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Articles 331 - 360 of 6762

Full-Text Articles in Medical Specialties

Convolutional Neural Networks For Automatic Tuber Segmentation And Quantification Of Tuber Burden In Tuberous Sclerosis Complex, Iván Sánchez Fernández, Matheus D Soldatelli, Gillian N Miller, Catharina F Gout, Ellen C Broekhuizen, Iris C J Den Hertog, Daan A Pijs, Errol Apostolopoulos, Prabhjot Kaur, Abdelhakim Ouaalam, Martina E Bebin, Hope Northrup, Darcy A Krueger, Joyce Y Wu, Alexander L Cohen, Mustafa Sahin, Davood Karimi, Simon K Warfield, Jurriaan M Peters Feb 2026

Convolutional Neural Networks For Automatic Tuber Segmentation And Quantification Of Tuber Burden In Tuberous Sclerosis Complex, Iván Sánchez Fernández, Matheus D Soldatelli, Gillian N Miller, Catharina F Gout, Ellen C Broekhuizen, Iris C J Den Hertog, Daan A Pijs, Errol Apostolopoulos, Prabhjot Kaur, Abdelhakim Ouaalam, Martina E Bebin, Hope Northrup, Darcy A Krueger, Joyce Y Wu, Alexander L Cohen, Mustafa Sahin, Davood Karimi, Simon K Warfield, Jurriaan M Peters

Faculty, Staff and Student Publications

Objective: This study was undertaken to develop a fully automated algorithm for tuber segmentation and quantification of tuber volume that performs similarly to the gold standard human neuroradiologist.

Methods: We used brain magnetic resonance imaging (MRI) from patients with tuberous sclerosis complex (TSC) to train and validate a convolutional neural network (CNN), which was evaluated on segmentation with the Dice-Sørensen similarity coefficient (DSSC) and on tuber burden quantification with Spearman correlation coefficient against a neuroradiologist's gold standard in the test set.

Results: We collected 263 MRIs from 196 patients (57% males) with median (25th percentile-75th percentile) age of 4.3 (3.0-10.1) …


Presenilin L166p Mutation, A Model Of Familial Alzheimer's Disease, Leads To Early Onset Bone Loss, Vidyani Suryadevara, Connor J Krehbial, Anuradha K Valiya, Melinda Vang, Julian Balanta-Melo, Pierre P Eleniste, Sumana Posritong, Jung Min Hong, Katie Chester, Gabriel M Pagnotti, Teresita Bellido, Monte S Willis, Angela Bruzzaniti Feb 2026

Presenilin L166p Mutation, A Model Of Familial Alzheimer's Disease, Leads To Early Onset Bone Loss, Vidyani Suryadevara, Connor J Krehbial, Anuradha K Valiya, Melinda Vang, Julian Balanta-Melo, Pierre P Eleniste, Sumana Posritong, Jung Min Hong, Katie Chester, Gabriel M Pagnotti, Teresita Bellido, Monte S Willis, Angela Bruzzaniti

Faculty, Staff and Student Publications

Accelerated bone loss has been reported in the early stages of Alzheimer's disease (AD) as indicated by reduced bone mineral density and increased fracture risk in these patients, compared to healthy individuals. In the present study, we investigated bone loss in mouse models of familial Alzheimer's disease harboring the Presenilin 1 (L166P) knock-in mutation (PSEN1 KI), with or without the human amyloid precursor protein transgene (hAPP Tg+) known to induce brain amyloid pathology by 6 months. Female and not male 12-month PSEN1/hAPP Tg+ mice exhibited reduced whole-body bone mineral density and bone mineral content, compared to sex-matched controls. Consistent with …


Retrospective Analysis Of Cutaneous Immune-Related Adverse Events Following Checkpoint Inhibitor Therapy In Melanoma Patients Reveals Increased Risk Associated With The Hla-B*51:01 Allele, Mckenzie Dileo, Samantha Oglesby, Cheuk Hong Leung, Kristen E Pauken, Sahira Farooq, Lauren E Haydu, Shelby L Kubicki, Rebeca Martinez, Macartney Welborn, Sana Zahiruddin, Jun Zou, Kai Cao, Anisha B Patel Feb 2026

Retrospective Analysis Of Cutaneous Immune-Related Adverse Events Following Checkpoint Inhibitor Therapy In Melanoma Patients Reveals Increased Risk Associated With The Hla-B*51:01 Allele, Mckenzie Dileo, Samantha Oglesby, Cheuk Hong Leung, Kristen E Pauken, Sahira Farooq, Lauren E Haydu, Shelby L Kubicki, Rebeca Martinez, Macartney Welborn, Sana Zahiruddin, Jun Zou, Kai Cao, Anisha B Patel

Faculty, Staff and Student Publications

Background: While immune checkpoint inhibitors (ICIs) have shown significant efficacy, a common side effect is cutaneous immune-related adverse events (irAEs). This study focuses on exploring the association between specific human leukocyte antigen (HLA) alleles and the development of cutaneous irAEs in melanoma patients undergoing ICI monotherapy and combination therapy. As certain HLA types are indicative of susceptibility to autoimmune diseases, it was hypothesized that HLA typing could serve as a potential screening tool for identifying patients at increased risk for developing irAEs.

Methods: A retrospective chart review was performed of 515 patients with melanoma who underwent ICI therapy, either as …


50k4life: A Smart Study Protocol To Improve Walking Engagement In Public School Employees On The Us-Mexico Border, Jennifer J Salinas, Susan W Buchholz, Zenong Yin, Jennifer L Gay, Jing Wang, Janani Rajbhandari-Thapa, Mark G Wilson, Erin Finley, Zuber Mulla, Elizabeth Ramirez, Deborah Parra Medina Feb 2026

50k4life: A Smart Study Protocol To Improve Walking Engagement In Public School Employees On The Us-Mexico Border, Jennifer J Salinas, Susan W Buchholz, Zenong Yin, Jennifer L Gay, Jing Wang, Janani Rajbhandari-Thapa, Mark G Wilson, Erin Finley, Zuber Mulla, Elizabeth Ramirez, Deborah Parra Medina

Faculty, Staff and Student Publications

Introduction: Mexican Americans living in the U.S.-Mexico border region suffer disproportionately from preventable cardiometabolic and cancer diseases. Workplace health promotion programs that include physical activity promotion are promising strategies to address this public health problem to improve physical activity engagement. Workplace-based programs can increase moderate to vigorous physical activity (MVPA) engagement while addressing barriers associated with inactivity.

