical, and migraine) and musculoskeletal disorders (rheumatoid arthritis, osteoarthritis, and fibromyalgia). In addition, NeuP was associated with pain in the limbs and greater pain intensity and higher body mass index compared with non-NeuP. Female sex was associated with NeuP when compared with NoCP, whereas male sex was associated with NeuP when compared with non-NeuP. Conclusion:. This is the largest epidemiological study of neuropathic pain to date. The results confirm that the disorder is common in a population of middle- to older-aged people with mixed aetiologies and is associated with a higher health impact than non-neuropathic pain.
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- 2023
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4. Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts
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Georgios Baskozos, Andreas C. Themistocleous, Harry L. Hebert, Mathilde M. V. Pascal, Jishi John, Brian C. Callaghan, Helen Laycock, Yelena Granovsky, Geert Crombez, David Yarnitsky, Andrew S. C. Rice, Blair H. Smith, and David L. H. Bennett
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Diabetic neuropathy ,Neuropathic pain ,Machine learning ,Risk factors ,Predictive modelling ,Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
Abstract Background To improve the treatment of painful Diabetic Peripheral Neuropathy (DPN) and associated co-morbidities, a better understanding of the pathophysiology and risk factors for painful DPN is required. Using harmonised cohorts (N = 1230) we have built models that classify painful versus painless DPN using quality of life (EQ5D), lifestyle (smoking, alcohol consumption), demographics (age, gender), personality and psychology traits (anxiety, depression, personality traits), biochemical (HbA1c) and clinical variables (BMI, hospital stay and trauma at young age) as predictors. Methods The Random Forest, Adaptive Regression Splines and Naive Bayes machine learning models were trained for classifying painful/painless DPN. Their performance was estimated using cross-validation in large cross-sectional cohorts (N = 935) and externally validated in a large population-based cohort (N = 295). Variables were ranked for importance using model specific metrics and marginal effects of predictors were aggregated and assessed at the global level. Model selection was carried out using the Mathews Correlation Coefficient (MCC) and model performance was quantified in the validation set using MCC, the area under the precision/recall curve (AUPRC) and accuracy. Results Random Forest (MCC = 0.28, AUPRC = 0.76) and Adaptive Regression Splines (MCC = 0.29, AUPRC = 0.77) were the best performing models and showed the smallest reduction in performance between the training and validation dataset. EQ5D index, the 10-item personality dimensions, HbA1c, Depression and Anxiety t-scores, age and Body Mass Index were consistently amongst the most powerful predictors in classifying painful vs painless DPN. Conclusions Machine learning models trained on large cross-sectional cohorts were able to accurately classify painful or painless DPN on an independent population-based dataset. Painful DPN is associated with more depression, anxiety and certain personality traits. It is also associated with poorer self-reported quality of life, younger age, poor glucose control and high Body Mass Index (BMI). The models showed good performance in realistic conditions in the presence of missing values and noisy datasets. These models can be used either in the clinical context to assist patient stratification based on the risk of painful DPN or return broad risk categories based on user input. Model’s performance and calibration suggest that in both cases they could potentially improve diagnosis and outcomes by changing modifiable factors like BMI and HbA1c control and institute earlier preventive or supportive measures like psychological interventions.
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- 2022
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5. The power of integrating data: advancing pain research using meta-analysis
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Joel Fundaun, Elizabeth T. Thomas, Annina B. Schmid, and Georgios Baskozos
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Anesthesiology ,RD78.3-87.3 - Abstract
Abstract. Publications related to pain research have increased significantly in recent years. The abundance of new evidence creates challenges staying up to date with the latest information. A comprehensive understanding of the literature is important for both clinicians and investigators involved in pain research. One commonly used method to combine and analyse data in health care research is meta-analysis. The primary aim of a meta-analysis is to quantitatively synthesise the results of multiple studies focused on the same research question. Meta-analysis is a powerful tool that can be used to advance pain research. However, there are inherent challenges when combining data from multiple sources. There are also numerous models and statistical considerations when undertaking a meta-analysis. This review aims to discuss the planning and preparation for completing a meta-analysis, review commonly used meta-analysis models, and evaluate the clinical implications of meta-analysis in pain research.
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- 2022
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6. Cutaneous expression of growth-associated protein 43 is not a compelling marker for human nerve regeneration in carpal tunnel syndrome.
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Liam Carroll, Oliver Sandy-Hindmarch, Georgios Baskozos, Guan Cheng Zhu, Julia McCarthy, and Annina Schmid
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Medicine ,Science - Abstract
Growth-associated protein 43 (GAP-43) has long been used as a marker for nerve regeneration following nerve injury, with numerous in vitro and animal studies showing its upregulation in regenerating neurons. In humans, expression of GAP-43 has predominantly been examined in skin biopsies from patients with peripheral neuropathies; with several studies showing a reduction in GAP-43 immunoreactive cutaneous nerve fibres. However, it remains elusive whether cutaneous GAP-43 is a valid marker for human nerve regeneration. Here, we present a cohort of 22 patients with electrodiagnostically confirmed carpal tunnel syndrome (CTS), used as a model system for focal nerve injury and neural regeneration after decompression surgery. We evaluate GAP-43 immunoreactivity and RNA expression levels in finger skin biopsies taken before and 6 months after surgery, relative to healthy controls. We further classify patients as 'regenerators' or 'non-regenerators' based on post-surgical epidermal re-innervation. We demonstrate that patients with CTS have lower GAP-43 positive intra-epidermal nerve fibre density (IENFD) before surgery than healthy controls. However, this difference disappears when normalising for total IENFD. Of note, we found surgery did not change GAP-43 expression in IENF, with no differences both in patients who were classified as regenerators and non-regenerators. We also did not identify pre-post surgical differences in cutaneous GAP-43 gene expression or associations with regeneration. These findings suggest cutaneous GAP-43 may not be a compelling marker for nerve regeneration in humans.
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- 2022
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7. A genome-wide association analysis identifies 16 novel susceptibility loci for carpal tunnel syndrome
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Akira Wiberg, Michael Ng, Annina B. Schmid, Robert W. Smillie, Georgios Baskozos, Michael V. Holmes, K. Künnapuu, R. Mägi, David L. Bennett, and Dominic Furniss
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Science - Abstract
Carpal tunnel syndrome (CTS) is caused by entrapment of the median nerve at the wrist. Here, Wiberg et al. perform a GWAS for CTS in the UK Biobank cohort and identify 16 genetic loci, and find a causal relationship between short stature and CTS risk using Mendelian randomisation.
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- 2019
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8. Cohort profile: DOLORisk Dundee: a longitudinal study of chronic neuropathic pain
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Claire Jones, Blair H. Smith, Geert Crombez, Harry L. Hébert, Abirami Veluchamy, Georgios Baskozos, Francesca Fardo, Dimitri M. L. Van Ryckeghem, Mathilde M. V. Pascal, Keith Milburn, Ewan R. Pearson, David L. H. Bennett, Weihua Meng, and Colin N. A. Palmer
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Medicine - Abstract
Purpose Neuropathic pain is a common disorder of the somatosensory system that affects 7%–10% of the general population. The disorder places a large social and economic burden on patients as well as healthcare services. However, not everyone with a relevant underlying aetiology develops corresponding pain. DOLORisk Dundee, a European Union-funded cohort, part of the multicentre DOLORisk consortium, was set up to increase current understanding of this variation in onset. In particular, the cohort will allow exploration of psychosocial, clinical and genetic predictors of neuropathic pain onset.Participants DOLORisk Dundee has been constructed by rephenotyping two pre-existing Scottish population cohorts for neuropathic pain using a standardised ‘core’ study protocol: Genetics of Diabetes Audit and Research in Tayside Scotland (GoDARTS) (n=5236) consisting of predominantly type 2 diabetics from the Tayside region, and Generation Scotland: Scottish Family Health Study (GS:SFHS; n=20 221). Rephenotyping was conducted in two phases: a baseline postal survey and a combined postal and online follow-up survey. DOLORisk Dundee consists of 9155 participants (GoDARTS=1915; GS:SFHS=7240) who responded to the baseline survey, of which 6338 (69.2%; GoDARTS=1046; GS:SFHS=5292) also responded to the follow-up survey (18 months later).Findings to date At baseline, the proportion of those with chronic neuropathic pain (Douleur Neuropathique en 4 Questions questionnaire score ≥3, duration ≥3 months) was 30.5% in GoDARTS and 14.2% in Generation Scotland. Electronic record linkage enables large scale genetic association studies to be conducted and risk models have been constructed for neuropathic pain.Future plans The cohort is being maintained by an access committee, through which collaborations are encouraged. Details of how to do this will be available on the study website (http://dolorisk.eu/). Further follow-up surveys of the cohort are planned and funding applications are being prepared to this effect. This will be conducted in harmony with similar pain rephenotyping of UK Biobank.
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- 2021
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9. The effectiveness of Non-pharmaceutical interventions in reducing the COVID-19 contagion in the UK, an observational and modelling study.
