Biomedical Informatics Commons^™

Sequence Of Therapy Impact On Older Women With Comorbidities And Triple-Negative Or Her2-Positive Breast Cancer, Nina Tamirisa, Wenli Dong, Yu Shen, Heather Lin, Simona F Shaitelman, Gildy Babiera, Isabelle Bedrosian

Faculty, Staff and Student Publications

We sought to determine whether sequencing of treatment impacted outcomes in older, comorbid patients. Using the National Cancer Database(2010-2017), 2911 patients >70 with a Charleson Deyo Comorbidity(CCDM) score of 2/3 and cT1c-3/N0-3/HER2 positive or triple-negative breast cancer treated with chemotherapy,surgery,or both were included. Chi-square tests evaluated differences between groups. Multivariable models evaluated associations between overall survival and treatment. Majority 87.4%(n = 2544) underwent surgery first and 36.0%(n = 917) received adjuvant chemotherapy while 77.9%(n = 286) of chemotherapy first patients underwent surgery. Receipt of both modalities was associated with the best survival followed by surgery alone then chemotherapy alone. Additional …

The Heterogeneity Of 13q Deletions In Chronic Lymphocytic Leukemia: Diagnostic Challenges And Clinical Implications, Changqing Xia, Guang Liu, Jinglan Liu, Arash Ronaghy, Saber Tadros, Wei Wang, Hong Fang, Shanxiang Zhang, Joseph D Khoury, Zhenya Tang

Faculty, Staff and Student Publications

Chronic lymphocytic leukemia (CLL) is the most common type of adult leukemia, particularly in Western countries. CLL can present indolently or aggressively, influenced by various factors, including chromosomal alterations. Fluorescent in situ hybridization (FISH), targeting specific genes/loci frequently affected in CLL patients, has established a standard for stratifying five CLL prognostic groups: del(11q)/ATM, trisomy 12, del(13q) as a sole aberration, del(17p)/TP53, and normal CLL FISH panel results. Among these, del(13q) as a sole aberration is associated with a favorable prognosis, while the others are considered intermediate (normal CLL FISH panel result and trisomy 12) or unfavorable …

Reassessing Estrogen Receptor Expression Thresholds For Breast Cancer Prognosis In Her2-Negative Patients Using Shape Restricted Modeling, Wenli Dong, Takeo Fujii, Jing Ning, Toshiaki Iwase, Jing Qin, Naoto T Ueno, Yu Shen

Faculty, Staff and Student Publications

We used a novel shape-restricted Cox model to determine the desirable ER expression cutoff to predict breast cancer prognoses. Our model treats ER as a continuous variable using a flexible monotone-shaped Cox regression to assess its association with survival outcomes holistically. The study included 3055 patients with stage II/III HER2-negative breast cancer. The primary outcomes were time to recurrence or death (TTR) and overall survival (OS). The shape-restricted Cox model identified 10% ER as the preferred cutoff to predict TTR. The finding was confirmed by the log-rank test and standard Cox model that patients with ER ≥ 10% had TTR …

Single-Cell Rna Sequencing Identifies Molecular Biomarkers Predicting Late Progression To Cdk4/6 Inhibition In Patients With Hr+/Her2- Metastatic Breast Cancer, Linjie Luo, Peng Yang, Sofia Mastoraki, Xiayu Rao, Yan Wang, Nicole M Kettner, Akshara Singareeka Raghavendra, Debasish Tripathy, Senthil Damodaran, Kelly K Hunt, Jing Wang, Ziyi Li, Khandan Keyomarsi

Faculty, Staff and Student Publications

Background: Cyclin-dependent kinase 4/6 inhibitors (CDK4/6is) in combination with endocrine therapy are the standard treatment for patients with hormone receptor-positive, HER2-negative metastatic breast cancer (mBC). Despite the efficacy of CDK4/6is, intrinsic resistance occurs in approximately one-third of patients, highlighting the need for reliable predictive biomarkers.

