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6668 citation(s) found for "Xu, William".

Volatile Anesthetics: A Comprehensive Review of Pharmacology, Delivery Systems, and Safety Considerations for ICU Practitioners
Kopańczyk, Rafał , Wieruszewski, Patrick M., Yin, Wenyuan, Mulvoy, William P., Theodore, Danny , Gurnani, Payal K. , Szczypta, Robert E., Naslund, Jenna S., Bank, T. Caroline, Rausen, Michelle , Jarzebowski, Mary, Wilder, Markisha, Patel, Ambrish B., Denchev, Krassimir L, Feichtinger, Stuart, Pearl, Ronald G. , Laudański, Krzysztof , Wieruszewski, Patrick M. , Yin, Wenyuan , Smischney, Nathan J. , Bank, Tracy Caroline , Jarzebowski, Mary, Brainard, Jason C. , Denchev, Krassimir

Critical Care Medicine | January 20, 2026 | Volume: 54 | Issue: 4 | Pages: 926-938

10.1097/ccm.0000000000007042 | PMID 41556744 Get It

OBJECTIVE: Volatile anesthetics (VAs) are gaining renewed interest as a sedation strategy in the intensive care, offering an alternative to traditional IV agents. VAs provide several pharmacologic advantages, including rapid onset and offset, minimal systemic metabolism, and favorable recovery profiles. Advances in delivery systems enabled the safe and practical administration of volatile agents in the ICU. Thus, we aimed to describe the pharmacology and safety aspects of inhaled agents as well as the systems designed to deliver VAs in the ICU. DATA SOURCES: Relevant literature was identified through PubMed and MEDLINE databases. STUDY SELECTION: Original research, review articles, commentaries, and guidelines addressing safety, efficacy, and use of VAs in adult ICU patients were included. DATA EXTRACTION: Studies were reviewed by the authors, with key findings summarized and organized by pharmacologic properties, delivery systems, and safety domains. DATA SYNTHESIS: VAs are halogenated hydrocarbons whose mechanism of action is not fully understood. Although the CNS is the primary site of action, the end-tidal concentration of exhaled anesthetic is used to monitor clinical effects such as immobility to a noxious stimulus. Inhaled agents have unique pharmacokinetics, minimal metabolisms, and distinct recovery. The side effect profile is also unique, with malignant hyperthermia being the most feared, yet rare complication. Two systems for inhalational sedation delivery are available internationally, with one currently under evaluation in the United States. The systems are composed of a miniature vaporizer, delivery controller, and a monitor. The systems have distinct safety considerations, such as tidal volume limits. CONCLUSIONS: VAs can be used as sedative agents in the ICU. This article comprehensively reviews the pharmacology of VAs along with their safety profile and describes the structure and function of miniature vaporizers currently available on the world market.
Noise in the diagnosis of epilepsy by experts
Nascimento, Fábio A. , McLaren, John R. , Zhao, Wei, Katyal, Roohi , Sheikh, Irfan S., Kong, Wan Yee , Aljaafari, Danah , Barot, Nirav, Benbadis, Selim, Friedman, Daniel, Gavvala, Jay R. , Halford, Jonathan, Hogan, R. Edward, Kaplan, Peter W., Matthews, Rebecca, O'Donovan, Cormac, Stefan, Rampp, Sirven, Joseph I , Tatum, William O. , Williams, Jonathan, Yacubian, Elza Márcia, Yuan, Doyle, Beniczky, Sándor, Sibony, Olivier, Westover, M. Brandon, Benbadis, Selim R. , Westover, M. Brandon , McLaren, John R. , Benbadis, S , Karakis, Ioannis , Schuele, Stephan , Sirven, Joseph, Tatum, William O , Beniczky, Sándor , Westover, M Brandon , Gavvala, Jay R , Nascimento, Fábio A , Barot, Nirav, Friedman, Daniel , Halford, Jonathan J. , Hogan, R Edward , Kaplan, Peter W., Karakis, Ioannis , Maheshwari, Atul , Matthews, Rebecca, O'Donovan, Cormac, Williams, Jonathan, Yacubian, Elza Márcia, Yuan, Doyle , Sibony, Olivier