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Giorgos Galanis, Corrado Di Guilmi, David L Bennett, and Georgios Baskozos
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Medicine ,Science - Abstract
Epidemiological models used to inform government policies aimed to reduce the contagion of COVID-19, assume that the reproduction number is reduced through Non-Pharmaceutical Interventions (NPIs) leading to physical distancing. Available data in the UK show an increase in physical distancing before the NPIs were implemented and a fall soon after implementation. We aimed to estimate the effect of people's behaviour on the epidemic curve and the effect of NPIs taking into account this behavioural component. We have estimated the effects of confirmed daily cases on physical distancing and we used this insight to design a behavioural SEIR model (BeSEIR), simulated different scenaria regarding NPIs and compared the results to the standard SEIR. Taking into account behavioural insights improves the description of the contagion dynamics of the epidemic significantly. The BeSEIR predictions regarding the number of infections without NPIs were several orders of magnitude less than the SEIR. However, the BeSEIR prediction showed that early measures would still have an important influence in the reduction of infections. The BeSEIR model shows that even with no intervention the percentage of the cumulative infections within a year will not be enough for the epidemic to resolve due to a herd immunity effect. On the other hand, a standard SEIR model significantly overestimates the effectiveness of measures. Without taking into account the behavioural component, the epidemic is predicted to be resolved much sooner than when taking it into account and the effectiveness of measures are significantly overestimated.
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- 2021
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10. Neuropathic pain drives anxiety behavior in mice, results consistent with anxiety levels in diabetic neuropathy patients
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Christine B. Sieberg, Caitlin Taras, Aya Gomaa, Chelsea Nickerson, Cindy Wong, Catherine Ward, Georgios Baskozos, David L.H. Bennett, Juan D. Ramirez, Andreas C. Themistocleous, Andrew S.C. Rice, Pallai R. Shillo, Solomon Tesfaye, Robert R. Edwards, Nick A. Andrews, Charles Berde, and Michael Costigan
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Anesthesiology ,RD78.3-87.3 - Abstract
Abstract. Background:. Epidemiological studies in patients with neuropathic pain demonstrate a strong association with psychiatric conditions such as anxiety; however, the precipitating pathology between these symptoms remains unclear. To investigate this, we studied the effects of lifelong stress on levels of neuropathic pain–like behavior and conversely, the effects of chronic neuropathic injury on anxiety-like status in male and female mice. In addition, we assayed this link in painful and painless diabetic peripheral neuropathy patients. Methods:. Male and female mice were subject to ongoing life-stress or control living conditions. Baseline sensitivity and anxiety tests were measured followed by spared nerve injury (SNI) to the sciatic nerve. Subsequent sensory testing occurred until 3 weeks after SNI followed by anxiety tests between 4 and 6 weeks after SNI. Results:. Levels of tactile or cold allodynia did not differ between adult mice subject to lifelong chronic stress, relative to nonstressed controls, for at least 3 weeks after SNI. By contrast, longer-term neuropathic mice of both sexes displayed pronounced anxiety-like behavior, regardless of exposure to stress. If sex differences were present, females usually exhibited more pronounced anxiety-like behavior. These ongoing anxiety behaviors were corroborated with plasma corticosterone levels in distinct animal groups. In addition, data from patients with painful and nonpainful diabetic neuropathy showed a clear relationship between ongoing pain and anxiety, with females generally more affected than males. Discussion:. Taken together, these data demonstrate a strong link between chronic neuropathic pain and chronic anxiety, with the driver of this comorbidity being neuropathic pain as opposed to on-going stress.
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- 2018
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11. Abstract: A Genetic Risk Score for Carpal Tunnel Syndrome
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Akira Wiberg, BA BM BCh MRCS, Michael Ng, MSc, Annina B. Schmid, PT; MManipTher PhD, Georgios Baskozos, MSc PhD, David L. Bennett, MB PhD FRCP, and Dominic Furniss, DM MA MBBCh FRCS(Plast)
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Surgery ,RD1-811 - Published
- 2018
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12. Utilising clinical parameters to improve the selection of nerve biopsy candidates
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Paul Kopanidis, Georgios Baskozos, Elizabeth Byrne, Monika Hofer, Andreas C. Themistocleous, Simon Rinaldi, and David L. Bennett
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Internal Medicine - Published
- 2023
13. Shared genetic susceptibility between trigger finger and carpal tunnel syndrome: a genome-wide association study
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Benjamin Patel, Sam O Kleeman, Drew Neavin, Joseph Powell, Georgios Baskozos, Michael Ng, Waheed-Ul-Rahman Ahmed, David L Bennett, Annina B Schmid, Dominic Furniss, and Akira Wiberg
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Rheumatology ,Immunology ,Immunology and Allergy - Abstract
Background Trigger finger and carpal tunnel syndrome are the two most common non-traumatic connective tissue disorders of the hand. Both of these conditions frequently co-occur, often in patients with rheumatoid arthritis. However, this phenotypic association is poorly understood. Hypothesising that the co-occurrence of trigger finger and carpal tunnel syndrome might be explained by shared germline predisposition, we aimed to identify a specific genetic locus associated with both diseases. Methods In this genome-wide association study (GWAS), we identified 2908 patients with trigger finger and 436 579 controls from the UK Biobank prospective cohort. We conducted a case-control GWAS for trigger finger, followed by co-localisation analyses with carpal tunnel syndrome summary statistics. To identify putative causal variants and establish their biological relevance, we did fine-mapping analyses and expression quantitative trait loci (eQTL) analyses, using fibroblasts from healthy donors (n=79) and tenosynovium samples from patients with carpal tunnel syndrome (n=77). We conducted a Cox regression for time to trigger finger and carpal tunnel syndrome diagnosis against plasma IGF-1 concentrations in the UK Biobank cohort. Findings Phenome-wide analyses confirmed a marked association between carpal tunnel syndrome and trigger finger in the participants from UK Biobank (odds ratio [OR] 11·97, 95% CI 11·1–13·0; p−300). GWAS for trigger finger identified five independent loci, including one locus, DIRC3, that was co-localised with carpal tunnel syndrome and could be fine-mapped to rs62175241 (0·76, 0·68–0·84; p=5·03 × 10−13). eQTL analyses found a fibroblast-specific association between the protective T allele of rs62175241 and increased DIRC3 and IGFBP5 expression. Increased plasma IGF-1 concentrations were associated with both carpal tunnel syndrome and trigger finger in participants from UK Biobank (hazard ratio >1·04, p Interpretation In this GWAS, the DIRC3 locus on chromosome 2 was significantly associated with both carpal tunnel syndrome and trigger finger, possibly explaining their co-occurrence. The disease-protective allele of rs62175241 was associated with increased expression of long non-coding RNA DIRC3 and its transcriptional target, IGBP5, an antagonist of IGF-1 signalling. These findings suggest a model in which IGF-1 is a driver of both carpal tunnel syndrome and trigger finger, and in which the DIRC3-IGFBP5 axis directly antagonises fibroblastic IGF-1 signalling.
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- 2023
14. Epidemiology of neuropathic pain: an analysis of prevalence and associated factors in UK Biobank
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Georgios Baskozos, Harry L. Hébert, Mathilde M.V. Pascal, Andreas C. Themistocleous, Gary J. Macfarlane, David Wynick, David L.H. Bennett, and Blair H. Smith
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Anesthesiology and Pain Medicine - Abstract
Introduction:Previous epidemiological studiesofneuropathicpainhave reported a rangeofprevalences andfactorsassociatedwiththedisorder. Objectives:This study aimed to verify these characteristicsina largeUKcohort. Methods:A cross-sectionalanalysiswas conductedof148,828UKBiobankparticipants who completed a detailed questionnaire on chronicpain.TheDouleur Neuropathique en Quatre Questions(DN4) was used to distinguish betweenneuropathicpain(NeuP) and non-neuropathicpain(non-NeuP)inparticipants withpainofat least 3 months' duration. Participants were also identified with less than 3 months'painor withoutpain(NoCP). Multivariable regression was used to identifyfactorsassociatedwith NeuP compared with non-NeuP and NoCP, respectively. Results:Chronicpainwas presentin76,095 participants (51.1%).TheoverallprevalenceofNeuP was 9.2%.Neuropathicpainwas significantlyassociatedwith worse health-related qualityoflife, having a manual or personal service type occupation, and younger age compared with NoCP. As expected, NeuP wasassociatedwith diabetes and neuropathy, but also other pains (pelvic, postsurgical, and migraine) and musculoskeletal disorders (rheumatoid arthritis, osteoarthritis, and fibromyalgia).Inaddition, NeuP wasassociatedwithpaininthelimbs and greaterpainintensity and higher body mass index compared with non-NeuP. Female sex wasassociatedwith NeuP when compared with NoCP, whereas male sex wasassociatedwith NeuP when compared with non-NeuP. Conclusion:This isthelargest epidemiological studyofneuropathicpainto date.Theresults confirm thatthedisorder is commonina populationofmiddle- to older-aged people with mixed aetiologies and isassociatedwith a higher health impact than non-neuropathicpain.