Methods: Single-cell RNA sequencing analyzed metastatic tumors from HR+/HER2- mBC patients pre-CDK4/6i treatment at baseline (BL) and/or at disease progression. BL samples were from CDK4/6i responders (median progression-free survival [mPFS] = 25.5 months), while progressors were categorized as early-progressors (EP, mPFS = 3 months) and late-progressors (LP, mPFS = 11 months). Metastatic sites included liver, …

Sex And Outcomes Of Patients With Microsatellite Instability-High And Braf V600e Mutated Metastatic Colorectal Cancer Receiving Immune Checkpoint Inhibitors, Vincenzo Nasca, Joseph Zhao, Javier Ros, Sara Lonardi, Koen Zwart, Romain Cohen, Marwan Fakih, Priya Jayachandran, Jeanine M L Roodhart, Jeroen Derksen, Rossana Intini, Francesca Bergamo, Giacomo Mazzoli, Filippo Ghelardi, Marta Ligero, Jitendra Jonnagaddala, Nicholas Hawkins, Robyn L Ward, Durgesh Wankhede, Hermann Brenner, Michael Hoffmeister, Marco Vitellaro, Lisa Salvatore, Claire Gallois, Pierre Laurent-Puig, Chiara Cremolini, Michael J Overman, Julien Taieb, David Tougeron, Thierry Andre, Jakob Nikolas Kather, Raghav Sundar, Javier Carmona, Elena Elez, Miriam Koopman, Filippo Pietrantonio

Faculty, Staff and Student Publications

Background: Immune checkpoint inhibitors (ICIs) are the gold standard therapy in patients with deficient mismatch repair (dMMR)/microsatellite instability-high (MSI-H) metastatic colorectal cancer (mCRC). A significant proportion of patients show resistance, making the identification of determinants of response crucial. Growing evidence supports the role of sex in determining susceptibility to anticancer therapies, but data is lacking for patients with MSI-H CRC.

Methods: In this real-world cohort comprising 624 patients with MSI-H mCRC receiving ICIs, we investigated the impact of sex on patients' outcomes, overall and according to RAS-BRAF mutational status or type of treatment (anti-PD-(L)1 with or without anti-CTLA-4 agents). We …

Classification Of Non-Tcga Cancer Samples To Tcga Molecular Subtypes Using Compact Feature Sets, Kyle Ellrott, Christopher K Wong, Christina Yau, Mauro A A Castro, Jordan A Lee, Brian J Karlberg, Jasleen K Grewal, Vincenzo Lagani, Bahar Tercan, Verena Friedl, Toshinori Hinoue, Vladislav Uzunangelov, Lindsay Westlake, Xavier Loinaz, Ina Felau, Peggy I Wang, Anab Kemal, Samantha J Caesar-Johnson, Ilya Shmulevich, Alexander J Lazar, Ioannis Tsamardinos, Katherine A Hoadley, Cancer Genome Atlas Analysis Network, A Gordon Robertson, Theo A Knijnenburg, Christopher C Benz, Joshua M Stuart, Jean C Zenklusen, Andrew D Cherniack, Peter W Laird

Faculty, Staff and Student Publications

Molecular subtypes, such as defined by The Cancer Genome Atlas (TCGA), delineate a cancer's underlying biology, bringing hope to inform a patient's prognosis and treatment plan. However, most approaches used in the discovery of subtypes are not suitable for assigning subtype labels to new cancer specimens from other studies or clinical trials. Here, we address this barrier by applying five different machine learning approaches to multi-omic data from 8,791 TCGA tumor samples comprising 106 subtypes from 26 different cancer cohorts to build models based upon small numbers of features that can classify new samples into previously defined TCGA molecular subtypes-a …

The Landscape Of Ctdna In Appendiceal Adenocarcinoma, Michael G White, Mohammad A Zeineddine, Eleanor A Fallon, Fadl A Zeineddine, Julia Dansby, Saikat Chowdhury, Nicholas Hornstein, Abdelrahman Yousef, Mahmoud Yousef, Neal Bhutiani, Yue Gu, Bryan Kee, Arvind Dasari, Michael J Overman, Kanwal Raghav, Scott Kopetz, Abhineet Uppal, Melissa Taggart, Timothy Newhook, Keith Fournier, Beth Helmink, Leylah M Drusbosky, John Paul Shen

Faculty, Staff and Student Publications

Purpose: Appendiceal adenocarcinoma is a rare malignancy with distinct histopathologic subtypes and a natural history with metastasis primarily limited to the peritoneum. Little is known about the molecular pathogenesis of appendiceal adenocarcinoma relative to common tumors.