Methods: We plan to conduct a clustered Sequential Multiple Assignment Randomized Trial (SMART) to determine the effectiveness of a workplace walking challenge intervention - 50,000 for Life (50K4Life) - in improving brisk walking engagement (at least 7000 steps/day, representing approximately 50,000 steps/week) for …


Cardiometabolic Indicators Of Cognitive Impairment In The Cameron County Hispanic Cohort, Fadi I Musfee, Seema Agarwal, Vahed Maroufy, Chelsea Liu, Joseph B Mccormick, Susan Fisher-Hoch, Sean I Savitz Feb 2026

Cardiometabolic Indicators Of Cognitive Impairment In The Cameron County Hispanic Cohort, Fadi I Musfee, Seema Agarwal, Vahed Maroufy, Chelsea Liu, Joseph B Mccormick, Susan Fisher-Hoch, Sean I Savitz

Faculty, Staff and Student Publications

Background

Cognitive impairment (CI) and its related risk factors (e.g., diabetes and stroke) are highly prevalent among Hispanic/Latinos (H/L); however, prior research in H/L focused on aging individuals (≥65 years old).

Objective

To comprehensively assess the associations between a wide-range of cardiometabolic health indicators and CI using a prospective study design in a younger cohort of H/L (majority < 65 years old) from the Cameron County Hispanic Cohort (CCHC).

Methods

We identified a total of 1240 CCHC subjects with complete Mini-Mental Status Exam (MMSE) data at study baseline and at 5-year follow-up. The outcome (i.e., CI) was based on MMSE scores of less than 24. We conducted univariate associations for multiple …


A Comparative Study Of Statistical Methods For Identifying Differentially Expressed Genes In Spatial Transcriptomics, Yishan Wang, Chenxuan Zang, Ziyi Li, Charles C Guo, Dejian Lai, Peng Wei Feb 2026

A Comparative Study Of Statistical Methods For Identifying Differentially Expressed Genes In Spatial Transcriptomics, Yishan Wang, Chenxuan Zang, Ziyi Li, Charles C Guo, Dejian Lai, Peng Wei

Faculty, Staff and Student Publications

Spatial transcriptomics (ST) provides unprecedented insights into gene expression patterns while retaining spatial context, making it a valuable tool for understanding complex tissue architectures, such as those found in cancers. Seurat, by far the most popular tool for analyzing ST data, uses the Wilcoxon rank-sum test by default for differential expression analysis. However, as a nonparametric method that disregards spatial correlations, the Wilcoxon test can lead to inflated false positive rates and misleading findings. This limitation highlights the need for a more robust statistical approach that effectively incorporates spatial correlations. To this end, we propose a Generalized Estimating Equations (GEE) …


Melody: Mediation Analysis In Logistic Regression For High-Dimensional Mediators And A Binary Outcome, Sunyi Chi, Xingyu Li, Peng Wei, Xuelin Huang Feb 2026

Melody: Mediation Analysis In Logistic Regression For High-Dimensional Mediators And A Binary Outcome, Sunyi Chi, Xingyu Li, Peng Wei, Xuelin Huang

Faculty, Staff and Student Publications

Mediation analysis is a pivotal tool for elucidating the indirect effect of an environmental factor or treatment on disease through potentially high‐dimensional omics data, such as gene expression profiles. However, traditional mediation analysis methods tailored for binary outcomes often rely on the rare disease assumption in logistic regression and provide inadequate measures of total mediation effect when multiple mediators have effects in different directions. In this paper, we develop a MEdiation analysis framework in LOgistic regression for high‐Dimensional mediators and a binarY outcome (MELODY). It leverages a second‐moment‐based measure analogous to the ��2 for linear models to quantify the total …


Investigating The Oxygen Dependence Of Flash-Rt Using Electron Paramagnetic Resonance Imaging, Trey Waldrop, Grace Murley, Brett Velasquez, Elise Konradsson, Denae Neill, Luke Connell, Alan Lopez Hernandez, Abagail Delahoussaye, F William Schuler, Jorge De La Cerda, Ziyi Li, Mark D Pagel, Emil Schüler Feb 2026

Investigating The Oxygen Dependence Of Flash-Rt Using Electron Paramagnetic Resonance Imaging, Trey Waldrop, Grace Murley, Brett Velasquez, Elise Konradsson, Denae Neill, Luke Connell, Alan Lopez Hernandez, Abagail Delahoussaye, F William Schuler, Jorge De La Cerda, Ziyi Li, Mark D Pagel, Emil Schüler

Faculty, Staff and Student Publications

Purpose: The FLASH effect occurs when radiation given at ultra-high dose rates spares healthy tissue while achieving isoeffective tumor control relative to conventional (CONV) dose rate irradiation. Limited data has implicated oxygen in the FLASH effect. This study investigated the effect of tissue oxygen tension (pO2) on gastrointestinal (GI) FLASH sparing in mice.

Methods: pO2 was quantified in vivo by electron paramagnetic resonance imaging (EPRI)- noninvasive oximetry through spin probe injection and magnetic resonance co-registration- and a phosphorescent quenching microsensor. B6(Cg)-Tyrc-2 J/J female mice were imaged while breathing 10%, 21%, and 95% oxygen. C57BL/6 mice of both sexes underwent microsensor …


The Pandemic Effect: Secondary Impact On The Diagnosis Of Clinically Significant Congenital Heart Disease And Role Of Deprivation Index, Cassandra Campbell, Kristin Wyckoff, Ronak Naik, Nithya Swaminathan, Salima Ahmed Bhimani, Jason Johnson, Vijaya Joshi, Ranjit Philip Feb 2026

The Pandemic Effect: Secondary Impact On The Diagnosis Of Clinically Significant Congenital Heart Disease And Role Of Deprivation Index, Cassandra Campbell, Kristin Wyckoff, Ronak Naik, Nithya Swaminathan, Salima Ahmed Bhimani, Jason Johnson, Vijaya Joshi, Ranjit Philip

Faculty, Staff and Student Publications

We sought to determine the impact of the COVID-19 on prenatal diagnosis (PND) of clinically significant congenital heart disease (CHD) and the role of socioeconomic status (SES), complexity of diagnosis, and proximity to advance testing. This single-center retrospective study evaluated 2 eras of infants (COVID (born July 1, 2020–July 31, 2023) and pre-COVID (born June 1, 2017–July 1, 2020) who had cardiac surgery in the first year of life. 512 infants, 292 in pre-COVID era and 220 in COVID era with no significant difference in the rate of prenatal care (PNC) or PND in the COVID era (88%/42%) versus pre-COVID …