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- 2022
15. Deep RNA-seq of male and female murine sensory neuron subtypes after nerve injury
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Allison M Barry, Na Zhao, Xun Yang, David L Bennett, and Georgios Baskozos
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Dorsal root ganglia (DRG) neurons have been well described for their role in driving both acute and pain. Although nerve injury is known to cause transcriptional dysregulation, how this differs across neuronal subtypes and the impact of sex is unclear. Here, we study the deep transcriptional profiles of multiple murine DRG populations in early and late pain states while considering sex. We have exploited currently available transgenics to label numerous subpopulations for fluorescent activated cell sorting (FACS) and subsequent transcriptomic analysis. Using bulk tissue samples, we are able to circumvent the issues of low transcript coverage and drop-outs seen with single cell datasets. This increases our power to detect novel and even subtle changes in gene expression within neuronal subtypes and discuss sexual dimorphism at the neuronal subtype level. We have curated this resource into an accessible database for other researchers (https://livedataoxford.shinyapps.io/drg-directory/). We see both stereotyped and unique subtype signatures in injured states after nerve injury at both an early and late timepoint. While all populations contribute to a general injury signature, subtype enrichment changes can also be seen. Within populations, there is not a strong intersection of sex and injury, but previously unknown sex differences in naïve states-particularly in Aβ-RA + Aδ-LTMRs - still contribute to differences in injured neurons.
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- 2022
16. Development and external validation of multivariable risk models to predict incident and resolved neuropathic pain:a DOLORisk Dundee study
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Harry L. Hébert, Abirami Veluchamy, Georgios Baskozos, Francesca Fardo, Dimitri Van Ryckeghem, Ewan R. Pearson, Lesley A. Colvin, Geert Crombez, David L. H. Bennett, Weihua Meng, Colin N. A. Palmer, Blair H. Smith, Section Experimental Health Psychology, and RS: FPN CPS I
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GENERAL-POPULATION ,NONRESPONSE ,Epidemiology ,Social Sciences ,PERFORMANCE ,Neuropathic pain ,DEPRESSION ,EVENTS ,Neurology ,Risk factors ,Scotland ,Prediction model ,DIABETIC-NEUROPATHY ,Validation ,GRADING SYSTEM ,SLEEP DISTURBANCE ,Neurology (clinical) ,HEALTH ,DOLORisk - Abstract
Neuropathic pain is difficult to treat, and an understanding of the risk factors for its onset and resolution is warranted. This study aimed to develop and externally validate two clinical risk models to predict onset and resolution of chronic neuropathic pain. Participants of Generation Scotland: Scottish Family Health Study (GS; general Scottish population; n = 20,221) and Genetic of Diabetes Audit and Research in Tayside Scotland (GoDARTS; n = 5236) were sent a questionnaire on neuropathic pain and followed- -up 18 months later. Chronic neuropathic pain was defined using DN4 scores (≥ 3/7) and pain for 3 months or more. The models were developed in GS using logistic regression with backward elimination based on the Akaike information criterion. External validation was conducted in GoDARTS and assessed model discrimination (ROC and Precision-Recall curves), calibration and clinical utility (decision curve analysis [DCA]). Analysis revealed incidences of neuropathic pain onset (6.0% in GS [236/3903] and 10.7% in GoDARTS [61/571]) and resolution (42.6% in GS [230/540] and 23.7% in GoDARTS [56/236]). Psychosocial and lifestyle factors were included in both onset and resolved prediction models. In GoDARTS, these models showed adequate discrimination (ROC = 0.636 and 0.699), but there was evidence of miscalibration (Intercept = − 0.511 and − 0.424; slope = 0.623 and 0.999). The DCA indicated that the models would provide clinical benefit over a range of possible risk thresholds. To our knowledge, these are the first externally validated risk models for neuropathic pain. The findings are of interest to patients and clinicians in the community, who may take preventative or remedial measures.
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- 2022
17. Systemic inflammatory markers in neuropathic pain, nerve injury, and recovery
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David L.H. Bennett, Akira Wiberg, Georgios Baskozos, Oliver Sandy-Hindmarch, Dominic Furniss, and Annina B. Schmid
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medicine.medical_specialty ,Chemokine ,Inflammation ,Disease ,Gastroenterology ,Internal medicine ,Gene expression ,medicine ,Humans ,Carpal tunnel syndrome ,Messenger RNA ,biology ,business.industry ,Nerve injury ,medicine.disease ,Carpal Tunnel Syndrome ,Anesthesiology and Pain Medicine ,Neurology ,Neuropathic pain ,biology.protein ,Cytokines ,Neuralgia ,Neurology (clinical) ,medicine.symptom ,business - Abstract
The role that inflammation plays in human nerve injury and neuropathic pain is incompletely understood. Previous studies highlight the role of inflammation in the generation and maintenance of neuropathic pain, but the emerging evidence from the preclinical literature for its role in the resolution of neuropathic pain remains to be explored in humans. Here, we use carpal tunnel syndrome (CTS) as a human model system of nerve injury and neuropathic pain to determine changes in serum cytokine protein levels and gene expression levels before (active stage of disease) and after carpal tunnel decompression surgery (recovery). Fifty-five patients with CTS were studied, and 21 healthy age-matched and gender-matched participants served as controls. In the active stage of the disease (CTS before surgery vs healthy controls), PTGES2 mRNA was decreased in patients (adjusted P = 0.013), while transforming growth factor-β and C-C motif chemokine ligand 5 protein levels were increased (adjusted P = 0.016 and P = 0.047, respectively). In the resolution phase (CTS before surgery vs after surgery), IL-9 mRNA was increased after surgery (adjusted P = 0.014) and expression of IL-6 mRNA and IL-4 protein levels were increased before surgery (adjusted P = 0.034 and P = 0.002, respectively). IL-9 mRNA expression negatively correlated with several (neuropathic) pain scores. By contrast, protein levels of IL-4 positively correlated with pain scores. In conclusion, we demonstrate specific dysregulation of systemic cytokine expression in both the active and resolution phases of nerve injury and neuropathic pain. IL-9 represents an interesting candidate associated with resolution of nerve injury and neuropathic pain.
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- 2021
18. The epidemiology of neuropathic pain: an analysis of prevalence and associated factors in UK Biobank
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Georgios Baskozos, Harry L Hébert, Mathilde M V Pascal, Andreas C. Themistocleous, Gary J Macfarlane, David Wynick, David L H Bennett, and Blair H Smith
- Abstract
Previous epidemiological studies of neuropathic pain have reported a range of prevalences and factors associated with the disorder. This study aimed to verify these characteristics in a large UK cohort. A cross sectional analysis was conducted of 148,828 UK Biobank participants who completed a detailed questionnaire on chronic pain. The Douleur Neuropathique en Quatre Questions (DN4) was used to distinguish between neuropathic pain (NeuP) and non-neuropathic pain (Non-NeuP) in participants with pain of at least 3 months’ duration. Participants were also identified with less than 3 months’ pain or without pain (NoCP). Binomial and multinomial regression were used to identify factors associated with NeuP compared to Non-NeuP and NoCP respectively. Chronic pain was present in 76,095 participants (51.1%). The overall prevalence of NeuP was 9.2% (13,744/148,828). NeuP was significantly associated with worse health-related quality of life, having a manual or personal service type occupation and younger age compared to NoCP. As expected NeuP was associated with diabetes and neuropathy, but also other pains (pelvic, post-surgical and migraine) and musculoskeletal disorders (rheumatoid arthritis, osteoarthritis and fibromyalgia). Additionally, NeuP was associated with pain in the limbs and greater pain intensity and higher BMI compared to Non-NeuP. Female gender was associated with NeuP when compared to NoCP, whilst male gender was associated with NeuP when compared to Non-NeuP. This is the largest epidemiological study of neuropathic pain to date. The results confirm that the disorder is common in the general population and is associated with a higher health impact than non-neuropathic pain.
