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1048 citation(s) found for "Ma, Jin".

Macula densa-specific NOS1 knockout determines susceptibility to ischemic acute kidney injury
Li, M.X. , Lopez, Jessica Bahena, Ni, Runze, Wei, Jin, Dhanireddy, Kiran, Subramanian, Vijay , Wang, Lei , Williams, Kristof M., Zheleznova, Nadezhda N. , Lu, Yan, Fu, Liying, Lai, Enyin, Zhang, Jie, Liu, Ruisheng, Li, Minghua , Liu, Ruisheng , Williams, Kristof , Hall, Nathan, McCormick, James A.

Clinical Science | March 16, 2026 | Volume: 140 | Issue: 4 | Pages: 589-605

10.1042/cs20258807 | PMID 41837645 Get It

Abstract Acute kidney injury (AKI) causes rapid loss of renal function with high morbidity and mortality. Our previous research showed that neuronal nitric oxide synthase (NOS1) mediates nitric oxide-dependent dilation of the afferent arteriole, inhibiting tubuloglomerular feedback (TGF), which critically regulates single nephron glomerular filtration rate (GFR). This mechanism could affect how vulnerable the organ is to ischemic injury, but this has not been directly tested. In the present study, we generated inducible macula densa (MD)-specific NOS1 knockout mice (NKCC2-Cre-NOS1 flox/flox) using a new inducible NKCC2-Cre line crossed with NOS1 flox mice. AKI was induced by 18-min bilateral renal pedicle clamping at 37°C, followed by 48-h reperfusion. Kidney injury was assessed by measuring GFR, plasma creatinine, histology, cytokines, apoptosis, fibrotic factors, and proteomics. Complete NOS1 deletion in MD cells was confirmed through NKCC2/NOS1 immunofluorescence. MD NOS1 deletion enhanced the TGF response, which was further amplified following AKI compared with control (Cre −/−). Following AKI, compared with controls (Cre −/−), NOS1 knockouts showed a significantly lower GFR (236 ± 66 to 24 ± 22 μl/min) and higher plasma creatinine levels, alongside more severe tubular damage evidenced by H&E staining. Cytokine array analysis showed chemokines such as MCP-1 and CXCL1 and macrophage marker CD68 were significantly increased; Western blot analysis showed cleaved caspase-3 levels were significantly increased, indicating enhanced apoptosis. Additionally, fibrosis markers TIMP-1, collagen-3, and α-SMA were significantly up-regulated at both mRNA and protein levels. We further observed increased hypoxia marker hypoxia-inducible factor-1α in MD-specific NOS1 knockout mice (Cre +/−). Global label-free proteomic profiling with targeted validation identified genotype-dependent responses involving haptoglobin, Tacstd2, and Cyp20a1, linking NOS1 deficiency to exaggerated inflammatory, fibrotic, and metabolic pathways. These findings highlight a novel role of MD NOS1 and TGF in AKI pathophysiology, suggesting NOS1 targeting as a therapeutic strategy. Haptoglobin was identified as a downstream plasma signal of NOS1-dependent AKI responses, indicating potential translational value.
Alzheimer's disease Stage 1 and 2: Biology, diagnostics, and treatment
Schindler, Suzanne E., Arias, Jalayne J., Beasley, Brent W. , Farrar, Gill , Fowler, Nicole R., Jack, Clifford R., Jönsson, Linus, Joyce, Geoffrey , Lansdall, Claire J., Maruff, Paul, Mattsson‐Carlgren, Niklas, Mummery, Catherine J. , Murphy, Jennifer, Okhravi, Hamid , Petersen, Ronald C., Raman, Rema, Randolph, Christopher , Sass, Marie Reeberg , Reiman, Eric M., Salvadó, Gemma, Schöll, Michael, Siemers, Eric , Sperling, Reisa A., Thornton‐Wells, Tricia, Tortelli, Rosanna , Tosun, Duygu, Vandevrede, Lawren, Weninger, Stacie, Wessels, Alette M. , Zhou, Jin, Carrillo, Marı́a C., Weber, Christopher J., Carrillo, María C. , Jönsson, Linus , Schindler, Suzanne E. , Hansson, Oskar , Algeciras‐Schimnich, Alicia , Arias, Jalayne J. , Fowler, Nicole R. , Hartz, Sarah M. , Jack, Clifford R. , Maruff, Paul , Mattsson, Niklas , Murphy, Jennifer, Petersen, Ronald C. , Raman, Rema , Reiman, Eric M. , Salvadó, Gemma , Sperling, Reisa Anne , Thornton‐Wells, Tricia A., VandeVrede, Lawren , Villain, Nicolas , Zhou, Jin