Participant Retention In A Prospective Multicenter Cohort Of Participants With Pancreatitis And Factors Associated With Attrition, Radmila Choate, Jun Xu, Jeffrey J Easler, Samuel Han, Anna E Phillips, Melena D Bellin, William E Fisher, Evan L Fogel, Chris Forsmark, Phil A Hart, Stephen J Pandol, Walter G Park, Jose Serrano, Stephen K Van Den Eeden, Santhi Swaroop Vege, Liang Li, Darwin L Conwell, Dhiraj Yadav Feb 2026

Participant Retention In A Prospective Multicenter Cohort Of Participants With Pancreatitis And Factors Associated With Attrition, Radmila Choate, Jun Xu, Jeffrey J Easler, Samuel Han, Anna E Phillips, Melena D Bellin, William E Fisher, Evan L Fogel, Chris Forsmark, Phil A Hart, Stephen J Pandol, Walter G Park, Jose Serrano, Stephen K Van Den Eeden, Santhi Swaroop Vege, Liang Li, Darwin L Conwell, Dhiraj Yadav

Faculty, Staff and Students Publications

Objectives: Participant retention is essential in prospective studies to minimize bias and maintain validity. This study aimed to estimate retention rates and identify factors influencing attrition in a multicenter cohort (PROCEED) of US adults with acute/recurrent acute pancreatitis (AP/RAP) and chronic pancreatitis (CP).

Methods: Participants from the PROCEED study with AP/RAP or CP eligible for follow-up within the designated visit window were included. Retention was defined as completing at least one follow-up visit during the observation period. Retention was analyzed by follow-up mode (in-person and/or medical record review) and disease type (AP/RAP and CP). Retention factors were assessed using univariate …


Partial Versus Full Revision In Cementless Single-Stage Exchange For Hip Periprosthetic Joint Infection: A Multicenter Comparative Study With 10-Year Survivorship Analysis, Wenbo Mu, Atthakorn Jarusriwanna, Boyong Xu, Scot A. Brown, Xiaogang Zhang, Alexander Dawes, Javad Parvizi Md, Li Cao Jan 2026

Partial Versus Full Revision In Cementless Single-Stage Exchange For Hip Periprosthetic Joint Infection: A Multicenter Comparative Study With 10-Year Survivorship Analysis, Wenbo Mu, Atthakorn Jarusriwanna, Boyong Xu, Scot A. Brown, Xiaogang Zhang, Alexander Dawes, Javad Parvizi Md, Li Cao

Rothman Institute Papers

BACKGROUND: Periprosthetic joint infection (PJI) is one of the most challenging complications following total hip arthroplasty (THA). Traditional management typically involves full revision to ensure comprehensive infection eradication. However, for patients with well-fixed implants, partial revision in a single-stage cementless approach may provide a viable alternative, potentially preserving bone stock and reducing operative time. The relative efficacy of this approach compared with full revision remains to be fully explored. This multicenter study aims to determine whether partial revision in cementless single-stage exchange surgery offers comparable infection control outcomes to full revision for select patients with well-fixed implants.

METHODS: We conducted …


Downregulation Of Slc40a1 Leads To Iron Accumulation In Fibrotic Lung Fibroblasts, Quanjin Dang, Chaoqun Huang, Yurong Liang, Akshaya Surendran, Dharanya Muthiah, Kishore Vaddadi, Sankha Hewawasam, Tingting W Mills, Lin Liu Jan 2026

Downregulation Of Slc40a1 Leads To Iron Accumulation In Fibrotic Lung Fibroblasts, Quanjin Dang, Chaoqun Huang, Yurong Liang, Akshaya Surendran, Dharanya Muthiah, Kishore Vaddadi, Sankha Hewawasam, Tingting W Mills, Lin Liu

Faculty, Staff and Student Publications

Iron is an essential nutrient for almost all organisms. However, excess iron generates reactive oxygen species and causes tissue injuries. Iron is implicated in idiopathic pulmonary fibrosis (IPF). In this study, we examined iron accumulation in fibrotic lung fibroblasts and the underlying mechanisms. We hypothesize that the downregulation of Solute Carrier Family 40 Member 1 (SLC40A1) results in iron accumulation in lung fibroblasts of IPF patients. Using a Prussian Blue iron staining, we found that iron accumulated in the fibrotic region of the lungs from IPF patients and bleomycin- and asbestos-induced lung fibrosis mice. Iron was partially co-localized with the …


High Levels Of Circulating Mir-19a-3p In Patients With Metastatic Her2 + Breast Cancer Are Associated With A Favorable Prognosis And Anti-Tumor Immune Responses, Evan N Cohen, Hui Gao, Sanda Tin, Qiong Wu, Cristina Ivan, Naoto T Ueno, Wendy A Woodward, James M Reuben, Simone Anfossi Jan 2026

High Levels Of Circulating Mir-19a-3p In Patients With Metastatic Her2 + Breast Cancer Are Associated With A Favorable Prognosis And Anti-Tumor Immune Responses, Evan N Cohen, Hui Gao, Sanda Tin, Qiong Wu, Cristina Ivan, Naoto T Ueno, Wendy A Woodward, James M Reuben, Simone Anfossi

Faculty, Staff and Student Publications

Background: Trastuzumab, combined with chemotherapy, is the current standard treatment for both metastatic and early-stage HER2-positive (HER2 +) breast cancer. One of the mechanisms of action of trastuzumab is antibody-dependent cellular cytotoxicity (ADCC), which involves engaging FcγRIIIA (CD16) on natural killer (NK) cells. A competent immune system and properly functioning NK cells are crucial for effective ADCC, as they can influence favorable clinical outcomes. Resistance to trastuzumab often develops after about one year. We previously reported that elevated levels of miR-19a-3p in the serum of patients with metastatic HER2 + breast cancer treated with trastuzumab were associated with a favorable …