- Published
- 2022
19. Factors predicting the transition from acute to persistent pain in people with ‘sciatica’: the FORECAST longitudinal prognostic factor cohort study protocol
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Annina B Schmid, Lucy Ridgway, Louise Hailey, Mohamed Tachrount, Fay Probert, Kathryn R Martin, Whitney Scott, Geert Crombez, Christine Price, Claire Robinson, Soraya Koushesh, Sarim Ather, Brigitte Tampin, Marco Barbero, Daniel Nanz, Stuart Clare, Jeremy Fairbank, and Georgios Baskozos
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General Medicine - Abstract
IntroductionSciatica is a common condition and is associated with higher levels of pain, disability, poorer quality of life, and increased use of health resources compared with low back pain alone. Although many patients recover, a third develop persistent sciatica symptoms. It remains unclear, why some patients develop persistent sciatica as none of the traditionally considered clinical parameters (eg, symptom severity, routine MRI) are consistent prognostic factors.The FORECAST study (factors predicting the transition from acute to persistent pain in people with ‘sciatica’) will take a different approach by exploring mechanism-based subgroups in patients with sciatica and investigate whether a mechanism-based approach can identify factors that predict pain persistence in patients with sciatica.Methods and analysisWe will perform a prospective longitudinal cohort study including 180 people with acute/subacute sciatica. N=168 healthy participants will provide normative data. A detailed set of variables will be assessed within 3 months after sciatica onset. This will include self-reported sensory and psychosocial profiles, quantitative sensory testing, blood inflammatory markers and advanced neuroimaging. We will determine outcome with the Sciatica Bothersomeness Index and a Numerical Pain Rating Scale for leg pain severity at 3 and 12 months.We will use principal component analysis followed by clustering methods to identify subgroups. Univariate associations and machine learning methods optimised for high dimensional small data sets will be used to identify the most powerful predictors and model selection/accuracy.The results will provide crucial information about the pathophysiological drivers of sciatica symptoms and may identify prognostic factors of pain persistence.Ethics and disseminationThe FORECAST study has received ethical approval (South Central Oxford C, 18/SC/0263). The dissemination strategy will be guided by our patient and public engagement activities and will include peer-reviewed publications, conference presentations, social media and podcasts.Trial registration numberISRCTN18170726; Pre-results.
- Published
- 2023
20. Somatosensory and psychological phenotypes associated with neuropathic pain in entrapment neuropathy
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Andrea C Hausheer, Georgios Baskozos, David L.H. Bennett, Annina B. Schmid, and Luis Matesanz
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medicine.medical_specialty ,Physical examination ,Quantitative sensory testing ,macromolecular substances ,Neuropathic pain ,Entrapment neuropathy ,03 medical and health sciences ,0302 clinical medicine ,030202 anesthesiology ,Internal medicine ,medicine ,Humans ,Carpal tunnel syndrome ,medicine.diagnostic_test ,business.industry ,Nerve Compression Syndromes ,medicine.disease ,Carpal Tunnel Syndrome ,Nerve compression syndrome ,stomatognathic diseases ,Anesthesiology and Pain Medicine ,Nociception ,Cross-Sectional Studies ,Phenotype ,Neurology ,Skin biopsy ,Neuralgia ,Entrapment Neuropathy ,Neurology (clinical) ,business ,030217 neurology & neurosurgery ,Research Paper - Abstract
Supplemental Digital Content is Available in the Text. The severity more than the presence of neuropathic pain is related to the extent of neuropathy and a compromise of emotional well-being in entrapment neuropathies., It currently remains unclear why some patients with entrapment neuropathies develop neuropathic pain (neuP), whereas others have non-neuP, presumably of nociceptive character. Studying patients with carpal tunnel syndrome (CTS), this cross-sectional cohort study investigated changes in somatosensory structure and function as well as emotional well-being specific to the presence and severity of neuP. Patients with CTS (n = 108) were subgrouped by the DN4 questionnaire into those without and with neuP. The latter group was further subdivided into mild and moderate/severe neuP using a pain visual analogue scale. N = 32 participants served as healthy controls. All participants underwent a clinical examination, quantitative sensory testing, electrodiagnostic testing (EDT), and skin biopsy to determine the structural integrity of dermal and intraepidermal nerve fibres. Patients also completed questionnaires evaluating symptom severity and functional deficits, pain distribution, sleep quality, and emotional well-being. The overall prevalence of neuP in patients with CTS was 80%, of which 63% had mild neuP. Symptom severity and functional deficits as well as somatosensory dysfunction was more pronounced with the presence and increasing severity of neuP. No difference was identified among patient groups for EDT and nerve fibre integrity on biopsies. The severity of neuP was accompanied by more pronounced deficits in emotional well-being and sleep quality. Intriguingly, extraterritorial spread of symptoms was more prevalent in patients with moderate/severe neuP, indicating the presence of central mechanisms. NeuP is common in patients with CTS, and its severity is related to the extent of somatosensory dysfunction and a compromise of emotional well-being.
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- 2020
21. Classification of Painful or Painless Diabetic Peripheral Neuropathy and Identification of the Most Powerful Predictors Using Machine Learning Models in Large Cross-Sectional Cohorts
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Andrew S C Rice, David L.H. Bennett, Geert Crombez, Harry L. Hébert, Blair H. Smith, Georgios Baskozos, Mathilde M. V. Pascal, Andreas C. Themistocleous, Jishi John, Helen Laycock, and Brian C. Callaghan
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medicine.medical_specialty ,Identification (information) ,Peripheral neuropathy ,Physical medicine and rehabilitation ,business.industry ,medicine ,medicine.disease ,business - Abstract
Background: To improve the treatment of painful Diabetic Peripheral Neuropathy (DPN) and associated co-morbidities, a better understanding of the pathophysiology and risk factors for painful DPN is required. Using harmonised cohorts (N = 1230) we have built models that classify painful versus painless DPN. Methods: The Random Forest, Adaptive Regression Splines and Naive Bayes machine learning models were trained for classifying painful/painless DPN. Their performance was estimated using cross-validation in large cross-sectional cohorts (N = 935). Models were externally validated in a large population-based cohort (N = 295) in the presence of missing values. Variables were ranked for importance using model specific metrics and marginal effects of predictors were aggregated and assessed at the global level. Model selection was carried out using the Mathews Correlation Coefficient (MCC) and model performance was quantified in the validation set using MCC, the area under the precision/recall curve (AUPRC) and accuracy.Results: Random Forest (MCC=0.28, AUPRC = 0.76) and Adaptive Regression Splines (MCC = 0.29, AUPRC = 0.77) were the best performing models and showed the smallest reduction in performance between the training and validation dataset. EQ5D index, the 10-item personality dimensions, HbA1c, Depression and Anxiety t-scores, age and Body Mass Index were consistently amongst the most powerful predictors in classifying painful vs painless DPN. Conclusions: Machine learning models trained on large cross-sectional cohorts were able to accurately classify painful or painless DPN on an independent population-based dataset. Painful DPN is associated with more depression, anxiety and certain personality traits. It is also associated with poorer self-reported quality of life, younger age, poor glucose control and high Body Mass Index (BMI). The models showed good performance in realistic conditions in the presence of missing values and noisy datasets. These models can be used either in the clinical context to assist patient stratification based on the risk of painful DPN or return broad risk categories based on user input. Model’s performance and calibration suggest that in both cases they could potentially improve diagnosis and outcomes by changing modifiable factors like BMI and HbA1c control and institute earlier preventive or supportive measures like psychological interventions.
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- 2021
22. DIRC3-IGFBP5 is a shared genetic risk locus and therapeutic target for carpal tunnel syndrome and trigger finger
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David L.H. Bennett, Sam O. Kleeman, Akira Wiberg, Georgios Baskozos, Joseph E. Powell, Benjamin Patel, Waheed-Ul-Rahman Ahmed, Michael Ng, Drew Neavin, Annina B. Schmid, and Dominic Furniss
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Oncology ,medicine.medical_specialty ,business.industry ,Genome-wide association study ,Locus (genetics) ,medicine.disease ,Phenotype ,nervous system diseases ,Internal medicine ,Expression quantitative trait loci ,Medicine ,Trigger finger ,Genetic risk ,Allele ,business ,Carpal tunnel syndrome - Abstract
Trigger finger (TF) and carpal tunnel syndrome (CTS) are two common non-traumatic hand disorders that frequently co-occur. By identifying TF and CTS cases in UK Biobank (UKB), we confirmed a highly significant phenotypic association between the diseases. To investigate the genetic basis for this association we performed a genome-wide association study (GWAS) including 2,908 TF cases and 436,579 European controls in UKB, identifying five independent loci. Colocalization with CTS summary statistics identified a co-localized locus at DIRC3 (lncRNA), which was replicated in FinnGen and fine-mapped to rs62175241. Single-cell and bulk eQTL analysis in fibroblasts from healthy donors (n=79) and tenosynovium samples from CTS patients (n=77) showed that the disease-protective rs62175241 allele was associated with increased DIRC3 and IGFBP5 expression. IGFBP5 is a secreted antagonist of IGF-1 signaling, and elevated IGF-1 levels were associated with CTS and TF in UKB, thereby implicating IGF-1 as a driver of both diseases.