Experimental design: We analyzed molecular data for patients within the Guardant Health database with appendix cancer (n = 718). We then identified patients with appendiceal adenocarcinoma at our institution (from October 2004-September 2022) for whom ctDNA mutation profiling (liquid biopsy) was performed (n = 168) and extracted clinicopathologic and outcomes data. Of these 168 patients, 57 also had tissue-based tumor mutational profiling, allowing for …

Evaluating Generalizability Of Oncology Trial Results To Real-World Patients Using Machine Learning-Based Trial Emulations, Xavier Orcutt, Kan Chen, Ronac Mamtani, Qi Long, Ravi B Parikh

Faculty, Staff and Student Publications

Randomized controlled trials (RCTs) evaluating anti-cancer agents often lack generalizability to real-world oncology patients. Although restrictive eligibility criteria contribute to this issue, the role of selection bias related to prognostic risk remains unclear. In this study, we developed TrialTranslator, a framework designed to systematically evaluate the generalizability of RCTs for oncology therapies. Using a nationwide database of electronic health records from Flatiron Health, this framework emulates RCTs across three prognostic phenotypes identified through machine learning models. We applied this approach to 11 landmark RCTs that investigated anti-cancer regimens considered standard of care for the four most prevalent advanced solid malignancies. …

Chemoresistance-Motility Signature Of Molecular Evolution To Chemotherapy In Non-Muscle-Invasive Bladder Cancer And Its Clinical Implications, Mi-So Jeong, Seung-Woo Baek, Gi-Eun Yang, Jeong-Yeon Mun, Jeong Ah Kim, Tae-Nam Kim, Jong-Kil Nam, Yung-Hyun Choi, Ju-Seog Lee, In-Sun Chu, Sun-Hee Leem

Faculty, Staff and Student Publications

Non-muscle-invasive bladder cancer (NMIBC) often recurs and can progress to MIBC due to resistance to treatments like intravesical chemotherapy or Bacillus Calmette-Guérin (BCG). Therefore, we established the Gemcitabine-Resistant Cells (GRCs) to study the molecular evolution under external pressure. A 63-gene Chemoresistance-Motility (CrM) signature was created to identify stage-specific traits of GRCs. This signature was tested on 1846 samples using log-rank tests and Cox regression to evaluate clinical utility. Early and intermediate resistance stages showed increased cell motility and metastatic potential. FAK, PI3K-AKT, and TGFβ pathways were activated first, followed by MAPK signaling. Single-cell analysis and experiments utilizing the CrM signature …

Chemoresistance-Motility Signature Of Molecular Evolution To Chemotherapy In Non-Muscle-Invasive Bladder Cancer And Its Clinical Implications, Mi-So Jeong, Seung-Woo Baek, Gi-Eun Yang, Jeong-Yeon Mun, Jeong Ah Kim, Tae-Nam Kim, Jong-Kil Nam, Yung-Hyun Choi, Ju-Seog Lee, In-Sun Chu, Sun-Hee Leem

Faculty, Staff and Student Publications

Non-muscle-invasive bladder cancer (NMIBC) often recurs and can progress to MIBC due to resistance to treatments like intravesical chemotherapy or Bacillus Calmette-Guérin (BCG). Therefore, we established the Gemcitabine-Resistant Cells (GRCs) to study the molecular evolution under external pressure. A 63-gene Chemoresistance-Motility (CrM) signature was created to identify stage-specific traits of GRCs. This signature was tested on 1846 samples using log-rank tests and Cox regression to evaluate clinical utility. Early and intermediate resistance stages showed increased cell motility and metastatic potential. FAK, PI3K-AKT, and TGFβ pathways were activated first, followed by MAPK signaling. Single-cell analysis and experiments utilizing the CrM signature …

Outcomes Of Patients With Treated Secondary Acute Myeloid Leukemia: A High-Risk Subtype That Warrants An Independent Prognostic Designation, Jayastu Senapati, Hagop M Kantarjian, Fadi G Haddad, Nicholas J Short, Gautam Borthakur, Rashmi Kanagal-Shamanna, Guilin Tang, Elias Jabbour, Courtney D Dinardo, Naval Daver, Guillermo Montalban-Bravo, Vishrut Shah, Amin Alousi, Elizabeth Shpall, Uday Popat, Guillermo Garcia-Manero, Farhad Ravandi, Tapan M Kadia