Alzheimer's & Dementia: Translational Research & Clinical Interventions | March 12, 2026 | Volume: 12 | Issue: 1 | Pages: No page available

10.1002/trc2.70216 Get It

Abstract Advances in biomarker technology, digital cognitive assessments, and amyloid‐targeting therapies have redefined the opportunities for accurate and early diagnosis and care of Alzheimer's disease (AD). These advances also create new possibilities for intervention before the onset of cognitive impairment. This paradigm shift has increased the focus on Stages 1 and 2 of AD, in which individuals are cognitively unimpaired but exhibit biological evidence of disease. While early identification of AD offers an opportunity to intervene early to delay progression and preserve quality of life, it also presents complex challenges related to communicating diagnostic results to patients and their families, contextualizing the cost effectiveness of early diagnosis and treatment, and implementation of and equitable access to treatments. Recent, successfully enrolled, preclinical AD trials highlight the complex strategies required to identify asymptomatic, biomarker‐positive individuals on a large scale, and demonstrate critical knowledge gaps in inclusion, follow‐up, and long‐term outcome measurement. The Spring 2025 Alzheimer's Association Research Roundtable (AARR) meeting brought together academics, clinicians, industry, and regulatory leaders to exchange perspectives on current challenges, key learnings, and potential strategies for identifying and treating individuals in very early stages of AD, effectively and safely. This paper presents key takeaways from the Spring 2025 AARR meeting. Highlights New criteria for Alzheimer's disease (AD) enable early identification of AD pathology. Blood tests and digital cognitive assessment tools may facilitate early and personalized care. Plasma biomarkers may be scalable in clinical settings but need confirmation or follow‐up assessments in those individuals with equivocal results. Early therapy shows best results in people with lower initial amyloid and tau burden.
Low Incidence of Relapses After Vaccination in Anti‐Aquaporin‐4 Antibody‐Positive NMOSD
Pittock, Sean J. , Nakahara, Jin , Parks, Becky , Allen, Kerstin , Fam, Sami , Nakahara, Jin , Pittock, S J

Annals of Clinical and Translational Neurology | March 11, 2026 | Volume: 13 | Issue: 7 | Pages: 1488-1492

10.1002/acn3.70353 | PMID 41808412 Get It

ABSTRACT Patients with neuromyelitis optica spectrum disorder (NMOSD) may experience increased signs and symptoms of their underlying disease when vaccinated against meningococcal disease before receiving complement component 5 inhibitor therapies. This retrospective analysis indicated an overall low relapse incidence (mean [range], 3.3% [0.7%–10.6%]) of physician‐reported relapses occurring within 4 weeks of meningococcal vaccination in those screened in CHAMPION‐NMOSD (NCT04201262), randomized to eculizumab or placebo in PREVENT (NCT01892345), and from the Japanese postmarketing surveillance of eculizumab in patients with anti‐aquaporin‐4 antibody‐positive NMOSD. Further studies are needed to determine if postvaccination relapses are attributable to vaccination or inherent relapse risk among these patients.
Liver Metastasectomy in Anal Squamous Cell Carcinoma: The Mayo Clinic Experience
Takacs, Noah , O’Donnell, Conor D. J., Atwell, Thomas D. , Jin, Zhaohui, Jin, Zhaohui , O'Donnell, C. , O'Donnell, Conor D J , Tran, Nguyen , Atwell, Thomas, Jin, Zhaohui , Tran, Nguyen H. , Jethwa, Krishan R. , Starlinger, Patrick