Epileptic Disorders | January 20, 2026 | Volume: 28 | Issue: 2 | Pages: 457-469

10.1002/epd2.70181 | PMID 41556879 Get It

Abstract Objective To measure the relative levels of signal and noise in expert diagnosis of epilepsy. Methods Twenty multinational epileptologists independently reviewed 50 vignettes of adult and pediatric patients presenting with suspected seizure(s) on two separate occasions with a ≥30‐day washout period. Experts provided a diagnosis of epilepsy or non‐epilepsy based on clinical information and, if requested, routine EEG and neuroimaging data. Cases had an established clinical diagnosis of epilepsy or non‐epilepsy based on capture of habitual paroxysmal events on video‐EEG or long‐term clinical follow‐up. Experts' judgments were analyzed to decompose variability into different sources: signal (objective differences between cases), level noise (experts' bias toward over/under‐diagnosis), pattern noise (experts' idiosyncratic reactions to specific case features), and occasion noise (inconsistency across occasions). Results The probability of an expert making a different diagnosis for a given case on two different occasions was 16%. The probability of two different experts making a different diagnosis for the same case was 26%. Signal (case “difficulty”) accounted for 66–69% of total variation, with 31–34% attributable to noise. Level noise was the largest contributor in the absence of EEG/neuroimaging results (23%), while pattern noise dominated when test results were available (24%). Occasion noise contributed relatively little (1%) but was still sufficient to cause diagnostic reversals in 16–22% between occasions. Significance The degree of noise in expert diagnosis of epilepsy is substantial, stemming primarily from physicians' idiosyncratic interpretations of case features and variable dispositions toward over‐ or under‐diagnosis. Strategies to improve reliability are needed, including standardized data collection protocols and structured decision algorithms. For “difficult cases,” where expert reliability and accuracy are lowest, our findings support current clinical practice which favors early referral for video‐EEG monitoring over reliance on diagnostic anchoring. This diagnostic pathway may become more accessible with advances in EEG technology (e.g., wearable devices) and artificial intelligence.
Novel Aggressive Subtype of Multiple System Atrophy Identified by Unsupervised Machine Learning
Sekiya, Hiroaki , Ono, Daisuke , Maier, Alexia R., DeTure, Michael , Ross, Owen, Uitti, Ryan J. , Wszolek, Zbigniew K., Dickson, Dennis W., Dickson, Dennis W. , Ross, Owen A. , Ross, Owen A , Dickson, Dennis W , Sekiya, Hiroaki , Soto‐Beasley, Alexandra I. , Cheshire, William P. , Wszołek, Zbigniew K.