Faculty, Staff and Student Publications

Patients who develop acute myeloid leukemia (AML) after having received treatment for myelodysplastic syndrome (MDS) or related conditions have particularly poor outcomes. This study analyzed adult patients with newly diagnosed AML who previously had MDS, chronic myelomonocytic leukemia (CMML), or MDS/myeloproliferative neoplasm (MPN) overlap syndrome, and who had received hypomethylating agents, chemotherapy, and/or allogeneic stem cell transplantation (HSCT) for these antecedent disorders. From January 2012 to August 2023, we included 673 patients with a median age of 70 years (range, 19-94); 536 (80%) had transformed from MDS, and the remainder from CMML or MDS-MPN. Additionally, 149 patients (22%) had prior …

Spatial Transcriptome Reveals Histology-Correlated Immune Signature Learnt By Deep Learning Attention Mechanism On H&E-Stained Images For Ovarian Cancer Prognosis, Chun Wai Ng, Kwong-Kwok Wong, Barrett C Lawson, Sammy Ferri-Borgogno, Samuel C Mok

Faculty, Staff and Student Publications

Background: The ability to predict the prognosis of patients with ovarian cancer can greatly improve disease management. However, the knowledge on the mechanism of the prediction is limited. We sought to deconvolute the attention feature learnt by a deep learning convolutional neural networks trained with whole-slide images (WSIs) of hematoxylin-and-eosin (H&E)-stained tumor samples using spatial transcriptomic data.

Methods: In this study, 773 WSIs of H&E-stained tumor sections from 335 patients with treatment naïve high-grade serous ovarian cancer who were included in The Cancer Genome Atlas (TCGA) Pan-Cancer study were used to train, and validate, and to test a ResNet101 CNN …

Stratification System With Dual Human Endogenous Retroviruses For Predicting Immunotherapy Efficacy In Metastatic Clear-Cell Renal Cell Carcinoma, Xiaofan Lu, Yann-Alexandre Vano, Xiaoping Su, Virginie Verkarre, Cheng-Ming Sun, Wenxuan Cheng, Li Xu, Fangrong Yan, Salma Kotti, Wolf Hervé Fridman, Catherine Sautes-Fridman, Stéphane Oudard, Gabriel G Malouf

Faculty, Staff and Student Publications

Background: Endogenous retrovirus (ERV) elements are genomic footprints of ancestral retroviral infections within the human genome. While the dysregulation of ERV transcription has been linked to immune cell infiltration in various cancers, its relationship with immune checkpoint inhibitor (ICI) response in solid tumors, particularly metastatic clear-cell renal cell carcinoma (ccRCC), remains inadequately explored.

Methods: This study analyzed patients with metastatic ccRCC from two prospective clinical trials, encompassing 181 patients receiving nivolumab in the CheckMate trials (-009 to -010 and -025) and 48 patients treated with the ipilimumab-nivolumab combination in the BIONIKK trial. ERV expression was quantified using the ERVmap algorithm …

The Association Between Thyroid Differentiation Score And Survival Outcomes In Papillary Thyroid Carcinoma, Jennifer R Wang, Mark E Zafereo, Maria E Cabanillas, Chia Chin Wu, Li Xu, Yaoyi Dai, Wenyi Wang, Stephen Y Lai, Ying Henderson, Lauren Erasmus, Michelle D Williams, Corinne Joshu, Debashree Ray

Faculty, Staff and Student Publications

Context: Thyroid differentiation score (TDS), calculated based on mRNA expression levels of 16 genes controlling thyroid metabolism and function, has been proposed as a measure to quantify differentiation in papillary thyroid carcinoma (PTC).

Objective: The objective of this study is to determine whether TDS is associated with survival outcomes across patient cohorts.

Methods: Two independent cohorts of patients with PTC were used: (1) The Cancer Genome Atlas (TCGA) thyroid cancer study (N = 372), (2) MD Anderson Cancer Center (MDACC) cohort (N = 111). The primary survival outcome of interest was progression-free interval (PFI). Association with overall survival (OS) was …

Clinical And Molecular Characteristics Of Patients With Brain Metastasis Secondary To Pancreatic Ductal Adenocarcinoma, Mahmoud Yousef, Mark W Hurd, Abdelrahman Yousef, Ethan B Ludmir, Ashwathy B Pillai, Jennifer Peterson, Eugene J Koay, Sali Albarouki, Ching-Wei Tzeng, Rebecca Snyder, Matthew H G Katz, Huamin Wang, Michael J Overman, Anirban Maitra, Shubham Pant, Brandon G Smaglo, Robert A Wolff, James Yao, John P Shen, Dan Zhao

Faculty, Staff and Student Publications

Background: The prognosis for patients with pancreatic ductal adenocarcinoma (PDAC) is poor. Secondary brain metastasis (Br-M) occurs in less than 1% of patients. Clinical characteristics and molecular alterations have not been characterized in this rare patients' subset.