Using The Linear References From The Pangenome To Discover Missing Autism Variants, Yang Sui, Jiadong Lin, Michelle D Noyes, Youngjun Kwon, Isaac Wong, Nidhi Koundinya, William T Harvey, Mei Wu, Kendra Hoekzema, Katherine M Munson, Gage H Garcia, Jordan Knuth, Julie Wertz, Tianyun Wang, Kelsey Hennick, Druha Karunakaran, Rafael A Polo Prieto, Rebecca Meyer-Schuman, Fisher Cherry, Davut Pehlivan, Bernhard Suter, Jonas A Gustafson, Danny E Miller, Human Pangenome Reference Consortium (Hprc), Hanna Berk-Rauch, Tomasz J Nowakowski, Aravinda Chakravarti, Huda Y Zoghbi, Evan E Eichler Jan 2026

Using The Linear References From The Pangenome To Discover Missing Autism Variants, Yang Sui, Jiadong Lin, Michelle D Noyes, Youngjun Kwon, Isaac Wong, Nidhi Koundinya, William T Harvey, Mei Wu, Kendra Hoekzema, Katherine M Munson, Gage H Garcia, Jordan Knuth, Julie Wertz, Tianyun Wang, Kelsey Hennick, Druha Karunakaran, Rafael A Polo Prieto, Rebecca Meyer-Schuman, Fisher Cherry, Davut Pehlivan, Bernhard Suter, Jonas A Gustafson, Danny E Miller, Human Pangenome Reference Consortium (Hprc), Hanna Berk-Rauch, Tomasz J Nowakowski, Aravinda Chakravarti, Huda Y Zoghbi, Evan E Eichler

Duncan NRI Faculty and Staff Publications

To better understand large-effect pathogenic variation associated with autism, we generated long-read sequencing (LRS) data to construct phased and near-complete genome assemblies (average contig N50 = 43 Mbp, QV = 56) for 189 individuals from 51 families with unsolved cases. We applied read- and assembly-based strategies to facilitate comprehensive characterization of de novo mutations, structural variants (SVs), and DNA methylation. Using LRS pangenome controls, we efficiently filtered >97% of common SVs exclusive to 87 offspring. We find no evidence of increased autosomal SV burden for probands when compared to unaffected siblings yet observe a suggestive trend toward an increased SV …


Phase 1b/2 Study Of Bms-813160, A Ccr2/5 Dual Antagonist, In Combination With Chemotherapy Or Nivolumab In Patients With Advanced Pancreatic Or Colorectal Cancer, Dung T. Le, Gunnar Folprecht, Anna M. Varghese, Martin Gutierrez, Marcus Noel, Nikolaos A. Trikalinos, Eric Chen, Farshid Dayyani, S. Lindsey Davis, Wen Wee Ma, Atrayee Basu Mallick, Ignacio Garrido-Laguna, Mayu Osawa, Shaun O'Brien, Ruslan D. Novosiadly, Ke Xu, Danielle M. Greenawalt, Santanu Dutta, Christina Twyman Saint Victor, Heinz-Josef Lenz Jan 2026

Phase 1b/2 Study Of Bms-813160, A Ccr2/5 Dual Antagonist, In Combination With Chemotherapy Or Nivolumab In Patients With Advanced Pancreatic Or Colorectal Cancer, Dung T. Le, Gunnar Folprecht, Anna M. Varghese, Martin Gutierrez, Marcus Noel, Nikolaos A. Trikalinos, Eric Chen, Farshid Dayyani, S. Lindsey Davis, Wen Wee Ma, Atrayee Basu Mallick, Ignacio Garrido-Laguna, Mayu Osawa, Shaun O'Brien, Ruslan D. Novosiadly, Ke Xu, Danielle M. Greenawalt, Santanu Dutta, Christina Twyman Saint Victor, Heinz-Josef Lenz

Department of Medical Oncology Faculty Papers

BACKGROUND: Cysteine-cysteine chemokine receptors 2 (CCR2) and 5 (CCR5) contribute to immune suppression in tumor microenvironments. CCR2 and CCR5 antagonists have demonstrated antitumor activity in pancreatic ductal adenocarcinoma (PDAC) and colorectal cancer (CRC), respectively. This phase 1b/2, open-label study evaluated BMS-813160, a CCR2/5 dual antagonist, in combination with chemotherapy±nivolumab in advanced PDAC or metastatic CRC.

METHODS: Part 1 included patients with metastatic untreated (first-line (1L)) PDAC, 1L CRC, or previously treated (second or third line (2/3L)) microsatellite stable (MSS) CRC. Patients received 2 weeks of BMS-813160 monotherapy (300 mg two times a day, 600 mg once daily, 300 mg once …


Disease-Specific And Overall Survival For Patients With Lacrimal Gland Adenoid Cystic Carcinoma In Recent Decades, Bita Esmaeli, Zhouxuan Li, Tracy J Lu, Hila Goldberg, Jing Ning, James Matthew Debnam, Steven Jay Frank, Renata Ferrarotto Jan 2026

Disease-Specific And Overall Survival For Patients With Lacrimal Gland Adenoid Cystic Carcinoma In Recent Decades, Bita Esmaeli, Zhouxuan Li, Tracy J Lu, Hila Goldberg, Jing Ning, James Matthew Debnam, Steven Jay Frank, Renata Ferrarotto

Faculty, Staff and Student Publications

Purpose: To evaluate the presenting symptoms, and the overall survival (OS) and disease-specific survival (DSS) in patients with lacrimal gland adenoid cystic carcinoma (LGACC).

Methods: This retrospective single-centre cohort study included all consecutive patients with LGACC treated by the primary author from November 1998 through August 2024. Demographic data, presenting symptoms, the histological subtype of LGACC, type of surgical treatment, adjuvant radiotherapy or chemotherapy, T category at presentation and survival data were reviewed. Correlations between histological subtypes, T-category, type of surgery (eye sparing vs orbital exenteration), and DSS and OS were analysed.