Current Oncology | March 10, 2026 | Volume: 33 | Issue: 3 | Pages: 157

10.3390/curroncol33030157 | PMID 41892185 Get It

Background: Metastatic squamous cell carcinoma of the anus (SCCA) carries a poor prognosis, with systemic therapy remaining the standard of care. While metastasis-directed therapy improves outcomes in select gastrointestinal malignancies, the role of liver-directed intervention in metastatic SCCA remains undefined. We evaluated clinicopathologic features and oncologic outcomes of patients with liver-limited metastatic SCCA treated with curative-intent hepatic local therapy at a tertiary academic center. Methods: We conducted a retrospective cohort study of adults with histologically confirmed SCCA and liver-only metastatic disease who underwent curative-intent hepatic resection or ablation at Mayo Clinic between 1993 and 2023. Patients with extrahepatic disease or incomplete records were excluded. Demographic, tumor, treatment, and outcomes data were abstracted from electronic medical records. Overall survival (OS) and disease-free survival (DFS) were estimated using the Kaplan–Meier method. Prognostic factors were assessed using univariate Cox proportional hazards models. Results: Twenty-five patients met inclusion criteria. Median age was 56.7 years, and 92% were female. Most patients had metachronous metastases (76%), a single hepatic lesion (56%), and unilobar disease (76%). Pre-intervention systemic therapy was administered in 52% of patients, with radiographic complete or partial responses observed in all treated patients. Liver-directed therapy consisted of surgical resection in 80% and thermal ablation in 20%. Among surgical patients, 90% achieved microscopically negative margins. With a median follow-up of 22 months, disease recurrence occurred in 80% of patients, most commonly within the liver. Median DFS was 7.27 months. Median OS from the date of liver-directed therapy was 51.3 months. On univariate analysis, poorly differentiated tumor histology was associated with inferior OS (hazard ratio 4.67, p = 0.018). No other clinicopathologic variables were significantly associated with DFS or OS. Conclusions: In this single-institution experience, carefully selected patients with liver-limited metastatic SCCA undergoing curative-intent hepatic-directed therapy achieved prolonged overall survival, substantially exceeding historical outcomes with systemic therapy alone. Despite frequent recurrence, the observed median OS exceeding four years supports consideration of liver-directed therapy within a multidisciplinary framework for patients demonstrating favorable disease biology and response to systemic treatment. Prospective studies are needed to better define patient selection and optimal integration of local and systemic therapies in the modern treatment era.
Validation of longitudinal biomarker screening algorithms for HCC detection in patients with cirrhosis
Singal, Amit G., Marrero, Jorge, Parikh, Neehar D. , Lok, Anna S., Lopez, Camden, Page-Lester, Stephanie, Roberts, Lewis R., Reddy, Rajender, Luster, Michelle, Khaderi, Saira, El-Serag, Hashem B., Kanwal, Fasiha, Ziding, Feng, Tayob, Nabihah, Roberts, Lewis R. , Roberts, Lewis R , Parikh, Neehar D , Singal, Amit G. , Jin, Qingchun , Lok, Anna S. , Asrani, Sumeet K. , El‐Serag, Hashem B. , Kanwal, Fasiha

Hepatology Communications | February 23, 2026 | Volume: 10 | Issue: 3 | Pages: No page available