Materials and methods: The Foundry software platform was used to retrospectively query electronic health records for patients with Br-M secondary to PDAC from 2005 to 2023; clinical, molecular, and overall survival (OS) data were analyzed.

Results: Br-M was diagnosed in 44 patients with PDAC. Median follow-up was 78 months; median OS from initial PDAC diagnosis was 47 months. Median duration from PDAC diagnosis …

Neurocognitive Outcomes And Functional Independence In Adult Survivors Of Childhood Medulloblastoma Diagnosed Over 3 Decades, Chiara Papini, Sedigheh Mirzaei, Mengqi Xing, Ingrid Tonning Olsson, Ralph Salloum, Peter M K De Blank, Katharine R Lange, Tricia Z King, Deokumar Srivastava, Wendy M Leisenring, Rebecca M Howell, Kevin C Oeffinger, Leslie L Robison, Gregory T Armstrong, Kevin R Krull, Tara M Brinkman

Faculty, Staff and Student Publications

Background: Treatment of childhood medulloblastoma has evolved to reduce neurotoxicity while improving survival. However, the impact of evolving therapies on late neurocognitive outcomes and adult functional independence remains unknown.

Methods: Adult survivors of childhood medulloblastoma (n = 505; median [minimum-maximum] age, 29 [18-46] years) and sibling controls (n = 727; 32 [18-58] years) from the Childhood Cancer Survivor Study completed surveys assessing neurocognitive problems and chronic health conditions (CHCs). Treatment exposures were categorized as historical (craniospinal irradiation [CSI] ≥ 30 Gy, no chemotherapy), standard-risk (CSI > 0 to < 30 Gy + chemotherapy) and high-risk (CSI ≥ 30 Gy + chemotherapy) therapy. Latent class analysis identified patterns of functional independence using employment, independent living, assistance with routine/personal care needs, driver's license, and marital/partner status. Multivariable models estimated the risk of neurocognitive impairment in survivors versus siblings and by treatment exposure group, and associations between neurocognitive impairment, CHCs, and functional independence.

Results: Survivors in each treatment exposure group had a 4- to 5-fold elevated …

Delayed Excretion Of High-Dose Methotrexate In Pediatric Acute Leukemia Correlates With Laxative And Constipation Management, Jennifer A Belsky, Ashley Chavana, Ankona Banerjee, Mark Zobeck, Eric S Schafer, Karen R Rabin, Monica Gramatges, Alex Sim, Audrey Leisinger, Trisha Reddy, Megan J Parod, Philip Lupo, Michael Scheurer, Austin L Brown, M Brooke Bernhardt

Faculty, Staff and Students Publications

Background: Delayed excretion of high-dose methotrexate (HD-MTX) in pediatric acute lymphoblastic leukemia (ALL) can result in significant morbidity. While methotrexate is primarily renally excreted, HD-MTX may overwhelm renal excretion and increase reliance on fecal elimination. This study evaluated the association between laxative use for constipation and delayed excretion of HD-MTX.

Methods: This multisite chart review included pediatric patients with ALL (2010-2020) who received HD-MTX (5 g/m2). Delayed excretion was defined as a serum MTX concentration greater than 0.4 µM at Hour 48. We identified use of laxative medications after each HD-MTX infusion, with receipt of two or more doses considered …

Histopathologic Progression And Metastatic Relapse Outcomes In Small Cell Neuroendocrine Carcinomas Of The Urinary Tract, Mohammad Jad Moussa, Georges C Tabet, Arlene O Siefker-Radtke, Lianchun Xiao, Nathaniel R Wilson, Jianjun Gao, Christopher J Logothetis, Petros Grivas, Byron Lee, Amishi Y Shah, Pavlos Msaouel, Roger Li, Leticia Campos Clemente, Jianping Zhao, Nizar M Tannir, Ashish M Kamat, Donna E Hansel, Charles C Guo, Matthew T Campbell, Omar Alhalabi

Faculty, Staff and Student Publications

Introduction: Small cell neuroendocrine carcinoma of the urinary tract (SCNEC-URO) has an inferior prognosis compared to conventional urothelial carcinoma (UC). Here, we evaluate the predictors and patterns of relapse after surgery.