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- 2021
23. Nav1.7 is required for normal C-low threshold mechanoreceptor function in humans and mice
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Steven J Middleton, Irene Perini, Andreas C Themistocleous, Greg A Weir, Kirsty McCann, Allison M Barry, Andrew Marshall, Michael Lee, Leah M Mayo, Manon Bohic, Georgios Baskozos, India Morrison, Line S Löken, Sarah McIntyre, Saad S Nagi, Roland Staud, Isac Sehlstedt, Richard D Johnson, Johan Wessberg, John N Wood, Christopher G Woods, Aziz Moqrich, Håkan Olausson, David L Bennett, Institut de Biologie du Développement de Marseille (IBDM), and Aix Marseille Université (AMU)-Collège de France (CdF (institution))-Centre National de la Recherche Scientifique (CNRS)
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Mice ,Pain Insensitivity, Congenital ,[SDV]Life Sciences [q-bio] ,NAV1.7 Voltage-Gated Sodium Channel ,Sodium ,Animals ,Humans ,Neurology (clinical) ,Mechanoreceptors - Abstract
Patients with bi-allelic loss of function mutations in the voltage-gated sodium channel Nav1.7 present with congenital insensitivity to pain (CIP), whilst low threshold mechanosensation is reportedly normal. Using psychophysics (n = 6 CIP participants and n = 86 healthy controls) and facial electromyography (n = 3 CIP participants and n = 8 healthy controls), we found that these patients also have abnormalities in the encoding of affective touch, which is mediated by the specialized afferents C-low threshold mechanoreceptors (C-LTMRs). In the mouse, we found that C-LTMRs express high levels of Nav1.7. Genetic loss or selective pharmacological inhibition of Nav1.7 in C-LTMRs resulted in a significant reduction in the total sodium current density, an increased mechanical threshold and reduced sensitivity to non-noxious cooling. The behavioural consequence of loss of Nav1.7 in C-LTMRs in mice was an elevation in the von Frey mechanical threshold and less sensitivity to cooling on a thermal gradient. Nav1.7 is therefore not only essential for normal pain perception but also for normal C-LTMR function, cool sensitivity and affective touch.
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- 2021
24. Nerve pathology and neuropathic pain after whiplash injury: a systematic review and meta-analysis
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Georgios Baskozos, Melissa Kolski, Andrew Dilley, Annina B. Schmid, Joel Fundaun, and Michele Sterling
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medicine.medical_specialty ,medicine.diagnostic_test ,business.industry ,Nerve pathology ,Neurological examination ,Index finger ,medicine.disease ,Median nerve ,Whiplash injury ,Anesthesiology and Pain Medicine ,medicine.anatomical_structure ,Neurology ,Internal medicine ,Meta-analysis ,Surveys and Questionnaires ,Neuropathic pain ,Whiplash ,Medicine ,Humans ,Neuralgia ,Neurology (clinical) ,business ,Whiplash Injuries - Abstract
There is no clear understanding of the mechanisms causing persistent pain in patients with whiplash-associated disorder (WAD). The aim of this systematic review was to assess the evidence for nerve pathology and neuropathic pain in patients with WAD. EMBASE, PubMed, CINAHL (EBSCO), and MEDLINE were searched from inception to September 1, 2020. Study quality and risk of bias were assessed using the Newcastle-Ottawa Quality Assessment Scales. Fifty-four studies reporting on 390,644 patients and 918 controls were included. Clinical questionnaires suggested symptoms of predominant neuropathic characteristic in 34% of patients (range 25%-75%). The mean prevalence of nerve pathology detected with neurological examination was 13% (0%-100%) and 32% (10%-100%) with electrodiagnostic testing. Patients independent of WAD severity (Quebec Task Force grades I-IV) demonstrated significantly impaired sensory detection thresholds of the index finger compared with controls, including mechanical (SMD 0.65 [0.30; 1.00] P0.005), current (SMD 0.82 [0.25; 1.39] P = 0.0165), cold (SMD -0.43 [-0.73; -0.13] P = 0.0204), and warm detection (SMD 0.84 [0.25; 1.42] P = 0.0200). Patients with WAD had significantly heightened nerve mechanosensitivity compared with controls on median nerve pressure pain thresholds (SMD -1.10 [-1.50; -0.70], P0.0001) and neurodynamic tests (SMD 1.68 [0.92; 2.44], P = 0.0004). Similar sensory dysfunction and nerve mechanosensitivity was seen in WAD grade II, which contradicts its traditional definition of absent nerve involvement. Our findings strongly suggest a subset of patients with WAD demonstrate signs of peripheral nerve pathology and neuropathic pain. Although there was heterogeneity among some studies, typical WAD classifications may need to be reconsidered and include detailed clinical assessments for nerve integrity.
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- 2021
25. Cohort profile: DOLORisk Dundee
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David L.H. Bennett, Keith Milburn, Dimitri M.L. Van Ryckeghem, Weihua Meng, Geert Crombez, Francesca Fardo, Abirami Veluchamy, Claire Jones, Harry L. Hébert, Blair H. Smith, Mathilde M. V. Pascal, Colin N. A. Palmer, Georgios Baskozos, Ewan R. Pearson, RS: FPN CPS I, and Section Experimental Health Psychology
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medicine.medical_specialty ,Longitudinal study ,Scotland/epidemiology ,GENETICS ,Epidemiology ,Population ,Social Sciences ,Theoretical & cognitive psychology [H12] [Social & behavioral sciences, psychology] ,VALIDATION ,Cohort Studies ,03 medical and health sciences ,0302 clinical medicine ,Health care ,Medicine and Health Sciences ,Medicine ,Humans ,genetics ,030212 general & internal medicine ,Longitudinal Studies ,GENOME-WIDE ASSOCIATION ,education ,health informatics ,Genetic Association Studies ,Psychologie cognitive & théorique [H12] [Sciences sociales & comportementales, psychologie] ,neurological pain ,education.field_of_study ,business.industry ,General Medicine ,IMPAIRMENT ,SLEEP ,3. Good health ,Neuralgia/etiology ,MODEL ,Scotland ,Family medicine ,Neuropathic pain ,Cohort ,Neuralgia ,epidemiology ,business ,Psychosocial ,030217 neurology & neurosurgery ,Record linkage - Abstract
PurposeNeuropathic pain is a common disorder of the somatosensory system that affects 7%–10% of the general population. The disorder places a large social and economic burden on patients as well as healthcare services. However, not everyone with a relevant underlying aetiology develops corresponding pain. DOLORisk Dundee, a European Union-funded cohort, part of the multicentre DOLORisk consortium, was set up to increase current understanding of this variation in onset. In particular, the cohort will allow exploration of psychosocial, clinical and genetic predictors of neuropathic pain onset.ParticipantsDOLORisk Dundee has been constructed by rephenotyping two pre-existing Scottish population cohorts for neuropathic pain using a standardised ‘core’ study protocol: Genetics of Diabetes Audit and Research in Tayside Scotland (GoDARTS) (n=5236) consisting of predominantly type 2 diabetics from the Tayside region, and Generation Scotland: Scottish Family Health Study (GS:SFHS; n=20 221). Rephenotyping was conducted in two phases: a baseline postal survey and a combined postal and online follow-up survey. DOLORisk Dundee consists of 9155 participants (GoDARTS=1915; GS:SFHS=7240) who responded to the baseline survey, of which 6338 (69.2%; GoDARTS=1046; GS:SFHS=5292) also responded to the follow-up survey (18 months later).Findings to dateAt baseline, the proportion of those with chronic neuropathic pain (Douleur Neuropathique en 4 Questions questionnaire score ≥3, duration ≥3 months) was 30.5% in GoDARTS and 14.2% in Generation Scotland. Electronic record linkage enables large scale genetic association studies to be conducted and risk models have been constructed for neuropathic pain.Future plansThe cohort is being maintained by an access committee, through which collaborations are encouraged. Details of how to do this will be available on the study website (http://dolorisk.eu/). Further follow-up surveys of the cohort are planned and funding applications are being prepared to this effect. This will be conducted in harmony with similar pain rephenotyping of UK Biobank.
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- 2021
26. The effectiveness of Non-pharmaceutical interventions in reducing the COVID-19 contagion in the UK, an observational and modelling study
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Georgios Baskozos, David L.H. Bennett, Giorgos Galanis, and Corrado Di Guilmi
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Adult ,Viral Diseases ,Pulmonology ,Infectious Disease Control ,Coronavirus disease 2019 (COVID-19) ,General Science & Technology ,Epidemiology ,Distancing ,Science ,Psychological intervention ,Social Sciences ,Research and Analysis Methods ,Microbiology ,Infectious Disease Epidemiology ,Herd immunity ,Respiratory Disorders ,03 medical and health sciences ,Medical Conditions ,0302 clinical medicine ,Virology ,Medicine and Health Sciences ,Econometrics ,Psychology ,Humans ,030212 general & internal medicine ,Pandemics ,030304 developmental biology ,Behavior ,Vaccines ,0303 health sciences ,Multidisciplinary ,Simulation and Modeling ,Biology and Life Sciences ,COVID-19 ,Covid 19 ,Viral Vaccines ,Reference Standards ,United Kingdom ,3. Good health ,Infectious Diseases ,Respiratory Infections ,Recreation ,Medicine ,Epidemiological Models ,Observational study ,Research Article - Abstract
Epidemiological models used to inform government policies aimed to reduce the contagion of COVID-19, assume that the reproduction number is reduced through Non-Pharmaceutical Interventions (NPIs) leading to physical distancing. Available data in the UK show an increase in physical distancing before the NPIs were implemented and a fall soon after implementation. We aimed to estimate the effect of people’s behaviour on the epidemic curve and the effect of NPIs taking into account this behavioural component. We have estimated the effects of confirmed daily cases on physical distancing and we used this insight to design a behavioural SEIR model (BeSEIR), simulated different scenaria regarding NPIs and compared the results to the standard SEIR. Taking into account behavioural insights improves the description of the contagion dynamics of the epidemic significantly. The BeSEIR predictions regarding the number of infections without NPIs were several orders of magnitude less than the SEIR. However, the BeSEIR prediction showed that early measures would still have an important influence in the reduction of infections. The BeSEIR model shows that even with no intervention the percentage of the cumulative infections within a year will not be enough for the epidemic to resolve due to a herd immunity effect. On the other hand, a standard SEIR model significantly overestimates the effectiveness of measures. Without taking into account the behavioural component, the epidemic is predicted to be resolved much sooner than when taking it into account and the effectiveness of measures are significantly overestimated.
