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6665 citation(s) found for "Xu, William".

IRRAsert: Affordable Simulator for Inserting IRRAflow Catheters
Salman, Saif, Aguilar-Salinas, Pedro, Franklin, Michael A., Caselato, Giselle Coelho Resende, Bendfeldt, Gabriel A. , Amini, Nader , Freeman, William D., Salman, Saif , Jahromi, Behnam Rezai , Amini, Nader, Freeman, William D.

No container title available | July 21, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-10397084/v1 Get It

Abstract Background and Objectives: Neurosurgery is a distinctive realm with a tight and strict margin of error. IRRAflow (IRRA flow ) is a US Food and Drug Administration–approved active cerebrospinal fluid exchange system that can irrigate up to 180 mL/h. The system is tightly secured, safe, and continuously monitors intracranial pressure, using a 9F dual-lumen catheter. Inserting an IRRAflow catheter is more complex than standard external ventricular drains, with a higher risk of cerebrospinal fluid leak or catheter displacement. Particularly, the extracranial component of the IRRAflow catheter insertion is prone to errors and necessitates dedicated training. We aimed to design an affordable, reusable, and easy-to-use 3-dimensional printed model that simulates the extracranial component of the IRRAflow catheter insertion. Methods: The IRRAsert simulator was designed according to recent publications. The skull was printed with polylactic acid, and the Kocher point was drilled. A mold was cast to make the scalp, and Dragon Skin FX-Pro Part A and Part B (Smooth-On, Inc) was used to create a skin flap to cover the drilled Kocher point. Results: The IRRAsert simulator replicated the external parts of the skull starting from the bone outward. It allowed measurements for designating the Kocher point, incising the skin to reveal the drilled Kocher point, tunneling under the scalp, and creating a 5-cm posterior exit incision. The endogenous property of the mixed 1:1 ratio between parts A and B allowed adhesion with the underlying skull due to the attraction between polylactic acid and silicone in a stick-and-peel fashion. This adhesion allowed for dissection of skin from the bone during tunneling for the catheter under the scalp, as well as lifting and rotating the scalp for the next user. The final cost of our simulator was $20 to print the skull permanently, with another $5 to produce the skin that can be rotated 3 times for 3 different users. Conclusion: IRRAsert is the result of multidisciplinary efforts to produce an affordable simulator for the extracranial component of IRRAflow catheter insertion.
Glomerulus-Targeted Nanotherapy via Collagen IV-α3 Binding Enhances Renal Immunoregulation in Lupus Nephritis
Wang, L Q, Markoutsa, Eleni, Venkatadri, Rajkumar , Sharma, Rahul, Esquivel, Carlos, Patne, Akshata, Wei, Jin, Zhang, J, Williams, Kristof , Lawless, William, Muskan, Amtul, Fu, Liying, Mayilsamy, Karthick, Ss, Mohapatra, Mohapatra, Shyam, Wang, Lei , Esquivel, Carlos O. , Zhang, Jie, Fu, Liying, Mayilsamy, Karthick , Mohapatra, Subhra, Mohapatra, Shyam, Liu, Ruisheng

No container title available | July 20, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.07.14.738533 | PMID 42538937 Get It

ABSTRACT Lupus nephritis requires long-term immunosuppressive therapy, which is often associated with severe systemic side effects. Therefore, new therapeutic strategies that maintain high efficacy while minimizing adverse effects is essential. Although nanomedicine has advanced systemic and kidney-targeted drug delivery, a reliable method for glomerulus-specific delivery is lacking. Collagen IV (Col4)-alpha 3, located in the glomerular basement membrane (GBM) at the blood–tissue interface through fenestrated capillary endothelium, represents an ideal target for glomeruli delivery. Herein, we developed a novel liposomal nanoparticle conjugated with a Col4-alpha 3 binding peptide (Col4-α3-NPs) for selective glomerular targeting. Prednisolone-loaded Col4-α3-NPs were administered to lupus-prone mice twice weekly for 8 weeks. Kidney injury and function were evaluated biweekly, and renal immune cell populations were analyzed by flow cytometry at study completion. The results show that rhodamine-labeled NPs predominantly accumulate in kidney glomeruli 48 hours after intravenous injection. The Col4-NP system demonstrated stable and prolonged release of the encapsulated drug for over 48 hours. Lupus-prone mice treated with prednisolone-loaded Col4-NPs showed significantly improved renal function and histology, including a 30% increase in glomerular filtration rate (GFR), a 56% reduction in proteinuria, and decreased IgG deposition and fibrosis. Notably, treatment also enhanced renal regulatory T cell (Treg) populations. These findings suggest that glomerulus-targeted Col4-α3-NPs hold significant translational promise. This platform may offer an effective, site-specific treatment for lupus nephritis while minimizing systemic side effects and could be adapted for other glomerular diseases requiring targeted therapy.
Prospects Are Looking Up for Treatment of Neurogenic Orthostatic Hypotension in Multiple System Atrophy
Cheshire, William P. , Cheshire, William P