Materials and methods: We identified a definitive-surgery cohort (n = 224) from an institutional database of patients with cT1-T4NxM0 SCNEC-URO treated in 1985-2021. Histopathologic review was conducted by independent pathologists. Relapse event was the time-to-event outcome, and relapse probabilities were estimated using a competing risk method with cumulative incidence functions (CIFs). Fine-Gray distribution models assessed covariate associations.

Results: Most patients (161, 71.9%) received neoadjuvant chemotherapy (neoCTX). Ninety two (41%) …

Real-World Outcomes Of Upfront Autologous Hematopoietic Stem Cell Transplantation In Patients With Newly Diagnosed Multiple Myeloma With Deletion 17p, Curtis Marcoux, Oren Pasvolsky, Denái R Milton, Mark R Tanner, Qaiser Bashir, Samer Srour, Neeraj Saini, Paul Lin, Jeremy Ramdial, Yago Nieto, Guilin Tang, Hans C Lee, Krina K Patel, Partow Kebriaei, Amna Ahmed, Yosra Aljawai, Sheeba K Thomas, Robert Z Orlowski, Elizabeth J Shpall, Richard E Champlin, Muzaffar H Qazilbash

Faculty, Staff and Student Publications

Despite tremendous advancements in multiple myeloma (MM) therapeutics, outcomes remain heterogeneous, heavily influenced by clinical and cytogenetic factors. Among these, deletion of the short arm of chromosome 17 (del(17p)) is a strong predictor of poor prognosis. The aim of this study was to evaluate real-world outcomes in patients with newly diagnosed MM (NDMM) with del(17p) undergoing upfront autologous hematopoietic stem cell transplantation (auto-HCT). We conducted a single-center retrospective analysis of patients with NDMM who underwent upfront auto-HCT at MD Anderson Cancer Center between 2008 and 2018. Primary endpoints were progression-free survival (PFS) and overall survival (OS), with secondary endpoints being …

Comprehensive Genomic Analysis Reveals Molecular Heterogeneity In Pediatric Alk-Positive Anaplastic Large Cell Lymphoma, Timothy I Shaw, Stanley Pounds, Xueyuan Cao, Jing Ma, Gustavo Palacios, John Mason, Sherrie Perkins, Gang Wu, Yiping Fan, Jian Wang, Xin Zhou, Alyssa Obermayer, Marsha C Kinney, Jacqueline Kraveka, Thomas Gross, John Sandlund, Jinghui Zhang, Charles Mullighan, Megan S Lim, Vasiliki Leventaki

Faculty, Staff and Student Publications

Anaplastic large cell lymphoma (ALCL) is a mature T-cell lymphoma that accounts for 10-15% of childhood lymphomas. Despite the observation that more than 90% of pediatric cases harbor the anaplastic lymphoma kinase (ALK) rearrangement resulting in aberrant ALK kinase expression, there is significant clinical, morphologic, and biological heterogeneity. To gain insights into the genomic aberrations and molecular heterogeneity within ALK-positive ALCL (ALK+ ALCL), we analyzed 46 pediatric ALK+ ALCLs by whole-exome sequencing, RNA sequencing, and DNA methylation profiling. Whole-exome sequencing found on average 25 SNV/Indel events per sample with recurring genetic events in regulators of DNA damage (TP53, MDM4), transcription …

Mechanisms Of How Sarcopenia Affects Functional Outcomes In Acute Ischaemic Stroke, Dong-Seok Gwak, Jinyong Chung, Dawid Schellingerhout, Hyerin Oh, Sang-Wuk Jeong, Ji Sung Lee, Dong-Eog Kim

