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Nevin Manimala Statistics

Cross-Sectional Study Evaluating Clinical & Psychological Impact of Limited Access to Healthcare in Chronic Pain Patients During the COVID-19 Pandemic

Pain Physician. 2022 Sep;25(6):427-439.

ABSTRACT

BACKGROUND: COVID-19 quarantine measures have created new challenges in the delivery of medical care, especially in the realm of medical and interventional chronic pain management. This study evaluated the effect of COVID-19 social distancing and quarantine measures on symptoms of pain and anxiety, as well as substance abuse and health care engagement in patients with chronic pain and the role of the clinic’s virtual assessment initiatives in managing these patients.

METHODS: A 24-question cross-sectional survey was conducted with patients with chronic pain seen at the Montefiore Medical Center Comprehensive Pain Clinic from June 2020 through July 2020. The survey was administered to 552 high-utilizer patients via telephone, evaluating domains such as pain, anxiety, substance use, and health care engagement. The questions were quantitively assessed on a Likert scale or a numerical rating scale. We used descriptive statistics to report our results.

RESULTS: Of the 1,023 patients identified as high utilizers of the pain clinic, 552 patients participated in the survey. The median (25th-75th percentile) pain score reported was 7 (5-9) for all responders. Approximately 50% of the patients reported that they were anxious about their pain and somewhat or very concerned that their pain would be uncontrolled during the pandemic. Further, the severity of the pain reported was associated with sleep, appetite, and mood changes. In our cohort, 95% of all patients denied using alcohol, 92% denied using marijuana, and 98% denied using other recreational drugs to manage their pain during the pandemic. In addition, just more than three-fourths (79%) of all patients reported needing to speak with their health care provider during the pandemic.

CONCLUSIONS: The survey conducted among high-utilizers demonstrated that patients who remained engaged with their health care team reported minimal concerns regarding chronic pain and associated symptoms during the COVID-19 quarantine period. In addition, the early implementation of virtual consults in the pain clinic may have contributed to mitigating patient concerns. Finally, the study also identified the importance of outreach and patient education on the availability and utilization of telemedicine services. Consequently, it is reasonable to implement virtual assessments and visits alongside other education outreach methods to engage patients with chronic pain who frequently utilize chronic pain health care resources.

PMID:36122253

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Nevin Manimala Statistics

Threading single proteins through pores to compare their energy landscapes

Proc Natl Acad Sci U S A. 2022 Sep 27;119(39):e2202779119. doi: 10.1073/pnas.2202779119. Epub 2022 Sep 19.

ABSTRACT

Translocation of proteins is correlated with structural fluctuations that access conformational states higher in free energy than the folded state. We use electric fields at the solid-state nanopore to control the relative free energy and occupancy of different protein conformational states at the single-molecule level. The change in occupancy of different protein conformations as a function of electric field gives rise to shifts in the measured distributions of ionic current blockades and residence times. We probe the statistics of the ionic current blockades and residence times for three mutants of the [Formula: see text]-repressor family in order to determine the number of accessible conformational states of each mutant and evaluate the ruggedness of their free energy landscapes. Translocation becomes faster at higher electric fields when additional flexible conformations are available for threading through the pore. At the same time, folding rates are not correlated with ease of translocation; a slow-folding mutant with a low-lying intermediate state translocates faster than a faster-folding two-state mutant. Such behavior allows us to distinguish among protein mutants by selecting for the degree of current blockade and residence time at the pore. Based on these findings, we present a simple free energy model that explains the complementary relationship between folding equilibrium constants and translocation rates.

PMID:36122213 | DOI:10.1073/pnas.2202779119

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Nevin Manimala Statistics

A quantile integral linear model to quantify genetic effects on phenotypic variability

Proc Natl Acad Sci U S A. 2022 Sep 27;119(39):e2212959119. doi: 10.1073/pnas.2212959119. Epub 2022 Sep 19.