Neurology | July 20, 2026 | Volume: 107 | Issue: 3 | Pages: No page available

10.1212/wnl.0000000000218364 | PMID 42475652 Get It

Mayo Clinic classification of presacral tumors: evolution of classifications and systematic review of pathologies
Perry, William R G, Čerkauskaitė, Dovilė, Fatima, Maurish , Brady, Justin T, Merchea, Amit , Cheville, John C, Graham, Rondell P, Dozois, Eric J. , Merchea, Amit , Perry, William , Kelley, Scott R. , Cerkauskaite, Dovile , Brady, Justin T. , Cheville, John C. , Graham, Rondell P

BJS Open | July 20, 2026 | Volume: 10 | Issue: 4 | Pages: No page available

10.1093/bjsopen/zrag106 | PMID 42635496 Get It

Abstract Background Presacral tumours are rare, heterogeneous lesions. Historical classification systems for presacral tumours have provided a valuable framework, but were based on limited available data. This study aimed to develop a contemporary classification aligned with current tumour entities and clinical practice. Methods A prospectively registered systematic review of surgically managed presacral tumours published from 1975 to 2025 was combined with a retrospective multisite institutional surgical pathology review from 1986 to 2025. Pathological descriptors were extracted, cross-referenced, harmonized to current terminology, and organized through multidisciplinary expert review to obtain a new classification. Results The systematic review identified 5997 records, of which 203 studies met the inclusion criteria and contributed 181 pathological terms after generic and unclassifiable diagnoses were removed. Review of 3606 pathology reports identified 19 additional terms, bringing the total to 200 pathological terms. After harmonization to current terminology and exclusion of non-neoplastic processes, a contemporary classification was developed using biological descriptors: developmental versus acquired origin; tissue lineage (neurogenic, osseous/haematopoietic, soft tissue, or miscellaneous); and tumour behaviour (benign, locally recurrent without metastatic potential, locally recurrent with low metastatic potential, malignant non-sarcoma, or malignant sarcoma). Conclusion The Mayo Clinic classification of presacral tumours updates historical systems by reflecting the broader, more modern spectrum of neoplasms and distinguishing lesions by lineage and biological behaviour. It may improve diagnostic clarity, communication, and selection of appropriate observation, multidisciplinary assessment, and treatment pathways.
Clarifying risk-factor associations with quantitative breast tumor features: a pooled analysis of 24 studies
Adams, Daniel , Hurson, Amber N. , Ahearn, Thomas U, Andrulis, Irene L, Antoniou, Antonis C, Auvinen, Päivi, Bane, Anita, González, Amy Berrington de , Bodelon, Clara, Bolla, Manjeet K. , Borrero, Maria , Brenner, Hermann, Brock, Ian W., Camp, Nicola J. , Cessna, Melissa H., Chanock, Stephen J, Chenevix-Trench, G, Copson, ER, Fh, Couch, Devilee, P, Easton, Douglas F, Eccles, Diana, Figueroa, Jonine D, Glendon, Gord, Hamann, U, Hartman, Mikael, Heemskerk-Gerritsen, Bernadette A M, Hodge, James M, Holleczek, Bernd, Hollestelle, A M, Mj, Hooning, Investigators, kConFab, Amor, David, Andrews, Lesley , Antill, Y , Rl, Balleine, Beesley, Jonathan, Bennett, Ian, Bogwitz, Michael, Bodek, Simon, Botes, Leon, Brennan, Meagan, Brown, Melissa, Buckley, Michael, Caldon, Liz, Campbell, Ian, Chakrabarti, Anannya , Chauhan, Deepa, Chauhan, Manisha, Christian, Alice, Cohen, Paul, Colley, Alison, Cui, James, Courtney, Eliza, Cummings, Margaret, Delatycki, Martin, Dickson, Rebecca, Dixon, Joanne, Duijf, Pascal, Edwards, Stacey, Farshid, Gelareh , Fellows, AM, Fenton, Georgina, Field, Michael, Flanagan, James, Fong, Peter, Forrest, Laura, Fox, Stephen, French, Juliet , Friedlander, Michael, Gattas, Mike, George, Peter, Greening, Sian, Harris, Marion, Harraka, Philip, Hayward, Nick, Hoskins, Cass , Hunt, Clare, James, Paul, Jenkins, Mark, Kidd, Alexa, Koehler, Jessica, Kollias, J, Lakhani, Sunil, Lawrence, Mitchell, Lee, Jason , Li, Shuai, Lindeman, Geoff, Lippey, Jocelyn, Lipton, Lara, Loi, Sherene, Mann, Graham, Marsh, Deborah, McLachlan, Sue Anne, Reed, Amy McCart, Milne, Roger, Nightingale, Sophie , O’Connell, Shona, O’Sullivan, Sarah, Reilly, Robert O', Ortega, David Gallego, Pachter, Nick, Pang, Jia-Min, Pathak, Gargi, Patterson, Briony, Phillips, Kelly, Pieper, Ellen, Ramus, Susan, Rickard, Edwina, Ragunathan, Abi, Robinson, Bridget, Skandarajah, Anita, Salisbury, Elizabeth, Saunders, Christobel, Saunus, Jodi, Scott, Rodney, Scott, Clare, Sexton, Adrienne, Shaw, Joanne, Shelling, Andrew, Srinivasa, Shweta , Simpson, Peter, Mc, Southey, Spurdle, Amanda, Taylor, Jessica, Taylor, Renea, Thorne, Heather, Trainer, A H, Tucker, Kathy , Visvader, Jane, Walker, Logan, Williams, Rachael, Winship, I, Young, Mary Ann, Zaheed, Milita , Investigators, S On Behalf Of The Chlovis Study, Tan, Veronique Kiak Mien , Lim, Geok Hoon, Tan, Ern Yu , Tan, Su-Ming, Iau, Philip Tsau Choong , Jakubowska, A, Jones, Michael E. , Jones, Louise , Jones, Brandt, Jung, Audrey, Kaaks, Rudolf, Keeman, Renske , Lawrence, Scott, Li, J M, Lubiński, J, Mannermaa, Arto, Manoochehri, Mehdi, Martens, John W M, Mesker, Wilma E, Muhammad, Noor , Obi, Nadia, Olson, Janet E, Patel, Alpa V, Prajzendanc, Karolina , Ruddy, Kathryn J, Safizadeh, Fatemeh , Schöttker, Ben, Tengström, Maria , Le, Teras, Timmermans, M, Tollenaar, RA, Vachon, Celine M, Wang, Q, Yang, Xiaohong R, Zamora, M Pilar, Chang-Claude, Jenny, Schmidt, M K, Pharoah, Paul D P, Abubakar, Mustapha, Eccles, Diana , Ahearn, Thomas U. , Eccles, Diana , Jones, Michael E , Jones, J. Louise , Berrington de Gonzalez, Amy , Antoniou, Antonis C. , Bane, Anita, Behrens, Sabine , Białkowska, Katarzyna , Bodelón, Clara , Brenner, Hermann , Broeks, Annegien , Chanock, Stephen Jacob , Chenevix‐Trench, Georgia , Copson, Ellen , Couch, Fergus J, Cox, Angela , Cross, Simon S. , Devilee, Peter , Dunning, Alison M. , Easton, Douglas F. , Figueroa, Jonine D. , Glendon, Gord, González‐Neira, Anna , Hartikainen, Jaana M. , Hartman, Mikael , Heemskerk‐Gerritsen, Bernadette A. M. , Ho, Peh Joo , Hodge, James M. , Holleczek, Bernd , Hollestelle, Antoinette , Hooning, Maartje J. , Investigators, kConFab, Balleine, Rosemary L. , Bennett, Ian, Bogwitz, Michael R. , Bodek, Simon , Botes, Leon P., Buckley, Michael , Cohen, Paul A. , Crook, Ashley , Courtney, Eliza , Dawson, Sarah‐Jane , DeFazio, Anna , Delatycki, Martin B. , Duijf, Pascal H. G. , Fellows, Andrew, Fenton, Georgina L. , Flanagan, James M. , Forrest, Laura Elenor , Friedländer, Michael , Harraka, Philip A. , Kidd, Alexa, Kollias, James, Lakhani, Sunil R. , Lawrence, Mitchell, Lindeman, Geoffrey J. , Lippey, Jocelyn , Loi, Sherene , Reed, Amy E. McCart , Milne, Roger L , Gallego‐Ortega, David , Pathak, Gargi, Pearn, Amy , Robinson, Bridget A. , Skandarajah, Anita Rohini , Salisbury, Elizabeth, Saunders, Christobel , Saunus, Jodi M. , Savas, Peter Stephen , Sexton, Adrienne , Shelling, Andrew Neil , Simpson, Peter, Spurdle, Amanda B. , Visvader, Jane E. , Williams, Rachael, Tan, Bien‐Keem , Lim, Geok Hoon , Kaaks, Rudolf , Lawrence, Scott M. , Lissowska, Jolanta , Mannermaa, Arto , Manoochehri, Mehdi, Mesker, Wilma E. , Mulligan, Anna Marie , Obi, Nadia , Olson, Janet E. , Osório, Ana , Ottewell, Penelope Dawn , Patel, Alpa V , Pita, Guillermo , Rashid, Muhammad Usman , Ruddy, Kathryn J. , Schöttker, Ben , Seibold, Petra , Tapper, William , Teras, Lauren R , Timmermans, Mieke, Vachon, Celine M. , Wesseling, Jelle , Yadav, Siddhartha , Chang‐Claude, Jenny , Schmidt, Marjanka K. , Abubakar, Mustapha , García‐Closas, Montserrat