10.1097/hc9.0000000000000902 | PMID 41730232 Get It

Background: Blood-based biomarker panels, including GALAD, have been proposed as an alternative to abdominal ultrasound for hepatocellular carcinoma (HCC) surveillance. Studies suggest longitudinal evaluation of biomarkers can improve test performance; however, no large studies have validated these findings. Methods: We leveraged the HCC Early Detection Strategy (HEDS) study (n=1019 patients with cirrhosis; 99 incident HCC) and Texas HCC Consortium (THCCC) (n=2345 patients with cirrhosis; 126 incident HCC) to compare the performance of fixed-threshold GALAD (cutoff of −1.36), and 4 longitudinal algorithms: longitudinal GALAD, PALAD, mFB-ALAD, and mPEB-ALAD. The HEDS cohort was used to derive longitudinal algorithms, and external validation was performed in THCCC. Patient-level sensitivity and test-level false-positive rate (FPR) were examined overall and across subgroups by age, sex, and cirrhosis etiology. Results: In THCCC, fixed-threshold GALAD had higher sensitivity in the 6 months before HCC diagnosis (71.4%, 95% CI: 62.9%–81.7%) than longitudinal GALAD (55.1%, 95% CI: 49.3–66.4), PALAD (55.1%, 95% CI: 50.0%–70.5%), mPEB-ALAD (53.1%, 95% CI: 43.6%–62.0%), and mFB-ALAD (42.9%, 95% CI: 32.3–48.5). However, fixed-threshold GALAD had a higher FPR (25.4%, 95% CI: 23.7%–26.9%) compared with longitudinal GALAD (15.0%, 95% CI: 12.8%–15.8%), PALAD (13.0%, 95% CI: 10.2%–14.6%), and mFB-ALAD (11.2%, 95% CI: 9.6%–12.1%) but comparable to mPEB-ALAD (22.9%, 95% CI: 21.2%–23.8%). In subgroup analyses, fixed-threshold GALAD had the highest FPR in males (35.6%) and those aged ≥65 (43.5%); longitudinal algorithms had significantly lower FPRs in subgroups but with lower sensitivity for HCC. Conclusions: Improvements in FPRs with longitudinal GALAD algorithms, as compared with fixed-threshold GALAD, are offset by significantly decreased sensitivity for HCC detection.
Variation in Lipid Management for Atherosclerotic Cardiovascular Disease Across US Health Systems
Shah, Nishant , Peterson, Eric D. , Shrader, Peter, Shoji, Satoshi , Freeman, Nikki , Martin, Seth S., Allred, Clint, Fernandez, S. A., Chamberlain, Alanna M., Arnold, Jonathan , Shapiro, Michael D., Priest, Elisa L. , Syed, Mahanaz, Kirchner, H. Lester , Leja, Monika, Kalich, Bethany , Jin, Ran , Navar, Ann Marie, Peterson, Eric D. , Chamberlain, Alanna M. , Arnold, Jonathan , Shah, Nishant P , Martin, Seth S , Fernandez, Soledad , Chamberlain, Alanna M , Shapiro, Michael D , Effron, Mark B , Syed, Mahanaz , Kirchner, H Lester , Kalich, Bethany , Jin, Ran , Wojcik, Cezary , Navar, Ann Marie , Shrader, Peter, Martin, Seth S. , Ahmad, Zahid , Jones, Laney K , Návar, Ann Marie

Circulation: Population Health and Outcomes | February 20, 2026 | Volume: 19 | Issue: 4 | Pages: No page available