ABSTRACT

Detecting genetic variants associated with the variance of complex traits, that is, variance quantitative trait loci (vQTLs), can provide crucial insights into the interplay between genes and environments and how they jointly shape human phenotypes in the population. We propose a quantile integral linear model (QUAIL) to estimate genetic effects on trait variability. Through extensive simulations and analyses of real data, we demonstrate that QUAIL provides computationally efficient and statistically powerful vQTL mapping that is robust to non-Gaussian phenotypes and confounding effects on phenotypic variability. Applied to UK Biobank (n = 375,791), QUAIL identified 11 vQTLs for body mass index (BMI) that have not been previously reported. Top vQTL findings showed substantial enrichment for interactions with physical activities and sedentary behavior. Furthermore, variance polygenic scores (vPGSs) based on QUAIL effect estimates showed superior predictive performance on both population-level and within-individual BMI variability compared to existing approaches. Overall, QUAIL is a unified framework to quantify genetic effects on the phenotypic variability at both single-variant and vPGS levels. It addresses critical limitations in existing approaches and may have broad applications in future gene-environment interaction studies.

PMID:36122202 | DOI:10.1073/pnas.2212959119

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Nevin Manimala Statistics

Reliability and diagnostic accuracy of radiography for the diagnosis of calcium pyrophosphate deposition: performance of the novel definitions developed by an international multidisciplinary working group

Arthritis Rheumatol. 2022 Sep 19. doi: 10.1002/art.42368. Online ahead of print.

ABSTRACT

OBJECTIVES: To assess the reliability and diagnostic accuracy of new radiographic definitions for calcium pyrophosphate deposition (CPPD) identification, developed by an international multidisciplinary working group.

METHODS: Patients with knee osteoarthritis scheduled for knee replacement were enrolled. Two radiologists and two rheumatologists assessed twice the images for presence/absence of CPPD on menisci, hyaline cartilage, tendons, joint capsule, synovial membrane, using the new definitions. In case of disagreement, a consensus decision was taken and considered for the assessment of diagnostic performance. Histological examination of specimens under compensated polarized light microscopy was the reference standard. Prevalence-adjusted bias-adjusted kappa (PABAK) was used to assess the reliability. Diagnostic performance statistics were calculated.

RESULTS: Sixty-seven participants were enrolled for the reliability study. The inter-observer reliability was substantial in most of the assessed structures when considering all 4 readers (kappa range 0.59 – 0.90), substantial to almost perfect among radiologists (kappa range 0.70-0.91), and moderate to almost perfect among rheumatologists (kappa range 0.46 – 0.88). The intra-observer reliability was substantial to almost perfect for all the observers (kappa range 0.70 – 1). Fifty-one patients were enrolled for the accuracy study. Radiography demonstrated to be specific for CPPD (92%), but sensitivity remained low in all sites and in the overall diagnosis (54%).

CONCLUSION: The new imaging definitions of CPPD are highly specific against the gold standard of histological diagnosis; when described findings are present these definitions allow for a definite diagnosis of CPPD, rather than other calcium-containing crystal depositions; instead a negative finding does not exclude the diagnosis.

PMID:36122187 | DOI:10.1002/art.42368

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Nevin Manimala Statistics

Addressing a Rule of Thumb: Modeling the Effects of Meteorological Conditions on Prescription of Antimicrobials in Aquaculture

Microbiol Spectr. 2022 Sep 20:e0175222. doi: 10.1128/spectrum.01752-22. Online ahead of print.

ABSTRACT

Meteorological phenomena such as warm summer temperatures and increased numbers of sunlight hours have repeatedly been hypothesized to be associated with infectious diseases and an increased prescription of antimicrobial compounds in Danish aquaculture. To address this hypothesis, we prepared statistical models incorporating aquaculture production data from Danish Aquaculture, detailed records on prescription of antimicrobials from the Danish VETSTAT program, and meteorological data from 2001 to 2019 from the Danish Meteorological Institute. Separate series of models were made and refined for land-based and marine production, respectively. For both production forms, the models identify summer sunlight hours as having a significant influence on antimicrobial use. In addition to summer sunlight, spring sunlight and water temperature were integral, although not statistically significant, parameters when modeling antimicrobial use in marine production. Although the extensive availability and accuracy of relevant data are associated with Danish production, we believe the results allow for more general conclusions on the influence of meteorological parameters on outbreaks of bacterial pathogens in international aquaculture. Such insights could have a substantial impact on prophylactic strategies, fish husbandry, and our understanding of how increasing temperatures may affect future antimicrobial usage in the global aquaculture industry. IMPORTANCE Global aquaculture production has been rapidly increasing for decades and is set to play a pivotal role in feeding a growing human population. Along with the growth in aquaculture production, the annual global use of antimicrobials is estimated to increase by one-third between 2017 and 2030. Using detailed antimicrobial prescription records as a proxy for outbreaks, we were able to evaluate the effects of a variety of meteorological parameters through statistical modeling. Our results lend scientific support to informal observations from the industry, but more importantly, this study provides novel, essential information on the importance of abiotic factors that can, in turn, lead to improved prophylactic efforts and thus help to reduce antimicrobial use in global aquaculture.