Annals of Neurology | January 20, 2026 | Volume: 99 | Issue: 4 | Pages: 989-1000

10.1002/ana.78131 | PMID 41556315 Get It

Objectives Multiple system atrophy (MSA) is classified into parkinsonian (MSA‐P) and cerebellar (MSA‐C) phenotypes based on predominant motor features, with corresponding pathological classifications of striatonigral (SN) degeneration and olivopontocerebellar (OPC) atrophy; however, disease progression patterns remain poorly understood. We aimed to identify novel MSA subtypes based on neuronal loss patterns using unsupervised machine learning. Methods We applied the Subtype and Stage Inference (SuStaIn) algorithm to analyze neuronal loss patterns in 167 autopsy‐confirmed MSA. Neuronal loss was semi‐quantitatively assessed in 5 brain regions: putamen, substantia nigra, pontine nucleus, inferior olivary nucleus, and cerebellar Purkinje cells. Obtained subtypes were validated by clinicopathological information. Results Three distinct subtypes were identified: SN‐early subtype (54% [86/160]) with initial SN neuronal loss, OPC‐early subtype (28% [44/160]) with early OPC involvement, and SN‐OPC‐synchronous subtype (19% [30/160]) with concurrent early neuronal loss in both systems. These subtypes corresponded well with clinical phenotypes. The SN‐OPC‐synchronous subtype exhibited significantly shorter survival (median 6.2 years vs 6.9 and 7.4 years in SN‐early and OPC‐early subtypes; p = 0.0049), more frequent rapid progression (57% vs 24% and 41% in SN‐early and OPC‐early subtypes; p = 0.0048), and more frequent early falls (70% vs 36% and 50% in SN‐early and OPC‐early subtypes; p = 0.0039). Immunohistochemical validation confirmed extensive α‐synuclein pathology in both SN and OPC systems in the SN‐OPC‐synchronous subtype. Interpretation The SN‐OPC‐synchronous subtype provides insights into α‐synuclein propagation mechanisms, suggesting multiple initial seeding sites rather than unidirectional spread. This computational approach uncovered disease heterogeneity undetectable by conventional methods, potentially benefiting clinical trials through patient stratification. ANN NEUROL 2026;99:989–1000
Ultrasound Depiction of the Optimal Window for Needle Placement for Electromyography of the Short Head of the Biceps Femoris
Hass, Reece M. , Mitchell, C., Meiling, James B. , Litchy, William J. , Boon, Andrea J. , Hass, Reece M. , Mitchell, Cecilia V , Meiling, James B

Muscle & Nerve | January 19, 2026 | Volume: 73 | Issue: 4 | Pages: 630-634

10.1002/mus.70154 | PMID 41553101 Get It

ABSTRACT Introduction/Aims Accurate needle electromyography (EMG) of the short head of the biceps femoris (SHBF) is often important to localize nerve damage when proximal to the fibular head. Techniques have been proposed for accurate SHBF EMG; however, needle placement accuracy is low and with the risk of inadvertent needle placement into the long head (LHBF) potentially resulting in false localization and inappropriate operative management. This study aimed to define the optimal window for accurate SHBF needle EMG placement through ultrasound (US) investigation of the anatomical relationships of the SHBF, LHBF, and common fibular nerve (CFN) in the distal posterolateral thigh. Methods Forty lower limbs from 20 healthy adults were evaluated using US. Distances from the popliteal crease (PC) to the SHBF and LHBF myotendinous junctions and position of the CFN in the popliteal fossa were recorded. The “SHBF window” was defined as the region where the SHBF muscle body is present in the absence of the LHBF. Results The SHBF was located anterolateral to the LHBF tendon/muscle and the CFN medial to the SHBF in all limbs. The average distances from the PC to SHBF and LHBF muscles were 0.6 and 6.4 cm, respectively. The optimal “SHBF window” was identified to be 3–4 cm (2–3 fingerbreadths) proximal to the PC, anterolateral to the LHBF tendon in the distal thigh. Discussion SHBF examination within this optimized window results in increased accuracy of needle placement, aiding in the electrodiagnostic localization of fibular nerve lesions.
Prioritizing Neurocognitive and Psychosocial Outcomes in Adults With Congenital Heart Disease: A Consensus Statement From the Adults With Congenital Heart Disease/Neuro 2024 Conference
Jackson, Jamie L. , Wolfe, Kelly R. , Gaynor, J. William , Suarez, Laura, Umfleet, Laura Glass, Puder, Rick, Brown, Katie, Cassidy, Adam, Gurvitz, Michelle , Suárez, L. Pérez , Suarez, Laura , Umfleet, Laura , Cassidy, Adam R , Wolfe, Kelly R , Jackson, Jamie , Cassidy, Adam R.