JNCI: Journal of the National Cancer Institute | July 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1093/jnci/djag244 | PMID 42498670 Get It

Abstract Background Breast cancer is etiologically heterogeneous, but which risk factors differ in their associations across tumor subtypes remains unclear. We conducted a large, pooled analysis to evaluate independent, dose-response associations between breast cancer risk factors and quantitative tumor features. Methods Analyses of 15,731 invasive breast cancers from 24 studies evaluated associations (p-trend) between reproductive and hormonal factors, body mass index (BMI), alcohol, smoking, and family history in relation to quantitative immunohistochemistry measures on tissue microarrays (ER, PR, HER2, KI67, TP53) and tumor grade. Analyses in a subset of 10 population-based studies estimated subtype-specific odds ratios (ORs) comparing cases to controls. A Bayesian False Discovery Probability (BFDP) <0.2 was used to identify associations with strong statistical evidence. Results Nulliparity and later age at menopause were associated with higher ER-positivity (p-trend=0.021 and 0.001, respectively), with corresponding OR[ER+] (95% CI) = 1.49 (1.16-1.90) for nulliparous vs. parous and 1.07 (1.03-1.11) per 5 years. Current combined menopausal hormone therapy (MHT) use was associated with lower grade (p-trend<0.001), with OR [grade1] = 3.37 (2.69-4.21) for current vs. never users. Higher BMI was associated with lower ER-positivity and higher grade in premenopausal women (p-trend<0.001 and <0.001), with OR[ER+] = 0.80 (0.74-0.87) and OR[grade1] = 0.75 (0.63-0.88) per 5 units, and with higher PR-positivity and higher grade in postmenopausal women (p-trend<0.001 and <0.001), with OR[PR+] = 1.08 (1.03-1.14) and OR[grade 3] = 1.10 (1.04-1.17) per 5 units. Conclusion This pooled analysis of 15,731 cases showed that nulliparity, age at menopause, MHT, and BMI have independent, dose-response associations with ER, PR, and grade, clarifying patterns of etiologic heterogeneity. Associations with HER2, KI67 and TP53, or other risk factors did not meet our threshold for strong evidence.
Acute Myeloid Leukemia Subtype‐Specific Prognostic Value of NGS in the Setting of Intensive Chemotherapy
Bolarinwa, Abiola , Al‐Kali, Aref , Mangaonkar, Abhishek A. , Saliba, Antoine N. , Hefazi, Mehrdad , Matin, A, Elliott, Michelle A. , Litzow, Mark R. , Hogan, William J. , Patnaik, Mrinal M. , Pardanani, Animesh , Foran, James M. , Punwani, Nathan , Palmer, Jeanne , Sproat, Lisa Z., Reichard, Kaaren K., He, Rong , Viswanatha, David S., Zepeda‐Mendoza, Cinthya , Gangat, Naseema , Begna, Kebede H. , Tefferi, Ayalew , Saliba, Antoine N. , Alkhateeb, Hassan B , Mangaonkar, Abhishek A. , Saliba, Antoine N , Hefazi, Mehrdad , Elliott, Michelle , Litzow, Mark R. , Hogan, William J , Shah, Mithun V , Patnaik, Mrinal , Pardanani, Animesh , Foran, James M , Badar, Talha , Murthy, Hemant S , Chen, Dong , He, Rong , Zepeda-Mendoza, Cinthya J , Gangat, Naseema , Tefferi, Ayalew , Saliba, Antoine N , Bolarinwa, Abiola B , Alkhateeb, Hassan B. , Shah, Meera , Badar, Talha , Murthy, Hemant S. , Chen, Dong , Reichard, Kaaren K.