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- 2021
27. The effectiveness of Non Pharmaceutical Interventions in reducing the outcomes of the COVID-19 epidemic in the UK, an observational and modelling study
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Corrado Di Guilmi, Giorgos Galanis, David L.H. Bennett, and Georgios Baskozos
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2019-20 coronavirus outbreak ,Coronavirus disease 2019 (COVID-19) ,Distancing ,Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) ,Psychological intervention ,Econometrics ,Observational study ,Psychology ,Herd immunity - Abstract
Background: the context and purpose of the studyEpidemiological models used to inform government policies aimed to contain the contagion of COVID-19, assume that the reproduction rate is reduced through Non-Pharmaceutical Interventions (NPIs) leading to physical distancing. Available data in the UK show an increase in physical distancing before the NPIs were implemented and a fall soon after implementation. We aimed to estimate the effect of people’s behaviour on the epidemic curve and the effect of NPIs taking into account this behavioural component. Methods: how the study was performed and statistical tests usedWe have estimated the effects of confirmed daily cases on physical distancing and we used this insight to design a bevavioural SEIR model (BeSEIR), simulated different scenaria regarding NPIs and compared the results to the standard SEIR. Results: the main findingsTaking into account behavioural insights improves the description of the contagion dynamics of the epidemic significantly. The BeSEIR predictions regarding the number of infections without NPIs were several orders of magnitude less than the SEIR. However, the BeSEIR prediction showed that early measures would still have an important influence in the reduction of infections. The BeSEIR model shows that even with no intervention the percentage of the cumulative infections within a year will not be enough for the epidemic to resolve due to a herd immunity effect. On the other hand, a standard SEIR model significantly overestimates the effectiveness of measures. Conclusions:Without taking into account the behavioural component, the epidemic is predicted to be resolved much sooner than when taking it into account and the effectiveness of measures are significantly overestimated.
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- 2020
28. An iPSC model of hereditary sensory neuropathy-1 reveals L-serine-responsive deficits in neuronal ganglioside composition and axoglial interactions
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Georgios Baskozos, Matilde Laura, Nadine Fugger, Alex J. Clark, Iulia Blesneac, David L.H. Bennett, Thorsten Hornemann, Emma R. Wilson, Ka Hing Chu, Mary M. Reilly, Alaa Othman, U Kugathasan, Museer A. Lone, David A. Priestman, Frances M. Platt, Bernadett Kalmar, Linda Greensmith, University of Zurich, Clark, Alex J, Reilly, Mary M, and Bennett, David L
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Aging ,serine palmitoyltransferase long-chain base subunit 1 ,sensory neuron ,2700 General Medicine ,SPT ,serine palmitoyltransferase ,Myelin ,Gangliosides ,540 Chemistry ,Serine ,Axon ,Hereditary Sensory and Autonomic Neuropathies ,Induced pluripotent stem cell ,Myelin Sheath ,10038 Institute of Clinical Chemistry ,axon ,l-serine ,biology ,hereditary sensory neuropathy type 1 ,ganglioside ,Chemistry ,Caspase 3 ,Cell biology ,myelin ,medicine.anatomical_structure ,DSBs ,Neuroglia ,Neurotrophin ,Signal Transduction ,Neurite ,Sensory Receptor Cells ,Nodal Protein ,HSN1 ,Induced Pluripotent Stem Cells ,Neuronal Outgrowth ,610 Medicine & health ,Models, Biological ,General Biochemistry, Genetics and Molecular Biology ,Article ,Cell Line ,Membrane Microdomains ,1300 General Biochemistry, Genetics and Molecular Biology ,medicine ,Humans ,Nerve Growth Factors ,SPTLC1 ,Sphingolipids ,Base Sequence ,Serine C-palmitoyltransferase ,Sensory neuron ,Axons ,Gene Expression Regulation ,1-deoxySLBs ,biology.protein ,sphingolipid ,Transcriptome - Abstract
Summary Hereditary sensory neuropathy type 1 (HSN1) is caused by mutations in the SPTLC1 or SPTLC2 sub-units of the enzyme serine palmitoyltransferase, resulting in the production of toxic 1-deoxysphingolipid bases (DSBs). We used induced pluripotent stem cells (iPSCs) from patients with HSN1 to determine whether endogenous DSBs are neurotoxic, patho-mechanisms of toxicity and response to therapy. HSN1 iPSC-derived sensory neurons (iPSCdSNs) endogenously produce neurotoxic DSBs. Complex gangliosides, which are essential for membrane micro-domains and signaling, are reduced, and neurotrophin signaling is impaired, resulting in reduced neurite outgrowth. In HSN1 myelinating cocultures, we find a major disruption of nodal complex proteins after 8 weeks, which leads to complete myelin breakdown after 6 months. HSN1 iPSC models have, therefore, revealed that SPTLC1 mutation alters lipid metabolism, impairs the formation of complex gangliosides, and reduces axon and myelin stability. Many of these changes are prevented by l-serine supplementation, supporting its use as a rational therapy., Graphical abstract, Highlights Complex ganglioside synthesis is attenuated in HSN1 human neurons Neurotrophic signaling is impaired, resulting in reduced neurite outgrowth Paranodal integrity is compromised, causing myelin fragmentation Serine treatment improves outgrowth, myelin stability, and transcriptional signature, Clark et al., show that human sensory neurons from patients with HSN1 endogenously produce neurotoxic metabolites. These reduce ganglioside synthesis, which results in an attenuation of neurotrophic signaling. Nodal protein expression is dysregulated in patient myelinating cocultures, and many of those changes can be ameliorated with serine treatment.
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- 2020
29. Molecular and cellular correlates of human nerve regeneration:ADCYAP1/PACAP enhance nerve outgrowth
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Alex J. Clark, Dominic Furniss, Katherine Windsor, Lucy A. McDermott, Greg A. Weir, Annina B. Schmid, Oliver Sandy-Hindmarch, David L.H. Bennett, Páll Karlsson, Joanna Burchall, Akira Wiberg, and Georgios Baskozos
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0301 basic medicine ,medicine.medical_specialty ,carpal tunnel syndrome ,Carpal tunnel surgery ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,Medicine ,peripheral nerve injury ,Carpal tunnel ,Carpal tunnel syndrome ,nerve regeneration ,business.industry ,Original Articles ,ADCYAP1 ,medicine.disease ,Median nerve ,Pituitary adenylate cyclase-activating peptide ,030104 developmental biology ,medicine.anatomical_structure ,Endocrinology ,pituitary adenylate cyclase-activating peptide ,Peripheral nerve injury ,Neurology (clinical) ,business ,030217 neurology & neurosurgery ,Sensory nerve ,Reinnervation - Abstract
Carpal tunnel release provides an opportunity to study sensory nerve regeneration in humans. Schmid et al. show that cutaneous reinnervation correlates with symptom improvement after surgery. ADCYAP1 (encoding PACAP) expression is associated with sensory reinnervation in vivo and facilitates neuron outgrowth in vitro., We only have a rudimentary understanding of the molecular and cellular determinants of nerve regeneration and neuropathic pain in humans. This cohort study uses the most common entrapment neuropathy (carpal tunnel syndrome) as a human model system to prospectively evaluate the cellular and molecular correlates of neural regeneration and its relationship with clinical recovery. In 60 patients undergoing carpal tunnel surgery [36 female, mean age 62.5 (standard deviation 12.2) years], we used quantitative sensory testing and nerve conduction studies to evaluate the function of large and small fibres before and 6 months after surgery. Clinical recovery was assessed with the global rating of change scale and Boston Carpal Tunnel Questionnaire. Twenty healthy participants provided normative data [14 female, mean age 58.0 (standard deviation 12.9) years]. At 6 months post-surgery, we noted significant recovery of median nerve neurophysiological parameters (P
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- 2020
30. Molecular and cellular correlates of human nerve regeneration: ADCYAP1 encoding PACAP enhances sensory neuron outgrowth
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Akira Wiberg, Georgios Baskozos, Annina B. Schmid, A Clark, Dominic Furniss, Bennett Dlh., Lucy A. McDermott, Oliver Sandy-Hindmarch, K Windsor, Greg A. Weir, Joanna Burchall, and Páll Karlsson
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0303 health sciences ,Sensory system ,Biology ,Sensory neuron ,Median nerve ,03 medical and health sciences ,0302 clinical medicine ,medicine.anatomical_structure ,Downregulation and upregulation ,medicine ,Induced pluripotent stem cell ,NODAL ,Receptor ,Neuroscience ,030217 neurology & neurosurgery ,030304 developmental biology ,Sensory nerve - Abstract
We only have a rudimentary understanding of the molecular and cellular determinants of human nerve regeneration. Here, we use carpal tunnel syndrome (CTS) as a human model system to prospectively evaluate correlates of neural regeneration and their relationship with clinical recovery after decompression surgery. At 6 months post-surgery, we noted a significant improvement of median nerve neurophysiological and somatosensory function. Serial skin biopsies revealed a partial recovery of intraepidermal innervation, whose extent correlated with symptom improvement. In myelinated afferents, nodal length increased postoperatively. Transcriptional profiling of the skin revealed 23 differentially expressed genes following decompression, with ADCYAP1 (encoding PACAP) being the most strongly upregulated and showing an association with regeneration of intraepidermal nerve fibres. Using human induced pluripotent stem cell-derived sensory neurons, we confirmed that PACAP significantly enhances axon outgrowth in vivo. Since PACAP signals through G-protein receptors, this pathway provides an interesting therapeutic target for human sensory nerve regeneration.