Journal of the American Heart Association | January 19, 2026 | Volume: 15 | Issue: 2 | Pages: No page available

10.1161/jaha.125.042672 | PMID 41553047 Get It

Individuals with congenital heart disease are living well into adulthood, resulting in a growing population at risk for neurocognitive and psychosocial challenges. Numerous studies have described these risks in childhood, but significant gaps remain in our understanding of how those challenges evolve across stages of adulthood and how to optimally integrate neurocognitive and psychosocial care for adults with congenital heart disease. A multidisciplinary group of experts and patient partners assembled in April 2024 in Atlanta, GA, forming 3 working groups: (1) Genetics and Brain Health, (2) Characterizing Neuropsychological and Psychological Outcomes, and (3) Neuropsychological and Psychosocial Interventions. Current knowledge was reviewed, knowledge gaps were identified, and recommendations to address these gaps were formulated. Five critical questions regarding the characterization of neuropsychological and psychological outcomes of adults with congenital heart disease were prioritized for discussion: which neurocognitive and psychosocial domains should be prioritized in research and clinical care, what are the trajectories of neurocognitive and psychosocial functioning over the lifespan, how should neurocognitive and psychosocial screening be deployed, what should neurocognitive and psychosocial assessments include, and how do we make comprehensive neurocognitive and psychosocial care a reality. Although many gaps in knowledge were identified, particularly around characterizing neurocognitive trajectories throughout adulthood, there is substantial evidence of increased risk for poor psychosocial outcomes among adults with with congenital heart disease. Clinical and research advances must progress in tandem to address these risks. Specific recommendations for advancing this field over the next decade are offered.
Development and Validation of a Multivariable Prediction Model for Kidney Failure in Early Autosomal Dominant Polycystic Kidney Disease
Yu, Alan S.L. , Cohen, Aarón , Chebib, Fouad T. , Landsittel, Douglas P., Chapman, Arlene B., Mrug, Michal , Harris, Peter C. , Ables, Erin , Parker, C., Debeh, Fadi George Munairdjy , Chedid, Maroun , Bae, Kyongtae Ty, Chebib, Fouad T , Harris, Peter C , Ables, Erin , Parker, Chelsie , Munairdjy Debeh, Fadi George , Elbarougy, Doaa E , Bae, Kyongtae Ty , Yu, Alan S L , Cohen, Aaron, Torres, Vicente E. , Landsittel, Douglas P. , Chapman, Arlene B. , Rahbari-Oskoui, Frederic F. , Elbarougy, Doaa E. , Bennett, William M.

Journal of the American Society of Nephrology | January 19, 2026 | Volume: 37 | Issue: 5 | Pages: 1010-1021

10.1681/asn.0000000950 | PMID 41563252 Get It

Key Points Data were collected from a cohort of 759 patients with autosomal dominant polycystic kidney disease that were followed for a median of 10.2 years. Prognostic models were developed to predict kidney failure using routinely obtained clinical information and externally validated. Risk predictions had good discrimination and calibration over a time horizon of 15 years. Background Autosomal dominant polycystic kidney disease (ADPKD) is a common cause of kidney failure. Progression is highly variable, and accurate prognostic information is needed to guide early treatment decisions. The objective of this study was to develop a multivariable predictive model for progression to kidney failure. Methods We developed prognostic models using Cox regression for the outcome of kidney failure, defined as eGFR <15 ml/min per 1.73 m 2 , dialysis, or kidney transplantation. The development dataset consisted of participants in the Consortium for Radiologic Imaging Studies of Polycystic Kidney Disease (CRISP) and Halt Progression of Polycystic Kidney Disease study A (HALT-A) studies. The validation dataset consisted of patients with ADPKD in the Mayo clinical registry aged 15–49 years, with eGFR ≥60 ml/min per 1.73 m 2 . Predictor variables in the base model were age, sex, creatinine or eGFR, ADPKD genotype, and Mayo Imaging Class. Clinical and laboratory data were evaluated in the full model. Results The development cohort included 759 patients with baseline eGFR of 91±29 ml/min per 1.73 m 2 (mean±SD), of whom 16% reached end point after median (interquartile range) follow-up of 10.2 (5.5–16.7) years. The validation cohort included 535 patients with baseline eGFR of 90±31 ml/min per 1.73 m 2 (mean±SD), of whom 11% reached end point after median (interquartile range) follow-up of 5.5 (1.5–13.7) years. The full model, including age, sex, serum creatinine, Mayo Imaging Class, total carbon dioxide, hemoglobin, diastolic BP, and body mass index, had a C-index of 0.81 (95% confidence interval, 0.72 to 0.90) in the validation cohort and 0.75 (95% confidence interval, 0.62 to 0.88) when ADPKD genotype was also included. Risk predictions from base and full models were well-calibrated out to 15 years. Conclusions In persons with early ADPKD and preserved eGFR, a model using routinely obtained clinical information quantified risk of kidney failure over 15 years.
Non-Invasive Multiplexed Real-Time Threshold Detection of Cardiac, Renal, and Metabolic Biomarkers via Wrist-Worn Infrared Spectroscopy
Katz, Jessie, Soto‐Ruiz, Karina M. , Rh, Christenson , Wu, Alan HB, Jaffe, Allan S. , Peacock, W. Frank, Titus, Jitto , Jaffe, Allan S. , Peacock, William Frank