Results: 52 patients had a median age of …


Cdk2 Inhibitor Blu-222 Synergizes With Cdk4/6 Inhibitors In Drug Resistant Breast Cancers Through P21/P27 Induction, Linjie Luo, Yan Wang, Tuyen Bui, Xiaoting Jiang, Mei-Kuang Chen, Xiayu Rao, Sepideh Mohammadhosseinpour, Mi Li, Serena Kim, Rachel Y Kim, Saba Kamaliasl, Carmen W Ulizio, Spyros Tsavachidis, Juliana Navarro-Yepes, Nicole M Kettner, Hannah Wingate, Funda Meric-Bernstam, Kelly K Hunt, Jing Wang, Kerrie Faia, Khandan Keyomarsi Jan 2026

Cdk2 Inhibitor Blu-222 Synergizes With Cdk4/6 Inhibitors In Drug Resistant Breast Cancers Through P21/P27 Induction, Linjie Luo, Yan Wang, Tuyen Bui, Xiaoting Jiang, Mei-Kuang Chen, Xiayu Rao, Sepideh Mohammadhosseinpour, Mi Li, Serena Kim, Rachel Y Kim, Saba Kamaliasl, Carmen W Ulizio, Spyros Tsavachidis, Juliana Navarro-Yepes, Nicole M Kettner, Hannah Wingate, Funda Meric-Bernstam, Kelly K Hunt, Jing Wang, Kerrie Faia, Khandan Keyomarsi

Faculty, Staff and Student Publications

Cyclin-dependent kinase 4/6 inhibitors (CDK4/6i) combined with endocrine therapy are the standard first-line treatment for hormone receptor-positive, HER2-negative (HR+/HER2-) metastatic breast cancer, but resistance inevitably develops. In triple-negative breast cancer (TNBC), the efficacy of CDK4/6i remains uncertain. Our study shows that the selective CDK2 inhibitor BLU-222, while effective alone, enhances synergistic activity when combined with CDK4/6i in resistant HR+/HER2- and TNBC models, leading to increased apoptosis and cell cycle arrest. In vivo, combining BLU-222 with palbociclib or ribociclib produced significant antitumor activity across eight resistant models, driving durable tumor regression and prolonged survival. Mechanistically, BLU-222, alone or with palbociclib, upregulated …


Cdk2 Inhibitor Blu-222 Synergizes With Cdk4/6 Inhibitors In Drug Resistant Breast Cancers Through P21/P27 Induction, Linjie Luo, Yan Wang, Tuyen Bui, Xiaoting Jiang, Mei-Kuang Chen, Xiayu Rao, Sepideh Mohammadhosseinpour, Mi Li, Serena Kim, Rachel Y Kim, Saba Kamaliasl, Carmen W Ulizio, Spyros Tsavachidis, Juliana Navarro-Yepes, Nicole M Kettner, Hannah Wingate, Funda Meric-Bernstam, Kelly K Hunt, Jing Wang, Kerrie Faia, Khandan Keyomarsi Jan 2026

Cdk2 Inhibitor Blu-222 Synergizes With Cdk4/6 Inhibitors In Drug Resistant Breast Cancers Through P21/P27 Induction, Linjie Luo, Yan Wang, Tuyen Bui, Xiaoting Jiang, Mei-Kuang Chen, Xiayu Rao, Sepideh Mohammadhosseinpour, Mi Li, Serena Kim, Rachel Y Kim, Saba Kamaliasl, Carmen W Ulizio, Spyros Tsavachidis, Juliana Navarro-Yepes, Nicole M Kettner, Hannah Wingate, Funda Meric-Bernstam, Kelly K Hunt, Jing Wang, Kerrie Faia, Khandan Keyomarsi

Faculty, Staff and Student Publications

Cyclin-dependent kinase 4/6 inhibitors (CDK4/6i) combined with endocrine therapy are the standard first-line treatment for hormone receptor-positive, HER2-negative (HR+/HER2-) metastatic breast cancer, but resistance inevitably develops. In triple-negative breast cancer (TNBC), the efficacy of CDK4/6i remains uncertain. Our study shows that the selective CDK2 inhibitor BLU-222, while effective alone, enhances synergistic activity when combined with CDK4/6i in resistant HR+/HER2- and TNBC models, leading to increased apoptosis and cell cycle arrest. In vivo, combining BLU-222 with palbociclib or ribociclib produced significant antitumor activity across eight resistant models, driving durable tumor regression and prolonged survival. Mechanistically, BLU-222, alone or with palbociclib, upregulated …


Maturity-Onset Diabetes Of The Young (Mody) In A Racially/Ethnically Diverse Pediatric Population, Shilpi Relan, Guido Alarcon, Danielle Guffey, Charles G Minard, Mary E Fang, Kelly Timmons, Rona Y Sonabend, Mustafa Tosur, Maria J Redondo, Jennifer E Posey Jan 2026

Maturity-Onset Diabetes Of The Young (Mody) In A Racially/Ethnically Diverse Pediatric Population, Shilpi Relan, Guido Alarcon, Danielle Guffey, Charles G Minard, Mary E Fang, Kelly Timmons, Rona Y Sonabend, Mustafa Tosur, Maria J Redondo, Jennifer E Posey

Faculty, Staff and Students Publications

Context: Current practice guidelines recommend considering a diagnosis of maturity-onset diabetes of the young (MODY) in patients with diabetes with an affected parent but without typical features of type 1 or type 2 diabetes.

Objective: To test if these criteria apply to a real-world cohort of racially/ethnically diverse children with diabetes.

Methods: We performed a retrospective case review of electronic medical records of youth diagnosed with MODY in a large academic pediatric hospital in Southwestern United States. Cases were ascertained based on the identification of a molecular diagnosis of MODY.

Results: We studied 50 genetically confirmed cases of MODY: 60% …


From Evaluation To Elevation: Standardized Letter Of Evaluation Domains Tied To Future Emergency Medicine Chief Residents, Abagayle Bierowski, Zaid Tayyem, Casey Morrone, Carlos Rodriguez, Chaiya Laoteppitaks, Peter Tomaselli, Dimitrios Papanagnou, Xiao Chi Zhang Jan 2026

From Evaluation To Elevation: Standardized Letter Of Evaluation Domains Tied To Future Emergency Medicine Chief Residents, Abagayle Bierowski, Zaid Tayyem, Casey Morrone, Carlos Rodriguez, Chaiya Laoteppitaks, Peter Tomaselli, Dimitrios Papanagnou, Xiao Chi Zhang

Department of Emergency Medicine Faculty Papers

INTRODUCTION: The Standardized Letter of Evaluation (SLOE) is a core component of emergency medicine (EM) residency applications, designed to assess clinical performance, professionalism, and leadership potential. While its utility in selecting residency candidates is well established, its association with future leadership roles, such as chief resident, remains unclear. Identifying early indicators of leadership potential could inform both recruitment and resident development efforts. In this study we aimed to evaluate whether medical students' SLOEs are associated with subsequent selection as chief residents, offering insight into the SLOE's potential to forecast future leadership within EM.