American Journal of Hematology | July 18, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1002/ajh.70443 | PMID 42470254 Get It

ABSTRACT We examined the prognostic value of routine NGS data in newly diagnosed acute myeloid leukemia (AML) treated with intensive (7 + 3 backbone) induction, specified by AML subtype. A contemporary (2015–2025) series of 545 Mayo Clinic patients (median age 56 years, females 44%) was considered. Median follow‐up was 49 months with 341 (63%) allogeneic hematopoietic stem cell transplantations (AHSCT) recorded. AML subtypes included core‐binding factor (CBF; N = 72; 13%), primary non‐CBF ( N = 403; 74%), post‐myelodysplastic syndromes (MDS) or post‐myelodysplastic/myeloproliferative neoplasms (post‐MDS‐MDS/MPN; N = 28; 5%), post‐MPN ( N = 15; 3%), and therapy‐related (t‐AML; N = 27; 5%). Corresponding complete remission rates, with/without count recovery (CR/CRi), were 89%, 76%, 64%, 27%, and 78% ( p < 0.01) and 5‐year transplant‐censored survival rates 68%, 57%, 21%, 0%, and 55% ( p < 0.01). In multivariable analyses, the prognostic value of specific mutations was mostly limited to primary non‐CBF AML where adverse karyotype (OR 1.9; p = 0.04) predicted inferior and FLT3 ‐ITD (OR 0.4; p < 0.01) or NPM1 MUT / FLT3 WT (OR 0.1; p < 0.01) superior CR/CRi while KRAS MUT (HR 8.8; p < 0.01), TP53 MUT (HR 5.4; p < 0.01), and TET2 MUT (HR 2.3; p = 0.01) predicted inferior and NPM1 MUT / FLT3 WT (HR 0.3; p = 0.01) superior survival. Prognostication in intensively‐treated AML should start with subtype specification and recognition of the limited value of NGS in non‐primary AML. Post‐MPN AML is particularly associated with dismal outcomes and should be prognostically distinguished from post‐MDS‐MDS/MPN AML. In primary non‐CBF AML, in addition to previously established risk factors, the favorable impact of FLT3 ‐ITD on achieving CR/CRi and the unfavorable impact of KRAS MUT and TET2 MUT on transplant‐censored survival were noted and require confirmation from additional studies.
Liver parenchymal quality stratifies outcomes after hepatic resection for hepatocellular carcinoma
Hardy, Niall P. , Podrascanin, V. , Haque, Omar , Heard, Jessica, Z, Li , Dingfelder, Jule , Holst, Soeren, Lehner, Florian , Helmreich, Laura, Wukits, Iwan , Leiting, Jennifer L. , Warner, Susanne G, Smoot, Rory L., Kendrick, Michael L., Truty, M., Gyoeri, Georg, Gruenberger, Thomas, Taner, Timucin, Starlinger, Patrick P., Li, Zhihao , Ilmer, Matthias, Moeckli, Beat, Li, Zhihao , Santol, Jonas , Dong, Yawen , Pereyra, David , Heard, Jessica C. , Ilmer, Matthias , Moeckli, Beat , Warner, Susanne G. , Smoot, Rory L. , Kendrick, Michael L. , Truty, Mark J. , Heimbach, Julie K. , Györi, Georg, Gruenberger, Thomas , Starlinger, Patrick