No container title available | January 17, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.01.15.26344213 Get It

Abstract Object Transdermal biosensors may provide an alternative to conventional blood-based biomarker measurement. Our purpose was to determine the binary correlation between transdermal (Infrasensor™; RCE, Inc, Carlsbad, CA) and conventional blood-based measurements. Methods This was a secondary analysis from a previously published observational cardiac troponin I (cTnI) study performed to establish the upper reference level of cTnI, at 10 US hospitals. After obtaining informed consent, 2 cohorts of patients were enrolled: 1) those who completed a health assessment questionnaire and appeared healthy, and 2) those with a known elevated cTnI per the local hospital standard assay. All blood lab analyses were performed at the University of Maryland Medical Center, Baltimore, MD. Normal was defined as cTnI <53.48 ng/L (male) or 34.11 ng/L (female) using the Siemens Atellica IM assay (Siemens Medical Solutions, Mountain View, CA), NT-proBNP <450 pg/mL (>75 years) or <124 pg/mL (<75 years), creatinine >1.17 mg/dL (male) or >0.95 mg/dL (female), and HbA1c <6.4%. The Infrasensor was placed on the patient’s wrist for measurement and blood drawn for analysis at approximately the same time. Results Of 840 enrolled patients, the median (IQR) age was 46 (30,57), 416 (49.5%) were female, 10.36% Hispanic, 6.7% Asian, 12.9% African American, and 69.1% White. Elevated lab tests were 102 hscTnI’s, 156 NTproBNP’s, 37 HbA1C’s, and 163 creatinine’s. Significant binary correlations were found between all transdermal signals and the corresponding lab blood levels Conclusion Infrasensor transcutaneous measurement demonstrates similar results as that obtained from blood testing in the central laboratory. Capsule The Infrasensor (RCE, Inc, Carlsbad, CA, USA) is rapid point of care transcutaneous biomarker measurement device. This study evaluated its ability to provide qualitative results for troponin I, NTproBNP, creatinine, and HbA1c levels in 840 patients. Significant correlations were found between all transdermal signals and the corresponding binary lab blood levels.
Comprehensive Assessment of Direct and Passive Smoking Across the Pancreatitis Spectrum
Yadav, Dhiraj, Xu, Jun, Fisher, W. E., Fogel, Evan L. , Forsmark, Chris, Hart, Phil A., Li, Liang, Sj, Pandol, Park, Walter G., Trikudanathan, Guru, Vege, Santhi Swaroop, Conwell, Darwin L., Park, Walter G. , Han, Samuel , Yadav, Dhiraj, Bellin, Melena D. , Fisher, William E., Forsmark, Chris E. , Trikudanathan, Guru , Van Den Eeden, Stephen K , Vege, Santhi Swaroop , Conwell, Darwin L. , Jeon, Christie Y.