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- 2019
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31. Corrigendum to: Molecular and cellular correlates of human nerve regeneration: ADCYAP1/PACAP enhance nerve outgrowth
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Georgios Baskozos and David Bennett
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Adult ,Male ,Sensory Receptor Cells ,AcademicSubjects/SCI01870 ,Induced Pluripotent Stem Cells ,Middle Aged ,Corrigenda ,Carpal Tunnel Syndrome ,Nerve Regeneration ,Cohort Studies ,Humans ,Pituitary Adenylate Cyclase-Activating Polypeptide ,AcademicSubjects/MED00310 ,Female ,Neurology (clinical) ,Aged - Abstract
We only have a rudimentary understanding of the molecular and cellular determinants of nerve regeneration and neuropathic pain in humans. This cohort study uses the most common entrapment neuropathy (carpal tunnel syndrome) as a human model system to prospectively evaluate the cellular and molecular correlates of neural regeneration and its relationship with clinical recovery. In 60 patients undergoing carpal tunnel surgery [36 female, mean age 62.5 (standard deviation 12.2) years], we used quantitative sensory testing and nerve conduction studies to evaluate the function of large and small fibres before and 6 months after surgery. Clinical recovery was assessed with the global rating of change scale and Boston Carpal Tunnel Questionnaire. Twenty healthy participants provided normative data [14 female, mean age 58.0 (standard deviation 12.9) years]. At 6 months post-surgery, we noted significant recovery of median nerve neurophysiological parameters (P 0.0001) and improvements in quantitative sensory testing measures of both small and large nerve fibre function (P 0.002). Serial biopsies revealed a partial recovery of intraepidermal nerve fibre density [fibres/mm epidermis pre: 4.20 (2.83), post: 5.35 (3.34), P = 0.001], whose extent correlated with symptom improvement (r = 0.389, P = 0.001). In myelinated afferents, nodal length increased postoperatively [pre: 2.03 (0.82), post: 3.03 (1.23), P 0.0001] suggesting that this is an adaptive phenomenon. Transcriptional profiling of the skin revealed 31 differentially expressed genes following decompression, with ADCYAP1 (encoding pituitary adenylate cyclase activating peptide, PACAP) being the most strongly upregulated (log2 fold-change 1.87, P = 0.0001) and its expression was associated with recovery of intraepidermal nerve fibres. We found that human induced pluripotent stem cell-derived sensory neurons expressed the receptor for PACAP and that this peptide could significantly enhance axon outgrowth in a dose-dependent manner in vitro [neurite length PACAP 1065.0 µm (285.5), vehicle 570.9 μm (181.8), P = 0.003]. In conclusion, carpal tunnel release is associated with significant cutaneous reinnervation, which correlates with the degree of functional improvement and is associated with a transcriptional programme relating to morphogenesis and inflammatory processes. The most highly dysregulated gene ADCYAP1 (encoding PACAP) was associated with reinnervation and, given that this peptide signals through G-protein coupled receptors, this signalling pathway provides an interesting therapeutic target for human sensory nerve regeneration.
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- 2021
32. Neuropathic pain drives anxiety behavior in mice, results consistent with anxiety levels in diabetic neuropathy patients
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Juan D. Ramirez, Christine B. Sieberg, Andreas C. Themistocleous, Solomon Tesfaye, Nick Andrews, Cindy Wong, David L.H. Bennett, Robert R. Edwards, Pallai Shillo, Georgios Baskozos, Andrew S.C. Rice, Charles B. Berde, Michael Costigan, Caitlin Taras, Catherine Ward, Aya Gomaa, and Chelsea A. Nickerson
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0301 basic medicine ,SNi ,Diabetic neuropathy ,Pain ,Anxiety ,Stress ,lcsh:RD78.3-87.3 ,03 medical and health sciences ,0302 clinical medicine ,Sex differences ,medicine ,Chronic stress ,business.industry ,Spared nerve injury ,Nerve injury ,medicine.disease ,Neuropathy ,030104 developmental biology ,Anesthesiology and Pain Medicine ,Allodynia ,Peripheral neuropathy ,lcsh:Anesthesiology ,Anesthesia ,Neuropathic pain ,medicine.symptom ,business ,030217 neurology & neurosurgery - Abstract
Background: \ud \ud Epidemiological studies in patients with neuropathic pain demonstrate a strong association with psychiatric conditions such as anxiety; however, the precipitating pathology between these symptoms remains unclear. To investigate this, we studied the effects of lifelong stress on levels of neuropathic pain–like behavior and conversely, the effects of chronic neuropathic injury on anxiety-like status in male and female mice. In addition, we assayed this link in painful and painless diabetic peripheral neuropathy patients.\ud \ud \ud Methods: \ud \ud Male and female mice were subject to ongoing life-stress or control living conditions. Baseline sensitivity and anxiety tests were measured followed by spared nerve injury (SNI) to the sciatic nerve. Subsequent sensory testing occurred until 3 weeks after SNI followed by anxiety tests between 4 and 6 weeks after SNI.\ud \ud \ud Results: \ud \ud Levels of tactile or cold allodynia did not differ between adult mice subject to lifelong chronic stress, relative to nonstressed controls, for at least 3 weeks after SNI. By contrast, longer-term neuropathic mice of both sexes displayed pronounced anxiety-like behavior, regardless of exposure to stress. If sex differences were present, females usually exhibited more pronounced anxiety-like behavior. These ongoing anxiety behaviors were corroborated with plasma corticosterone levels in distinct animal groups. In addition, data from patients with painful and nonpainful diabetic neuropathy showed a clear relationship between ongoing pain and anxiety, with females generally more affected than males.\ud \ud \ud Discussion: \ud \ud Taken together, these data demonstrate a strong link between chronic neuropathic pain and chronic anxiety, with the driver of this comorbidity being neuropathic pain as opposed to on-going stress.
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- 2018
33. Optimizing Health Literacy for Improved Clinical Practices
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Georgios Baskozos
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- 2018
34. Health Literacy
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Vassilios Papalois, Maria Theodosopoulou, Frank J. M. F. Dor, Georgios Baskozos, and Daniel Casanova
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03 medical and health sciences ,medicine.medical_specialty ,0302 clinical medicine ,Family medicine ,030232 urology & nephrology ,medicine ,Health literacy ,Organ donation ,030230 surgery ,Psychology - Abstract
Organ shortage is a worldwide persisting problem, as patients on waiting lists increase while actual donors cannot meet the demand for organs. Cultural and religious concerns, gaps of information, lack of medical procedure awareness and of understanding transplant-related terminology are some reasons why people refuse to donate organs. The medical, ethical, social, cultural, religious aspects of deceased organ donation (DOD) bring out the need for a systematic agenda of lifelong learning public awareness raising and health literacy on this issue. This chapter presents findings of a comparative research project in three European countries about how people learn about DOD and their suggestions for systematically promoting health literacy. A total sample of 1309 medical students, renal patients, and hospital administrative staff participated in a survey regarding attitudes, knowledge, sources of information, and communication about DOD. In addition, 51 participants took part in focus groups elaborating on their experiences and suggestions regarding health literacy about DOD.