Liver Transplantation | July 17, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/lvt.0000000000000963 | PMID 42467975 Get It

Hepatic resection (HR) and liver transplantation (LT) are curative-intent treatments for hepatocellular carcinoma (HCC). Patients without cirrhosis are typically analyzed as a single group, obscuring potentially important differences between those with histologically normal liver and those with non-cirrhotic parenchymal disease. We aimed to characterize long-term outcomes following HR stratified by underlying parenchymal quality, with a contemporary LT cohort as an external benchmark. Retrospective cohort study of 662 adults undergoing curative-intent surgery for HCC at 2 tertiary centers (2010–2024). Resection patients (n=380) were stratified by non-tumor parenchymal histology into HR-Normal (n=84), HR-Diseased non-cirrhotic (n=159), and HR-Cirrhotic (n=137). A total of 282 LT recipients served as an external reference but were not entered into comparative models. Overall survival (OS) was analyzed by Kaplan–Meier and multivariable Cox regression, and recurrence by Fine–Gray competing-risks regression. Ninety-day mortality was low across resection strata (1.2%–3.2%). OS differed significantly across parenchymal groups (log-rank p =0.01), driven by superior outcomes in HR-Normal patients compared with both HR-Cirrhotic ( p =0.008) and HR-Diseased ( p =0.005). HR-Cirrhotic and HR-Diseased did not differ ( p =0.97). Five-year OS was 74.4%, 59.8% and 57.2%, respectively. On multivariable Cox regression, both cirrhosis (HR 2.03, 95% CI 1.16–3.54, p =0.01) and diseased non-cirrhotic parenchyma (HR 2.04, 95% CI 1.21–3.43, p =0.008) independently predicted death versus normal liver. Fine–Gray analysis confirmed higher recurrence risk in cirrhotic (sHR 2.09, p =0.01) and diseased non-cirrhotic (sHR 1.80, p =0.04) groups. The LT benchmark cohort achieved a 5-year OS of 82.4%. Histologically normal liver identifies a distinct HR subgroup with favorable oncologic outcomes. The conventional cirrhotic/non-cirrhotic dichotomy underestimates the prognostic impact of underlying parenchymal disease.
Computer-Vision Approach to Triaging Patient-Submitted Photos of Intestinal Ostomies
Varghese, Chris, Choudhary, Ashok, Larson, E W, Lee, Frank, Baier, Michele, Glabe, CG, Just, Jora N., Friedrich, Stacy, Merchea, Amit, Brady, Justin, Selig, Jody L., Thiels, Cornelius A., Salehinejad, Hojjat , Perry, William R.G., Varghese, Chris , Varghese, Chris , Baier, Michele C, Glabe, Cody L, Friedrich, Stacy A, Perry, William R , Lee, Frank, Glabe, Cody L., Merchea, Amit , Brady, Justin T. , Thiels, Cornelius A. , Perry, William

Diseases of the Colon & Rectum | July 17, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/dcr.0000000000004366 | PMID 42466540 Get It