METHODS: We conducted a retrospective review of …


Low Intensity Vibration With Zoledronate Reduces Musculoskeletal Weakness And Adiposity In Estrogen Deprived Female Mice, Gabriel M Pagnotti, Trupti Trivedi, Laura E Wright, Sutha K John, Sreemala Murthy, Ryan R Pattyn, Monte S Willis, Yun She, Sukanya Suresh, Aji F Touray, William R Thompson, Clinton T Rubin, Khalid S Mohammad, Theresa A Guise Jan 2026

Low Intensity Vibration With Zoledronate Reduces Musculoskeletal Weakness And Adiposity In Estrogen Deprived Female Mice, Gabriel M Pagnotti, Trupti Trivedi, Laura E Wright, Sutha K John, Sreemala Murthy, Ryan R Pattyn, Monte S Willis, Yun She, Sukanya Suresh, Aji F Touray, William R Thompson, Clinton T Rubin, Khalid S Mohammad, Theresa A Guise

Faculty, Staff and Student Publications

Aromatase inhibitors are widely used in the treatment of hormone-sensitive breast cancer, but their suppression of estrogen production accelerates bone loss, increases fracture risk, and negatively impacts muscle and fat metabolism. Here, we demonstrate that daily low intensity vibration, serving as a non-drug mimetic for exercise, protects musculoskeletal health in skeletally immature, female mice under complete estrogen deprivation. Subsequent improvements in vertebral bone density are paralleled by greater and leaner skeletal muscle mass and function alongside reduced fat accretion and circulating metabolites. In mature, estrogen deprived mice, vibration enhances weekly bisphosphonate treatment, improving bone density, cortical thickness, and mechanical resistance …


Genomics Define Malignant Transformation In Myeloma Precursor Conditions, Francesco Maura, P Leif Bergsagel, Bachisio Ziccheddu, Shaji Kumar, Kylee Maclachlan, Andriy Derkach, Juan-Jose Garces, Ross Firestone, Esteban Braggio, Yan Asmann, Michael Durante, Benjamin T Diamond, Marios Papadimitriou, Malin Hultcrantz, Alessio Marella, Giancarlo Castellano, Akihiro Maeda, Marta Lionetti, Antonio Matera, Stefania Pioggia, Matteo Claudio Da Vià, Claudio De Magistris, Daniel Leongamornlert, Danny Deavila, Praneeth Reddy Sudalagunta, Rafael Renatino Canevarolo, Erin M Siegel, Phaedra Agius, Jamie Teer, Andrew Mcpherson, Yusuke Yamashita, Ariosto S Silva, Patrick Blaney, Rachid Baz, Krina K Patel, Peter Campbell, Gareth Morgan, Rafael Fonseca, Ola Landgren, Robert Z Orlowski, Kenneth H Shain, Niccolo Bolli, Saad Usmani, S Vincent Rajkumar Jan 2026

Genomics Define Malignant Transformation In Myeloma Precursor Conditions, Francesco Maura, P Leif Bergsagel, Bachisio Ziccheddu, Shaji Kumar, Kylee Maclachlan, Andriy Derkach, Juan-Jose Garces, Ross Firestone, Esteban Braggio, Yan Asmann, Michael Durante, Benjamin T Diamond, Marios Papadimitriou, Malin Hultcrantz, Alessio Marella, Giancarlo Castellano, Akihiro Maeda, Marta Lionetti, Antonio Matera, Stefania Pioggia, Matteo Claudio Da Vià, Claudio De Magistris, Daniel Leongamornlert, Danny Deavila, Praneeth Reddy Sudalagunta, Rafael Renatino Canevarolo, Erin M Siegel, Phaedra Agius, Jamie Teer, Andrew Mcpherson, Yusuke Yamashita, Ariosto S Silva, Patrick Blaney, Rachid Baz, Krina K Patel, Peter Campbell, Gareth Morgan, Rafael Fonseca, Ola Landgren, Robert Z Orlowski, Kenneth H Shain, Niccolo Bolli, Saad Usmani, S Vincent Rajkumar

Faculty, Staff and Student Publications

Multiple myeloma (MM) is consistently preceded by monoclonal gammopathy of undetermined significance (MGUS) and smoldering multiple myeloma (SMM). While these precursor conditions are asymptomatic, they are not entirely benign and carry a lifelong risk of progression to MM. Unlike other cancers defined by pathology, malignant transformation from MGUS or SMM to MM has so far relied on demonstration of clinical end-organ damage as morphology and cytogenetics cannot reliably distinguish them. In this study, using genomic data from 374 patients with MGUS or SMM (277 training, 97 validation), to our knowledge, we demonstrate for the first time the ability to identify …


Radionuclide-Stimulated Dynamic Therapy Induces Complementary Immunogenic Necroptosis And Apoptosis Cancer Cell Death Pathways, Christopher Egbulefu, Kvar Black, Xinming Su, Partha Karmakar, Lemoyne Habimana-Griffin, Gail Sudlow, Julie Prior, Ezugo Onejeme, Alex Zheleznyak, Baogang Xu, Yalin Xu, Alison Esser, Matthew Mixdorf, Evan Moss, Brad Manion, Cody Hongsermeier, Nisha Gamadia, Nicole Blasi, Luke Stallings, Chidube Alagbaoso, Nathan Reed, Matthew M Gubin, Chieh-Yu Lin, Robert Schreiber, Katherine Weilbaecher, Samuel Achilefu Jan 2026

Radionuclide-Stimulated Dynamic Therapy Induces Complementary Immunogenic Necroptosis And Apoptosis Cancer Cell Death Pathways, Christopher Egbulefu, Kvar Black, Xinming Su, Partha Karmakar, Lemoyne Habimana-Griffin, Gail Sudlow, Julie Prior, Ezugo Onejeme, Alex Zheleznyak, Baogang Xu, Yalin Xu, Alison Esser, Matthew Mixdorf, Evan Moss, Brad Manion, Cody Hongsermeier, Nisha Gamadia, Nicole Blasi, Luke Stallings, Chidube Alagbaoso, Nathan Reed, Matthew M Gubin, Chieh-Yu Lin, Robert Schreiber, Katherine Weilbaecher, Samuel Achilefu