Pancreas | January 16, 2026 | Volume: 55 | Issue: 6 | Pages: e653-e660

10.1097/mpa.0000000000002621 | PMID 41544102 Get It

Objectives: Smoking is a key risk factor for pancreatitis, contributing to pathogenesis and disease progression. Data regarding second-hand smoking, or passive smoking (PS) exposure, are lacking. We therefore aimed to assess the impact of PS exposure across the pancreatitis spectrum. Methods: We analyzed baseline data from the PROCEED study, a multicenter study in the United States including patients with acute (AP), recurrent acute (RAP), and chronic (CP) pancreatitis. Participants detailed their individual smoking history and PS exposure, which was compared between AP, RAP, and CP subgroups. Participant factors and clinical characteristics were compared by level of individual and PS exposure. Results: Among 1369 participants (190 AP, 498 RAP, 681 CP), 346 (25.3%) were current and 409 (29.9%) were former smokers. The CP subgroup had the highest proportion of current smokers (36.7% CP vs 15.1% RAP, 11.1% AP, P < 0.001). PS exposure was also significantly higher in the CP subgroup (68.6% CP vs 58.2% RAP, 55.3% AP, P < 0.001). A minority (16.3%) with CP reported no smoking exposure (by self or passive) while nearly half smoked ≥20 pack-years. The mean PS duration was significantly higher in CP participants (21.8 y) compared with those with AP (17.8 y) or RAP (18.9 y) ( P < 0.0166). Conclusions: In this multicenter study, we affirmed an association with smoking use and intensity with CP-related complications. For the first time, we report a high prevalence of prior exposure to passive smoking in all pancreatitis subtypes, which requires further study to understand the impact on disease outcomes.
Research Code Sharing in Support of Gold Standard Science
Klonoff, David C., Espinoza, Juan, Mader, Julia K., Heinemann, Lutz, Cobelli, Claudio, Kerr, David , Kovatchev, Boris, Najafi, Bijan , Prahalad, Priya , Zheng, Yaguang , Shao, Mandy M. , Scheideman, Agatha F. , DuNova, Ashley Y. , Kohn, Michael , Umpierrez, Guillermo E., Malek, Aiman Abdel, Agus, Michael S. D., Ahn, David T., AlSaad, Rawan , AL-SOFIANI, MOHAMMED, Armstrong, David, Arnold, Mark A., Bequette, B. Wayne , Bellazzi, Riccardo, Cengiz, Eda, Chase, J. Geoffrey, Chen, Jake Y. , Cichosz, Simon Lebech , Clements, Mark A. , Close, Kelly L., Cuadros, Jorge , Contreras, Ivan, Drincic, Andjela , Facchinetti, Andrea, Fleming, G. Alexander , Gabbay, Monica A. L., Healey, Elizabeth, Hoang, Thanh D., Kulzer, Bernhard, Belle, Jeff La, Lee, Aaron, Lee, Cecilia S., Lee, Wei-An , Liepmann, Dorian , Maahs, David M. , Mathioudakis, Nestoras, Metwally, Ahmed A., Mohan, Viswanathan, Moon, Sun-Joon, Raeder, Helge, Rhee, Connie, Rhee, Eun-Jung, Scheinker, David , Shah, Viral N., Snyder, Michael P., Sode, Koji, Spanakis, Elias K., Svensson, Jannet, Vaswani, Nitin, Vareth, Maryam, Wallia, Amisha , Wang, Tao, Williams, Ebonie, Wolf, Ruth, Wong, Jenise C., Yeshiwas, Sewagegn, Shah, Shahid N. , Cobelli, Claudio , Snyder, M , Kovatchev, Boris , Heinemann, Lutz , Espinoza, Juan , Mathioudakis, Nestoras , Mader, Julia K. , Klonoff, David C , Espinoza, Juan , Mader, Julia K , Heinemann, Lutz , Cobelli, Claudio , Kovatchev, Boris , Umpierrez, Guillermo E. , Wong, Tien Y , Abdel Malek, Aiman , Agus, Michael S D , Ahn, David T , AlSaad, Rawan , Al-Sofiani, Mohammed E , Armstrong, David , Arnold, Mark A , Bee, Yong Mong , Bequette, B Wayne , Bellazzi, Riccardo , Cengiz, Eda , Chase, James Geoffrey , Chen, Haipeng , Chen, Jake Y , Cichosz, Simon L , Cinar, Ali , Clements, Mark A , Close, Kelly L , Cuadros, Jorge , Contreras, Ivan , Datta, Gora , Dhatariya, Ketan , Doyle, Francis J , Drincic, Angela , Facchinetti, Andrea , Fleming, G Alexander , Foreman, Joshua , Gabbay, Monica A L , Gutierrez-Osuna, Ricardo , Healey, Elizabeth , Hoang, Thanh D , Jacobs, Peter G , Kulzer, Bernhard , La Belle, Jeff , Lee, Aaron Y , Lee, Cecilia S , Lee, Wei-An Andy , Liepmann, Dorian , Maahs, David M , Mathioudakis, Nestoras N , Meo, Sultan A , Metwally, Ahmed A , Misra, Shivani , Mohan, Viswanathan , Moon, Sun-Joon , Raeder, Helge , Rhee, Connie M , Rhee, Eun-Jung , Scheinker, David , Shah, Viral N , Sheng, Bin , Snyder, Michael , Sode, Koji , Spanakis, Elias K , Svensson, Jannet , Vaswani, Nitin , Vareth, Maryam , Vehi, Josep , Wallia, Amisha , Waki, Kayo , Wang, Tao , Williams, Eric , Wolf, Risa M , Wong, Jenise C , Bekele, Sewagegn Yeshiwas , Zilbermint, Mihail , Shah, Shahid N , Klonoff, David C. , DuBord, Ashley Y., Wong, Tien Yin , Agus, Michael S. D. , Ahn, David , Close, Kelly L. , Dhatariya, Ketan , Doyle, Francis J. , Rhee, Connie M. , Sode, Koji , Spanakis, Elias K. , Waki, Kayo , Wong, Jenise C. , Zilbermint, Mihail