PMID:36122183 | DOI:10.1128/spectrum.01752-22

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Nevin Manimala Statistics

Breathing Pattern Estimation Using Wearable Bioimpedance for Assessing COPD Severity

IEEE J Biomed Health Inform. 2022 Sep 19;PP. doi: 10.1109/JBHI.2022.3207416. Online ahead of print.

ABSTRACT

Breathing pattern has been shown to be different in chronic obstructive pulmonary disease (COPD) patients compared to healthy controls during rest and walking. In this study we evaluated respiratory parameters and the breathing variability of COPD patients as a function of their severity. Thoracic bioimpedance was acquired on 66 COPD patients during the performance of the six-minute walk test (6MWT), as well as 5 minutes before and after the test while the patients were seated, i.e. resting and recovery phases. The patients were classified by their level of airflow limitation into moderate and severe groups. We characterized the breathing patterns by evaluating common respiratory parameters using only wearable bioimpedance. Specifically, we computed the median and the coefficient of variation of the parameters during the three phases of the protocol, and evaluated the statistical differences between the two COPD severity groups. We observed significant differences between the COPD severity groups only during the sitting phases, whereas the behavior during the 6MWT was similar. Particularly, we observed an inverse relationship between breathing pattern variability and COPD severity, which may indicate that the most severely diseased patients had a more restricted breathing compared to the moderate patients.

PMID:36121947 | DOI:10.1109/JBHI.2022.3207416

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Nevin Manimala Statistics

Multi-modal Understanding and Generation for Medical Images and Text via Vision-Language Pre-Training

IEEE J Biomed Health Inform. 2022 Sep 19;PP. doi: 10.1109/JBHI.2022.3207502. Online ahead of print.

ABSTRACT

Recently a number of studies demonstrated impressive performance on diverse vision-language multi-modal tasks such as image captioning and visual question answering by extending the BERT architecture with multi-modal pre-training objectives. In this work we explore a broad set of multi-modal representation learning tasks in the medical domain, specifically using radiology images and the unstructured report. We propose Medical Vision Language Learner (MedViLL), which adopts a BERT-based architecture combined with a novel multi-modal attention masking scheme to maximize generalization performance for both vision-language understanding tasks (diagnosis classification, medical image-report retrieval, medical visual question answering) and vision-language generation task (radiology report generation). By statistically and rigorously evaluating the proposed model on four downstream tasks with three radiographic image-report datasets (MIMIC-CXR, Open-I, and VQA-RAD), we empirically demonstrate the superior downstream task performance of MedViLL against various baselines, including task-specific architectures. The source code is publicly available at: https://github.com/SuperSupermoon/MedViLL.

PMID:36121943 | DOI:10.1109/JBHI.2022.3207502

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Nevin Manimala Statistics

The assessment of point-of-care-ultrasound (POCUS) in acute care settings is benefitted by early medical school integration and fellowship training

J Osteopath Med. 2022 Sep 20. doi: 10.1515/jom-2021-0273. Online ahead of print.

ABSTRACT

CONTEXT: Point-of-care ultrasound (POCUS) has widespread utilization in multiple clinical settings. It has been shown to positively influence clinician confidence in diagnosis and can help appropriately manage patients in acute care settings. There has been a growing trend of increased emphasis on incorporating POCUS training in the first 2 years of the medical school curriculum.

OBJECTIVES: This article aims to analyze the clinical use of POCUS in acute settings and how training early in medical school may strengthen clinician confidence and utilization.

METHODS: An anonymous 10-question survey on POCUS use was conducted via a secure online platform and distributed to board-certified practicing physicians (MDs and DOs) with educational agreements with Midwestern University (MWU) across acute care specialties. This included preceptors within the MWU graduate medical education clinical consortium. Survey questions were aimed at assessing frequency of use, machine type, reasons for utilizing POCUS, initial ultrasound training, confidence in performing/interpreting POCUS, and perceived impact on patient outcomes. Surveys less than 50% complete were excluded. All surveys returned were more than 50% complete and thus included in the study. Statistical analyses were conducted utilizing the statistical software R version 4.0.