Faculty, Staff and Student Publications

Radionuclide-stimulated dynamic therapy (RaST) utilizes Cerenkov-radiating radiopharmaceuticals to activate light-sensitive drugs and materials, generating reactive oxygen species (ROS) that inhibit cancer progression. However, the underlying cell death mechanisms are not fully understood. Using ROS-regenerative nanophotosensitizers coated with a tumor-targeting transferrin-titanocene complex and radiolabeled 2-fluorodeoxyglucose, we found that RaST induced apoptosis and necroptosis, characterized by the activation of RIPK-1, RIPK-3, nuclear factor kappa B, and mixed lineage kinase domain-like pseudokinase, leading to membrane permeabilization, cytokine release, and the expression of immunogenic damage-associated molecular patterns. In immune-deficient breast tumor-bearing mice with adequate stroma and growth factors, RaST did not prevent tumor growth …


Comprehensive Metabolic Profiling Across Five Lifespan Stages In Murine Hippocampus And Cortex Reveals Sex-Related Variation In Age-Related Cognitive Decline, Xi Long, Wuping Liu, Changhan Chen, Qi Guo, Yidan Wang, Fang Yu, Yujin Zhang, Rodney E Kellems, Yang Xia Jan 2026

Comprehensive Metabolic Profiling Across Five Lifespan Stages In Murine Hippocampus And Cortex Reveals Sex-Related Variation In Age-Related Cognitive Decline, Xi Long, Wuping Liu, Changhan Chen, Qi Guo, Yidan Wang, Fang Yu, Yujin Zhang, Rodney E Kellems, Yang Xia

Faculty, Staff and Student Publications

This study employs Barnes maze behavioral assessments, untargeted liquid chromatography-mass spectrometry metabolomics, and 13C6-glucose isotopic tracing to systematically investigate cognitive function and metabolic profiles in hippocampal and cortical tissues of male and female mice across five distinct age-ranges. Behavioral analyses reveal significant cognitive decline in both sexes by 16-months-of-age, with females exhibiting more severe impairment by 23-months, demonstrating a sex-related variation. 13C6-glucose tracing analyses reveals that glucose is rapidly and preferentially metabolized toward the Tricarboxylic acid cycle over glycolysis and the pentose phosphate pathway (PPP), with metabolism rates increasing from juvenility to meet developmental demands and maintaining homeostasis into pre-elderly. …


Glutamatergic Projection Neurons In The Basal Forebrain Underlie Learned Olfactory Associational Valence Assignments, Pey-Shyuan Chin, Zhuokun Ding, Mikhail Kochukov, Snigdha Srivastava, Elizabeth H Moss, Qingchun Tong, Benjamin R Arenkiel Jan 2026

Glutamatergic Projection Neurons In The Basal Forebrain Underlie Learned Olfactory Associational Valence Assignments, Pey-Shyuan Chin, Zhuokun Ding, Mikhail Kochukov, Snigdha Srivastava, Elizabeth H Moss, Qingchun Tong, Benjamin R Arenkiel

Faculty, Staff and Student Publications

Sensory perception is shaped by experience, giving stimuli behavioral significance. Basal forebrain (BF) cholinergic neurons in mice, which are crucial for arousal and motivation, also regulate sensory processing. Within BF nuclei, glutamatergic (vGlut2BF) neurons receive cholinergic input and modulate behaviors, but their roles in encoding sensory significance remain unclear. Using in vivo calcium imaging, we found that vGlut2BF neurons initially poorly encoded odor identity. However, their response to conditioned odors increased following associative learning, and their population activity more distinctly encoded paired stimuli, reflecting emergent value representation. Furthermore, pairing stimulation or inhibition of vGlut2BF neurons with specific odors altered odor …


The Impact Of Indigenous American-Like Ancestry On The Risk Of Acute Lymphoblastic Leukemia In Hispanic/Latino Children, Jalen Langie, Tsz Fung Chan, Wenjian Yang, Alice Y Kang, Libby Morimoto, Daniel O Stram, Nicholas Mancuso, Xiaomei Ma, Catherine Metayer, Philip J Lupo, Karen R Rabin, Michael E Scheurer, Joseph L Wiemels, Jun J Yang, Adam J De Smith, Charleston W K Chiang Jan 2026

The Impact Of Indigenous American-Like Ancestry On The Risk Of Acute Lymphoblastic Leukemia In Hispanic/Latino Children, Jalen Langie, Tsz Fung Chan, Wenjian Yang, Alice Y Kang, Libby Morimoto, Daniel O Stram, Nicholas Mancuso, Xiaomei Ma, Catherine Metayer, Philip J Lupo, Karen R Rabin, Michael E Scheurer, Joseph L Wiemels, Jun J Yang, Adam J De Smith, Charleston W K Chiang

Faculty, Staff and Students Publications

Acute lymphoblastic leukemia (ALL) is the most common childhood cancer, with Hispanic/Latino children having a higher incidence of ALL than other racial/ethnic groups. Among the genetic variants previously implicated in ALL risk, a number of them were found to be enriched in Indigenous American (IA)-like ancestries and inherited by many Hispanic/Latino individuals. However, due to potential confounding from environmental factors, the association between IA-like ancestry and risk for ALL has remained unclear. In this study, we characterized the impact of IA-like ancestry on overall ALL risk and on the frequency and effect size of known risk alleles, while accounting for …


Epigenome-Wide Association Study Meta-Analysis Of Bmi In African Americans, Kendra Ferrier, Mariaelisa Graff, Iain R Konigsberg, Maggie Stanislawski, Heather M Highland, Laura M Raffield, April P Carson, Eric Boerwinkle, Jill M Norris, Chris R Gignoux, Audrey E Hendricks, Sridharan Raghavan, Kari E North, Kristin L Young, Anne E Justice, Matthew A Allison, Mathew J Budoff, Silva Kasela, François Aguet, Joshua J Joseph, Charles Kooperberg, Stephen S Rich, Jerome I Rotter, Ethan M Lange, Leslie A Lange Jan 2026

Epigenome-Wide Association Study Meta-Analysis Of Bmi In African Americans, Kendra Ferrier, Mariaelisa Graff, Iain R Konigsberg, Maggie Stanislawski, Heather M Highland, Laura M Raffield, April P Carson, Eric Boerwinkle, Jill M Norris, Chris R Gignoux, Audrey E Hendricks, Sridharan Raghavan, Kari E North, Kristin L Young, Anne E Justice, Matthew A Allison, Mathew J Budoff, Silva Kasela, François Aguet, Joshua J Joseph, Charles Kooperberg, Stephen S Rich, Jerome I Rotter, Ethan M Lange, Leslie A Lange