10.1161/circoutcomes.125.012622 | PMID 41717695 Get It

BACKGROUND: While health systems have implemented resources to improve lipid management in people with atherosclerotic cardiovascular disease, the population-level effectiveness is unclear. METHODS: Electronic health record data from patients with atherosclerotic cardiovascular disease between January 1, 2021, and December 31, 2023, across 16 US academic health systems were analyzed. Atherosclerotic cardiovascular disease (defined by diagnosis and procedure codes) was established on or before the index date defined as the date of the most recent LDL-C (low-density lipoprotein-cholesterol) or the last day of the study period for those without an LDL-C available. Systems were surveyed to identify lipid management programs (eg, prevention/lipid clinic, electronic health record–based tools, and lipid management algorithms). Sequential multilevel multivariable logistic regression modeling was used to (1) assess the system-level association between an LDL-C <70 mg/dL and the presence of lipid management programs, adjusting for patient-level demographic and clinical characteristics, and (2) whether system-level uptake of statin or nonstatin lipid-lowering therapy was associated with an LDL-C <70 mg/dL. RESULTS: We included 1 738 042 patients with atherosclerotic cardiovascular disease (median, 88 365 per system; range, 17 086–2 48 371). About 81% of the health systems had prevention or lipid clinics. The proportion of those on statins ranged from 31.0% to 60.4% across health systems (median, 46.3%). Lower proportions were observed in the use of high-intensity statins (16.2%–33.1%), nonstatins (2.6%–8.1%), and combination lipid-lowering therapy (1.7%–6.3%). Among those with an LDL-C level available (n=890 521), 42.5% had an LDL-C <70 mg/dL, ranging 35.8% to 49.4% across systems. There was no association between the odds of achieving LDL-C <70 mg/dL and health system lipid management algorithm, prevention clinics/lipid clinics, or electronic health record–based tools. Neither system-level high-intensity statin utilization nor nonstatin use was associated with an LDL-C <70 mg/dL. CONCLUSIONS: Despite variability in lipid management resources and lipid-lowering therapy use across systems, many did not reach an LDL-C <70 mg/dL, and there was low uptake of lipid-lowering therapy. Innovative implementation strategies are needed for system-level lipid management.
Executive Summary of the American Radium Society (ARS) Appropriate Use Criteria (AUC) for Locoregional Gastric Adenocarcinoma
Adenocarcinoma, Expert Panel Adjuvant Therapy for Treatment of Locoregional Gastric, Tchelebi, Leila T. , Jin, Zhaohui, Attallah, Joseph, Abood, G., Akselrod, Dmitriy, Codipilly, D. Chamil, Dozois, Eric J. , Hallemeier, Christopher L., Krishan, Jethwa, Kennedy, Timothy, Lee, Percy P., Ling, Diane, Newman, Neil B. , Sharma, Navesh K, Small, William, Russo, Suzanne , Tchelebi, Leila , Jin, Zhaohui , Abood, Gerard, Akselrod, Dmitriy , Anker, Christopher J. , Codipilly, Don C. , Hallemeier, Christopher Leigh , Lee, Percy , Miller, Eric D. , Sharma, Navesh, Small, William , Russo, Suzanne

American Journal of Clinical Oncology | February 19, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/coc.0000000000001309 | PMID 41712927 Get It

Objectives: To summarize recent high-quality trials and provide an update to the original 2022 American College of Radiology Appropriate Use Criteria for Treatment of Locoregional Gastric Adenocarcinoma. This multi-specialty-led committee included gastrointestinal radiation and medical oncology, gastroenterology, radiology, and surgical oncology. Methods: Using the population, intervention, comparator, outcome, timing, and study design framework, the evidence was assessed using Cochrane and PRISMA 2020 methodology. Eligible studies included prospective Phase II/II trials and select retrospective studies published between 5/1/2020 and 8/1/2025 in the Embase, Medline, and Pubmed databases. Study type and quality were assessed. Well-established RAND-UCLA consensus methodology (modified Delphi) was used to rate the appropriateness of the treatment options. Results: ARS AUC recommendations include adjuvant FLOT chemotherapy for localized gastric adenocarcinoma after neoadjuvant FLOT and surgery, poCT or perioperative chemoimmunotherapy for localized gastric adenocarcinoma, adjuvant chemotherapy +/− CRT for localized gastric adenocarcinoma that undergoes upfront surgery, and systemic therapy alone for localized gastric adenocarcinoma in a medically inoperable patient. Conclusions: This updated ARS AUC summary provides guidelines for the multimodality treatment of resectable gastric adenocarcinoma.
Characteristics of electrically evoked potentials in patients with auditory neuropathy/auditory dys-synchrony
Shallop, Jon K., Jin, Su-Hyun, Driscoll, Colin L. W., Tibesar, Robert J. , Jin, Su-Hyun

International Journal of Audiology | February 18, 2026 | Volume: 43 | Issue: sup1 | Pages: No page available