RESULTS: Surveys were sent out to 187 participants with 68 responses (36.4% response rate). The survey results demonstrated a relationship between learning POCUS earlier in one’s medical career (medical school, residency, or fellowship) to increased use in acute settings when compared to learning POCUS during clinical practice. Of the 68 respondents, 65 (95.6%) indicated that they agree or strongly agree that POCUS use improves patient care, and 64 (94.1%) indicated that they agree or strongly agree that the use of POCUS can improve patient outcomes.

CONCLUSIONS: Our survey of acute care physicians indicated that most respondents utilize POCUS daily or weekly (90.8%), and this was related to fewer years of practice (under 10 years from medical school graduation, 94.6%). Moreover, POCUS was utilized primarily in acute care settings for procedures (25%, n=17/68 respondents). These survey results indicate that early integration of POCUS education in osteopathic medical school curricula and throughout fellowship training could likely enhance POCUS utilization in acute care settings.

PMID:36121935 | DOI:10.1515/jom-2021-0273

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Nevin Manimala Statistics

Is medical dissolution treatment for uric acid stones more cost-effective than surgical treatment? A novel, solo practice retrospective cost-analysis of medical vs. surgical therapy

Can Urol Assoc J. 2022 Aug 30. doi: 10.5489/cuaj.7833. Online ahead of print.

ABSTRACT

INTRODUCTION: Effective medical dissolution therapy (MDT) for uric acid stones is more cost-effective than surgical treatment; however, treatment failure may be associated with increased cost. We aimed to study the cost-effectiveness of MDT for uric acid stones vs. surgical management.

METHODS: We performed a retrospective study within our institution of all patients receiving MDT for uric acid stones from 2008-2019. All patients had a known history of uric acid stones, urine pH ≤5.5, and <500 Hounsfield units on preoperative computed tomography (CT). The cost of treatment in the dissolution group was compared to the cost of primary surgical treatment in a theoretical matched cohort. Cost was estimated using local Medicare reimbursement scales. Statistical analysis was performed with SPSS Statistics.

RESULTS: A total of 28 patients were identified, of which 18 were included in the study. Complete and partial dissolution occurred in six (33%) and four (22%) patients, respectively. Five (28%) patients developed symptoms and underwent ureteral stent placement. Ureteroscopy and percutaneous nephrolithotomy (PCNL) were each performed in three (17%) patients in whom dissolution treatment was not effective on followup CT. Following dissolution trial, six (33%) patients had residual stone burden requiring surgical intervention. The average cost of treatment, including surgeries was $14 604 in the dissolution group vs. $17 680 in the surgical cohort. The average cost to achieve stone-free status in patients with complete, partial or no response to dissolution were $1675, $10 124, and $21 584, respectively, while primary surgical treatment for the same patients would cost $15 037, $10 901, and $20 511, respectively.

CONCLUSIONS: Successful MDT is highly cost-effective. Incomplete response to dissolution can stem from several reasons and contributes to higher costs and likely decreased quality of life.

PMID:36121885 | DOI:10.5489/cuaj.7833

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Nevin Manimala Statistics

Relationship between knowledge, attitude, and practice of COVID-19 precautionary measures and the frequency of infection among medical students at an Egyptian University

PLoS One. 2022 Sep 19;17(9):e0274473. doi: 10.1371/journal.pone.0274473. eCollection 2022.

ABSTRACT

BACKGROUND: Medical undergraduates are at high risk of COVID-19 infection. Thus, conformance to healthy practices is advised to reduce disease transmission and control the current epidemic. The present study aimed to explore the relationship of knowledge, attitude, and practice (KAP) related to COVID-19 precautionary measures with the frequency of infection among medical students at an Egyptian University.

METHODS: A comparative cross-sectional study was conducted on 404 undergraduate medical students from different grades using a web-based self-administered anonymous questionnaire.

RESULTS: More than one-third of medical students (37.4%) were previously infected with COVID-19, where the majority (60.5%) were diagnosed with relevant signs and symptoms. Medical students with low levels of KAP experienced higher frequencies of infection than did other students. A statistically significant negative correlation was observed between the number of previous COVID-19 infections among medical students and their knowledge and attitude scores toward COVID-19. In addition, a statistically significant positive correlation was noted among KAP scores (P < 0.01).

CONCLUSION: Improving the knowledge, attitude, and conformance of medical students to precautionary measures toward COVID-19 may substantially reduce the risk and frequency of infection and, hence, reduce community transmission.

PMID:36121862 | DOI:10.1371/journal.pone.0274473