Faculty, Staff and Student Publications

Despite considerable advances in identifying risk factors for obesity, gaps remain in our understanding about its etiology. Genetic variants explain only a small portion of variation in obesity-related traits such as body mass index (BMI). Epigenetic regulation, which controls gene expression and is influenced by environmental and genetic factors, may account for additional variability in BMI. Epigenetic studies of BMI have largely been conducted in European ancestry populations, despite the disproportionate burden of obesity in African Americans (AAs). We conducted a sex-stratified BMI epigenome-wide association study meta-analysis in AA participants from the Jackson Heart Study (n = 1,604) and …


The Effects Of Bone-Remodeling Therapy On Survival, Pain, And Skeletal Related Events In The Setting Of Renal Cell Carcinoma With Bone Metastases: A Multicenter Investigation From A Large Global Health Research Network (Trinetx), Brian H. Im, Kevin K. Zarrabi, Aaron R. Hochberg, Mihir M. Shah, Md, James R. Mark, Joseph K. Izes, Patrick T. Gomella, Costas D. Lallas, Leonard G. Gomella, Adam R. Metwalli Jan 2026

The Effects Of Bone-Remodeling Therapy On Survival, Pain, And Skeletal Related Events In The Setting Of Renal Cell Carcinoma With Bone Metastases: A Multicenter Investigation From A Large Global Health Research Network (Trinetx), Brian H. Im, Kevin K. Zarrabi, Aaron R. Hochberg, Mihir M. Shah, Md, James R. Mark, Joseph K. Izes, Patrick T. Gomella, Costas D. Lallas, Leonard G. Gomella, Adam R. Metwalli

Department of Urology Faculty Papers

INTRODUCTION: Renal cell carcinoma (RCC) is the most common renal malignancy-bone metastases (BM) are indicative of aggressive disease with a poor prognosis. We aim to evaluate the overall mortality of patients with RCC with and without BM, and to elucidate the effects of bone-remodeling therapy on mortality, incidence of skeletal-related events, and opioid usage patterns in patients with BM.

METHODS: A retrospective cohort study was conducted using TriNetX, a large, collaborative network sourced from electronic medical records of over 110 million patients from over 100 healthcare organizations. All adult patients with RCC and RCC with BM were queried.

RESULTS: There …


Genome-Wide Gene By Sleepiness Interaction Analysis For Sleep Apnea, Pavithra Nagarajan, Nuzulul Kurniansyah, Jiwon Lee, Sina A Gharib, Yushan Xu, Yiyan Zhang, Brian Spitzer, Tariq Faquih, Hufeng Zhou, Eric Boerwinkle, Han Chen, Daniel J Gottlieb, Xiuqing Guo, Nancy L Heard-Costa, Bertha A Hidalgo, Daniel Levy, Peter Y Liu, Hao Mei, Rebecca Montalvan, Sutapa Mukherjee, Kari E North, George T O'Connor, Lyle J Palmer, Sanjay R Patel, Bruce M Psaty, Shaun M Purcell, Laura M Raffield, Stephen S Rich, Jerome I Rotter, Richa Saxena, Albert V Smith, Katie L Stone, Xiaofeng Zhu, Topmed Sleep Trait Working Group, Brian E Cade, Tamar Sofer, Susan Redline, Heming Wang Jan 2026

Genome-Wide Gene By Sleepiness Interaction Analysis For Sleep Apnea, Pavithra Nagarajan, Nuzulul Kurniansyah, Jiwon Lee, Sina A Gharib, Yushan Xu, Yiyan Zhang, Brian Spitzer, Tariq Faquih, Hufeng Zhou, Eric Boerwinkle, Han Chen, Daniel J Gottlieb, Xiuqing Guo, Nancy L Heard-Costa, Bertha A Hidalgo, Daniel Levy, Peter Y Liu, Hao Mei, Rebecca Montalvan, Sutapa Mukherjee, Kari E North, George T O'Connor, Lyle J Palmer, Sanjay R Patel, Bruce M Psaty, Shaun M Purcell, Laura M Raffield, Stephen S Rich, Jerome I Rotter, Richa Saxena, Albert V Smith, Katie L Stone, Xiaofeng Zhu, Topmed Sleep Trait Working Group, Brian E Cade, Tamar Sofer, Susan Redline, Heming Wang

Faculty, Staff and Student Publications

Study objectives: Excessive daytime sleepiness (EDS), influenced by environmental and social-behavioral factors, is reported by a subset of patients with sleep apnea-a group that may be at elevated cardiovascular risk. However, it is unclear whether sleep apnea with and without EDS have distinct genetic underpinnings. In this study, we perform gene-by-EDS interaction analyses for apnea hypopnea index, a diagnostic marker of sleep apnea severity, to understand EDS's influence on its underlying genetic risk.

Methods: Discovery interaction analyses for common variants and gene-based rare variants were conducted respectively using multi-ethnic Trans-Omics for Precision Medicine (N = 11 619) data, followed by …


Workflow Improvements From Automated Large Vessel Occlusion Detection Algorithms Are Dependent On Care Team Engagement, Emmanuel C Ebirim, Ngoc Mai Le, Joseph N Samaha, Hussain Azeem, Ananya Iyyangar, Anjan N Ballekere, Saagar Dhanjani, Luca Giancardo, Eunyoung Lee, Sunil A Sheth Jan 2026

Workflow Improvements From Automated Large Vessel Occlusion Detection Algorithms Are Dependent On Care Team Engagement, Emmanuel C Ebirim, Ngoc Mai Le, Joseph N Samaha, Hussain Azeem, Ananya Iyyangar, Anjan N Ballekere, Saagar Dhanjani, Luca Giancardo, Eunyoung Lee, Sunil A Sheth

Faculty, Staff and Student Publications

Background: Automated machine learning (ML)-based large vessel occlusion (LVO) detection algorithms have been shown to improve in-hospital workflow metrics including door-to-groin time (DTG). The degree to which care team engagement and interaction are required for these benefits remains incompletely characterized.

Methods: This analysis was conducted as a pre-planned post-hoc analysis of a randomized prospective clinical trial. ML-based LVO detection software was implemented at four comprehensive stroke centers (CSCs) from January 1, 2021, to February 27, 2022. Patients were included if they underwent endovascular thrombectomy for LVO acute ischemic stroke. ML software utilization was quantified as the total number of active …