10.1080/17088186.2004.12561713 Get It

International Multidisciplinary Consensus Report on Definitions, Diagnostic Criteria, and Management of Fatty Pancreas: A Joint Statement Endorsed by EPC, APA, EASD, EASL, ESGAR, ESGE, ESP, ESPCG, ESPEN, ESPGHAN, IAP, JPS, KPBA, LAPSG, and UEG
Marchegiani, Giovanni, Hegyi, Peter, Archibugi, Livia, Valente, Roberto, Capurso, Gabriele, Witt, Heiko, Bonovas, Stefanos , Maisonneuve, Patrick, Verbeke, Caroline S., Dominguez‐Muñoz, J. Enrique, Scheers, Isabelle, Czakó, László, Wagner, R, Rebours, Vinciane, Öhlund, Daniel, Gubergrits, N. B. , Engjom, Trond , Neeße, Albrecht , Apte, Minoti V. , Braren, Rickmer, Bunduc, Stefania, Ceyhan, Güralp Onur, Chouhan, Manil Dinesh, Couvelard, Anne, Iglesia, Daniel de la, Drewes, Asbjørn Mohr, Sarasqueta, A. Farina, Francque, Sven, Frøkjær, Jens Brøndum, Iglesias‐Garcia, Julio, Garg, Pramod, Gerst, Felicia, Gulbinas, Antanas, Gürcinar, Ibrahim Halil, Heni, Martin , Jonas, E G, Kitano, M., Krag, Aleksander, Laukkarinen, J., Lipp, Mónika, Loveček, M., Martignoni, Marc E., Masip, Etna , Matsumoto, Ryotaro , Mozhynа, T. L. , Nosáková, Lenka, Ockenga, Johann , Pandanaboyana, Sanjay, Panić, Nikola , Papachristou, Georgios, Pasqua, Analía V. , Pawlak, Katarzyna Monika, Regel, Ivonne , Regnér, Sara, Singh, Vijay Kumar , Smits, M., Sung, Min Je , Tacelli, Matteo, Teutsch, Brigitta, Udrescu, Mihaela, Wilschanski, Michael , Yavas, Aslihan, Zamboni, G., Löhr, J. Matthias, Singh, Vijay , Drewes, Asbjørn Mohr , Regnér, Sara , Krag, Aleksander , Marchegiani, Giovanni , Pawlak, Katarzyna M. , Marchegiani, Giovanni , Hegyi, Peter , Archibugi, Livia , Bonovas, Stefanos , Verbeke, Caroline S , de-Madaria, Enrique , Wagner, Robert , Rebours, Vinciane , Öhlund, Daniel , Neesse, Albrecht , Bezmarević, Mihailo , Bunduc, Stefania , Iglesia, Daniel de la , Drenth, Joost P H , Gürcinar, Ibrahim Halil , Jonas, Eduard , Kitano, Masayuki , Obmann, Verena , Pandanaboyana, Sanjay , Pasqua, Analia Verónica , Pawlak, Katarzyna M , Regnér, Sara , Seicean, Andrada , Sung, Min Je , Taylor, Roy , Singh, Vijay P , Krag, Aleksander , Vujasinović, Miroslav , Demir, İhsan Ekin , Hegyi, Péter , Valente, Roberto, Capurso, Gabriele , Piovani, Daniele , Rosendahl, Jonas , Maisonneuve, Patrick , Karçaaltıncaba, Muşturay , Domínguez‐Muñoz, J. Enrique , Scheers, Isabelle , Czakó, László , Idılman, Ilkay S. , Overbeek, Kasper A. , Braren, Rickmer , Chouhan, Manil Dinesh , Couvelard, Anne , Cros, Jerome F. , de‐Madaria, Enrique , Drenth, Joost P.H. , Fracasso, Pierluigi , Francque, Sven , Frøkjær, Jens Brøndum , Iglesias‐García, Julio , Garg, Pramod, Gulbinas, Antanas , Hyun, Jong Jin , Jonas, Eduard , Kiriukova, Mariia A. , Laukkarinen, Johanna , Loveček, Martin , Molven, Anders , Nosáková, Lenka , Obmann, Verena Carola , Papachristou, Georgios I. , Peláez‐Luna, Mario , Robinson, Stuart Michael , Smits, Mark M. , Tacelli, Matteo , Teutsch, Brigitta , Udrescu, Mihaela, Yavas, Aslihan , Zamboni, Giulia Angela, Löhr, J.-Matthias