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- 2018
35. Mapping protein interactions of sodium channel NaV1.7 using epitope-tagged gene targeted mice
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John N. Wood, Samuel J. Gossage, Martina Pyrski, Maude Jay, Jing Zhao, John E. Linley, Queensta Millet, Alexandros H. Kanellopoulos, Benedikt M. Kessler, Stéphane Lolignier, Frank Zufall, James J. Cox, Honglei Huang, Jennifer Koenig, Georgios Baskozos, and Toru Morohashi
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0303 health sciences ,Chemistry ,Sodium channel ,SYT2 ,Epitope ,Transmembrane protein ,Protein–protein interaction ,Cell biology ,03 medical and health sciences ,0302 clinical medicine ,SCN3B ,NAV1 ,Collapsin response mediator protein family ,030217 neurology & neurosurgery ,030304 developmental biology - Abstract
The voltage-gated sodium channel NaV1.7 plays a critical role in pain pathways. Besides action potential propagation, NaV1.7 regulates neurotransmitter release, integrates depolarizing inputs over long periods and regulates transcription. In order to better understand these functions, we generated an epitope-tagged NaV1.7 mouse that showed normal pain behavior. Analysis of NaV1.7 complexes affinity-purified under native conditions by mass spectrometry revealed 267 NaV1.7 associated proteins including known interactors, such as the sodium channel β3 subunit (Scn3b) and collapsin response mediator protein (Crmp2), and novel interactors. Selected novel NaV1.7 protein interactors membrane-trafficking protein synapototagmin-2 (Syt2), G protein-regulated inducer of neurite outgrowth 1 (Gprin1), L-type amino acid transporter 1 (Lat1) and transmembrane P24 trafficking protein 10 (Tmed10) together with Scn3b and Crmp2 were validated using co-immunoprecipitation and functional assays. The information provided with this physiologically normal epitope-tagged mouse should provide useful insights into the pain mechanisms associated with NaV1.7 channel function.
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- 2017
36. Abstract
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Georgios Baskozos, Michael Ng, Dominic Furniss, Akira Wiberg, Annina B. Schmid, and David L.H. Bennett
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Pediatrics ,medicine.medical_specialty ,business.industry ,lcsh:Surgery ,lcsh:RD1-811 ,Sunday, September 30, 2018 ,medicine.disease ,Hand and Upper Extremity Session 2 ,medicine ,Surgery ,Genetic risk ,Carpal tunnel syndrome ,business ,PSTM 2018 Abstract Supplement - Published
- 2018
37. Using stratified medicine to understand, diagnose, and treat neuropathic pain
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Georgios Baskozos, Geert Crombez, David L.H. Bennett, and Andreas C. Themistocleous
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0301 basic medicine ,medicine.medical_specialty ,Pain medicine ,Population ,Disease ,Gene mutation ,PHENOTYPE ,Article ,Efficacy ,03 medical and health sciences ,DOUBLE-BLIND ,SENSORY ,0302 clinical medicine ,Medicine and Health Sciences ,Medicine ,Animals ,Humans ,Pain Management ,education ,Intensive care medicine ,FEAR-AVOIDANCE ,Pain Measurement ,education.field_of_study ,business.industry ,INHERITED ERYTHROMELALGIA ,Brain ,SODIUM-CHANNELS ,PROFILES ,3. Good health ,Electrophysiology ,030104 developmental biology ,Anesthesiology and Pain Medicine ,Neurology ,Tolerability ,DIABETIC-NEUROPATHY ,Neuropathic pain ,RISK-FACTORS ,GRADING SYSTEM ,Neuralgia ,C-NOCICEPTORS ,Neurology (clinical) ,Personalized medicine ,business ,030217 neurology & neurosurgery - Abstract
Neuropathic pain (NeuP) is defined as pain arising from a lesion or disease of the somatosensory nervous system[39; 88]. NeuP is common, affecting approximately 6-8% of the general population[14; 86] and currently treatment is inadequate due to both poor drug efficacy and tolerability[38]. Many different types of injury can cause neuropathic pain including genetic (e.g. SCN9A gain of function variants), metabolic (e.g. diabetic polyneuropathy), infective (e.g. HIV associated neuropathy, hepatitis), traumatic and toxic (e.g. chemotherapy induced neuropathy) causes. Such injurious events can impact on anatomically distinct regions of the somatosensory nervous system ranging from the terminals of nociceptive afferents (in small fiber neuropathy) to the thalamus (in post-stroke pain). Classification of neuropathic pain using etiology and location remains an important aspect of routine clinical practice; however, pain medicine is coming to the realization that we need more precision in this classification. The hope is that improved classification will lead to better understanding of risk, prognosis and optimal treatment of NeuP. Patient stratification is the process of identifying subgroups of patients, suffering from a disorder (such as NeuP) in order to better target medical intervention[92]. Such sub-groups may map to a particular pathogenic mechanism but could also simply be a constellation of clinical symptoms and signs or biomarker, which are predictive of treatment response. Personalized medicine aims to target intervention to individual patients and is therefore even more ambitious in scope[68]. Personalized medicine may be possible in rare cases of NeuP (usually associated with specific gene mutations) but for the most part we will discuss stratified pain medicine in this review. Both preclinical and clinical science, have identified an array of pathogenic mechanisms underlying NeuP ranging from ectopic activity in primary afferents to defective central pain modulation pathway (for a comprehensive review see [18]). It is not a new idea that we should be trying to understand pain mechanisms in patients [106; 107] although there are challenges in being able to assess specific mechanisms in individual patients. Stratification aims to achieve patient subgroupings that have utility in terms of diagnosis, prognosis or treatment and this may not relate to a single pathogenic mechanism. Fortunately our armamentarium for identifying patient subgroups (and in some cases directly assaying pathogenic mechanisms) in patients has greatly improved. In the first section of this manuscript we will review the means by which NeuP patients may be stratified and in the second section the potential benefits of stratification. Thomas Lewis said, ‘Diagnosis is a system of more or less accurate guessing, in which the endpoint achieved is a name. These names applied to disease come to assume the importance of specific entities, whereas they are for the most part no more than insecure and therefore temporary conceptions’. He was likely exaggerating for effect but we hope that patient stratification will not only reduce the uncertainty in diagnosis but also help improve prevention, prognostication and treatment.
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38. Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts
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Georgios Baskozos, Andreas C. Themistocleous, Harry L. Hebert, Mathilde M. V. Pascal, Jishi John, Brian C. Callaghan, Helen Laycock, Yelena Granovsky, Geert Crombez, David Yarnitsky, Andrew S. C. Rice, Blair H. Smith, and David L. H. Bennett
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Glycated Hemoglobin ,Machine Learning ,Cross-Sectional Studies ,Diabetic Neuropathies ,Health Policy ,Diabetes Mellitus ,Quality of Life ,Humans ,Pain ,Bayes Theorem ,Health Informatics ,NAD ,Computer Science Applications - Abstract
Background To improve the treatment of painful Diabetic Peripheral Neuropathy (DPN) and associated co-morbidities, a better understanding of the pathophysiology and risk factors for painful DPN is required. Using harmonised cohorts (N = 1230) we have built models that classify painful versus painless DPN using quality of life (EQ5D), lifestyle (smoking, alcohol consumption), demographics (age, gender), personality and psychology traits (anxiety, depression, personality traits), biochemical (HbA1c) and clinical variables (BMI, hospital stay and trauma at young age) as predictors. Methods The Random Forest, Adaptive Regression Splines and Naive Bayes machine learning models were trained for classifying painful/painless DPN. Their performance was estimated using cross-validation in large cross-sectional cohorts (N = 935) and externally validated in a large population-based cohort (N = 295). Variables were ranked for importance using model specific metrics and marginal effects of predictors were aggregated and assessed at the global level. Model selection was carried out using the Mathews Correlation Coefficient (MCC) and model performance was quantified in the validation set using MCC, the area under the precision/recall curve (AUPRC) and accuracy. Results Random Forest (MCC = 0.28, AUPRC = 0.76) and Adaptive Regression Splines (MCC = 0.29, AUPRC = 0.77) were the best performing models and showed the smallest reduction in performance between the training and validation dataset. EQ5D index, the 10-item personality dimensions, HbA1c, Depression and Anxiety t-scores, age and Body Mass Index were consistently amongst the most powerful predictors in classifying painful vs painless DPN. Conclusions Machine learning models trained on large cross-sectional cohorts were able to accurately classify painful or painless DPN on an independent population-based dataset. Painful DPN is associated with more depression, anxiety and certain personality traits. It is also associated with poorer self-reported quality of life, younger age, poor glucose control and high Body Mass Index (BMI). The models showed good performance in realistic conditions in the presence of missing values and noisy datasets. These models can be used either in the clinical context to assist patient stratification based on the risk of painful DPN or return broad risk categories based on user input. Model’s performance and calibration suggest that in both cases they could potentially improve diagnosis and outcomes by changing modifiable factors like BMI and HbA1c control and institute earlier preventive or supportive measures like psychological interventions.
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