Journal of Diabetes Science and Technology | January 14, 2026 | Volume: 20 | Issue: 3 | Pages: 609-619

10.1177/19322968251391819 | PMID 41532590 Get It

Sharing research code in an open access version-controlled repository offers significant benefits for both science as a whole and for individual researchers. In this article, we focus on this practice, which is fully aligned with the NIH’s Gold Standard Science (GSS) program as well as FAIR (findable, accessible, interoperable, reusable) and TRUST (transparency, responsibility, user focus, sustainability, technology) principles. Gold Standard Science supports open science by emphasizing transparency, reproducibility, and the use of best practices that enable others to verify and extend research. Pairing a research article’s cited data snapshot with a versioned, environment-specific code release, deposited in a companion code repository, ensures that, upon submission to a medical journal, readers and reviewers can directly verify results. An executable and updatable companion code repository complements, rather than replaces, established research data repositories. When code underlying medical research results is made openly available, then other scientists can inspect, run, and validate analyses. These activities enhance reproducibility, which is a core aim of GSS. Shared code also facilitates collaborative innovation by allowing researchers to extend the utility of the code to new datasets and applications. For researchers, code sharing can increase visibility, credibility, and citation impact. Demonstrating transparency through shared executable and updatable code builds trust with journal readers, peer reviewers, funders, and peers. Shared code in an open access repository signals adherence to high standards of scientific integrity and attracts opportunities for collaboration. A researcher who shares code receives recognition as a leader in reproducible, trustworthy research consistent with NIH’s GSS principles.