United European Gastroenterology Journal | February 14, 2026 | Volume: 14 | Issue: 1 | Pages: No page available

10.1002/ueg2.70185 | PMID 41689768 Get It

ABSTRACT This international, multidisciplinary consensus report represents the first effort to systematically define and characterize fatty pancreas. A key outcome of this endeavor was the recommendation to adopt “fatty pancreas” as the standardized and inclusive term to describe all forms of fat accumulation in the pancreas. This terminological consensus provides a critical foundation for unified reporting and clinical communication. Another major contribution of the report is the consensus on diagnostic imaging findings, which was based on radiological and endoscopic modalities. The proposed criteria aim to enhance consistency in clinical assessment and support the development of standardized research protocols. In addition to establishing terminology and diagnostic frameworks, the report also synthesizes current knowledge across a wide range of relevant domains. These include the etiology and epidemiology of fatty pancreas, as well as its associations with alcohol consumption, smoking, acute and chronic pancreatitis, pancreatic exocrine insufficiency, type 2 diabetes mellitus, and surgical outcomes. The potential links between fatty pancreas and neoplastic conditions such as intraductal papillary mucinous neoplasms and pancreatic cancer are also addressed, alongside the current understanding of its metabolic implications (beta‐cell function and glucose homeostasis) and treatment strategies. Throughout the consensus process, a consistent theme emerged: the limited availability of high‐quality, prospective clinical data. Therefore, many of the recommendations in this report are based on expert consensus rather than strong empirical evidence. As such, the statements require rigorous prospective validation before they can be adopted into routine clinical practice. This underscores a critical need for further research, particularly studies aimed at clarifying causal relationships, validating diagnostic tools, and determining the clinical relevance of fatty pancreas across diverse patient populations. This report serves as both a summary of our current understanding and a roadmap for future investigations, aiming to close existing knowledge gaps and guide evidence‐based clinical practice in this emerging field.
AI-generated data contamination erodes pathological variability and diagnostic reliability
Liu, Dianbo, He, Hongyu , Xiang, Shaowen, Zhang, Ye, Zhu, Yingtao, Zhang, Jin, Lu, Yunyi, Deng, Hao , Alsentzer, Emily, Liu, Yun, Chen, Qingyu , Yu, Kun‐Hsing , Marshall, Andrew, Chen, Tingting, Anumasa, Srinivas, Ebner, Daniel, Ho, Dean , Cheng, Ching-Yu, Alsentzer, Emily , Yu, Kun‐Hsing , Ngiam, Kee Yuan , Cheng, Ching‐Yu

No container title available | February 9, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-8753102/v1 Get It

Abstract Generative artificial intelligence (AI) is rapidly populating medical records with synthetic or partially AI-generated content, creating a feedback loop where future models are increasingly at risk of training on uncurated AI-generated data. However, the clinical consequences of this AI-generated data contamination remain unexplored. Here, we show that in the absence of mandatory human verification, this self-referential cycle drives a rapid erosion of pathological variability and diagnostic reliability of medical data at population scale. By analysing more than 800,000 synthetic data points across clinical text generation, vision–language reporting, and medical image synthesis, we find that models progressively converge toward generic phenotypes regardless of the model architectures. Specifically, rare but critical findings, including pneumothorax and effusions, vanish from the synthetic content generated by AI models, while demographic representations skew heavily toward middle-aged male phenotypes. Crucially, this degradation is masked by false diagnostic confidence. Models continue to issue reassuring reports while failing to detect life-threatening pathology, with false reassurance rates tripling to 40%. Blinded physician evaluation confirms that this decoupling of confidence and accuracy renders AI-generated documentation clinically useless after just two generations. We systematically evaluate three mitigation strategies that can be easily integrated into existing clinical workflows, finding that while synthetic volume scaling fails to prevent collapse, mixing real data with quality-aware filtering effectively preserves diversity. Ultimately, our results suggest that without policy-mandated human oversight, the deployment of generative AI threatens to degrade the very healthcare data ecosystems it relies upon.