BACKGROUND: Surgeons and ostomy nurses receive a high volume of stoma photos from patients. OBJECTIVE: This study aimed to develop and validate an automated and scalable artificial intelligence pipeline for identification and triage of patient-submitted intestinal ostomy photos. DESIGN: Retrospective derivation and validation study with stakeholder engagement to guide model design. Clinical teams reviewed photos in duplicate and categorized them into: (a) obstructed view, (b) healthy stoma, (c) suitable for conservative management, or (d) requiring in-person review. Pre-trained neural networks including MobileNetV4, ResNet50, ViT and CLIP-ViT were fine-tuned with 5-fold cross-validation. SETTINGS: Nine Mayo Clinic hospitals (2019–2022). PATIENTS: Adult patients (≥18 years) undergoing surgery who submitted images within 30 days after surgery. MAIN OUTCOME MEASURES: Model performance was evaluated with area under the receiver operator curve, precision, recall, and F1-scores. RESULTS: In this study, 538 photos of abdominal ostomies were sent in by 191 patients (median age 52 years, IQR 40–63; 60.4% female). Expert consensus triaged 236 (43.9%) photos as having an obstructed view, 30 (5.6%) as healthy, 177 (32.9%) for conservative management, and 95 (17.7%) for in-person review. All models achieved area under the receiver operator curve >0.97 for identifying stomas. The CLIP-ViT model performed best at triage (macro- area under the receiver operator curve 0.94 ± 0.06; F1 0.77 ± 0.10). End-to-end detection and triage using CLIP-ViT achieved area under the receiver operator curve of 0.99 ± 0.01, precision of 0.87 ± 0.08, recall of 0.93 ± 0.04, and F1 of 0.89 ± 0.07. Attention maps showed that models focused on stomas to determine classification. LIMITATIONS: Low sample size and lack of prospective validation. CONCLUSIONS: A vision language model pipeline accurately detected and triaged patient-submitted ostomy photos. Prospective evaluation is now needed to support integration into multidisciplinary digital workflows. See Video Abstract .
Influence of Enhanced Administrative Case‐Finding Strategies on Prevalence of Hypertensive Disorders of Pregnancy in Ontario: A Population‐Based Descriptive Study
Johnston, Amy , Petrcich, William, Smith, Graeme N. , Tanuseputro, Peter , Lee, Douglas S. , Coutinho, Thais , Edwards, Jodi D , Smith, Graeme N , Tanuseputro, Peter , Petrcich, William, Edwards, Jodi D.

Journal of the American Heart Association | July 17, 2026 | Volume: 15 | Issue: 14 | Pages: No page available

10.1161/jaha.125.046265 | PMID 42466508 Get It

Background Hypertensive disorders of pregnancy (HDP) are a leading global cause of maternal and fetal morbidity/mortality. Most estimates of HDP occurrence are reported for composite exposures of HDP or preeclampsia alone, with limited disaggregation by obstetrical subgroup (eg, multi‐fetal deliveries). Consequently, our understanding of HDP prevalence and temporal trends remains limited, and methods for identifying specific diagnoses in administrative data remain underexamined. This population‐based descriptive study assessed how enhanced administrative case‐finding definitions influence prevalence estimates of HDP in pregnancy and postpartum. Methods Included were individuals aged ≥18 years discharged from an Ontario hospital following their first obstetrical delivery between April 1, 2002, and December 31, 2017. We calculated overall and annual prevalence estimates and assessed temporal trends for any HDP and major subtypes by case‐finding definitions, stratified by plurality (singleton versus multi‐fetal deliveries). Results Most subjects had a singleton first delivery (n=781 258; 98%); however, HDP was 2.2 to 2.4 times more prevalent in multi‐fetal deliveries. When pre‐pregnancy hypertension was considered during case‐finding, HDP prevalence increased from 193.6 to 207.6 per 1000 multi‐fetal deliveries and from 79.9 to 92.6 per 1000 singleton deliveries. Gestational hypertension was the most common diagnosis in both populations but was nearly twice as common in those who delivered a multiple gestation (94.4–100.0 versus 49.7–53.4 per 1000 deliveries). Prevalence trends differed by coding strategy and plurality. Conclusions Although informative, data from discharge abstracts alone are insufficient for HDP surveillance, particularly for chronic hypertension in pregnancy. Validation studies should assess the accuracy of our case‐finding definitions against suitable reference standards.