Faculty, Staff and Student Publications

Sarcopenia, a common geriatric condition characterized by the loss of skeletal muscle mass and function, can negatively affect functional outcomes in acute ischaemic stroke; however, the underlying mechanisms remain unclear. We hypothesized that sarcopenia affects post-stroke outcomes, mediated through its impact on dysphagia, early neurological deterioration, or post-stroke recovery, particularly in patients with motor deficits. To explore this hypothesis, we included 600 consecutive elderly (≥65 years) patients with acute (< 1 week) ischaemic stroke and assessed: (i) the relationships sarcopenia has with dysphagia, early neurological deterioration and various phases of recovery after stroke (in-hospital, post-discharge [up to 3 months], and chronic [3 months to 1 year]) and (ii) whether either presenting symptoms or lesion locations modify the impact of sarcopenia on stroke outcomes. Temporal muscle thickness, a marker of sarcopenia, was measured by brain magnetic resonance imaging and dichotomized into low versus high temporal muscle thickness at the 25th percentile cut-off point. Logistic regression analysis, mediation analysis and statistical brain mapping were conducted. Mean age was 75.3 ± 6.1 years and 303 (50.5%) were male. Low temporal muscle thickness (< 5.1 mm) was independently associated with dysphagia (adjusted odds ratio 1.89 [95% confidence interval 1.06–3.37], P = 0.03), early neurological deterioration (adjusted odds ratio 2.75 [95% confidence interval 1.61–4.71], P < 0.001) and post-discharge recovery (adjusted odds ratio 0.56 [95% confidence interval 0.34–0.94], P = 0.03) but not with in-hospital or chronic recovery. In addition, dysphagia, early neurological …

The Tripod-Llm Reporting Guideline For Studies Using Large Language Models, Jack Gallifant, Majid Afshar, Saleem Ameen, Yindalon Aphinyanaphongs, Shan Chen, Giovanni Cacciamani, Dina Demner-Fushman, Dmitriy Dligach, Roxana Daneshjou, Chrystinne Fernandes, Lasse Hyldig Hansen, Adam Landman, Lisa Lehmann, Liam G Mccoy, Timothy Miller, Amy Moreno, Nikolaj Munch, David Restrepo, Guergana Savova, Renato Umeton, Judy Wawira Gichoya, Gary S Collins, Karel G M Moons, Leo A Celi, Danielle S Bitterman

Faculty, Staff and Student Publications

Large language models (LLMs) are rapidly being adopted in healthcare, necessitating standardized reporting guidelines. We present transparent reporting of a multivariable model for individual prognosis or diagnosis (TRIPOD)-LLM, an extension of the TRIPOD + artificial intelligence statement, addressing the unique challenges of LLMs in biomedical applications. TRIPOD-LLM provides a comprehensive checklist of 19 main items and 50 subitems, covering key aspects from title to discussion. The guidelines introduce a modular format accommodating various LLM research designs and tasks, with 14 main items and 32 subitems applicable across all categories. Developed through an expedited Delphi process and expert consensus, TRIPOD-LLM emphasizes …

Characterizing Spatial Immune Architecture In Metastatic Melanoma Using High-Dimensional Multiplex Imaging, Joel Eliason, Santhoshi Krishnan, Yasunari Fukuda, Matias A Bustos, Dan Winkowski, Sungnam Cho, Akshay Basi, Regan Baird, Elizabeth A Grimm, Michael A Davies, Dave S B Hoon, Arvind Rao, Jared K Burks, Suhendan Ekmekcioglu

Faculty, Staff and Student Publications

Introduction: Immune checkpoint inhibitors (ICIs) have significantly improved survival for patients with metastatic melanoma, yet many experienceresistance due to immunosuppressive mechanisms within the tumor immune microenvironment (TIME). Understanding how the spatial architecture of immune and inflammatory components changes across disease stages may reveal novel prognostic biomarkers and therapeutic targets.

Methods: We performed high-dimensional spatial profiling of two melanoma tissue microarrays (TMAs), representing Stage III (n = 157) and Stage IV (n = 248) metastatic tumors. Using imaging mass cytometry (IMC) and multiplex immunofluorescence (mIF), we characterized the phenotypic, functional, and spatial properties of the TIME. Cellular neighborhoods were …

Molecular Alterations In Idh-Mutant Astrocytoma: A Multi-Institutional Retrospective Study, Keng Lam, Hanim I Ozkizilkaya, Denái R Milton, Antonio Dono, Yajie Liu, Suprateek Kundu, Vinodh A Kumar, Jason M Johnson, Yoshua Esquenazi, Chirag B Patel, Leomar Y Ballester

Faculty, Staff and Student Publications

Background: Several molecular alterations have been identified to provide prognosis for patients with isocitrate dehydrogenase (IDH)-mutant astrocytoma. However, contemporary baseline survival data with respect to their molecular alterations are lacking. The prognostic value of histologic grading remains controversial.

Methods: This was a retrospective multi-site study of adult IDH-mutant diffuse astrocytoma patients. Overall survival (OS) was estimated using the Kaplan-Meier method. Associations between OS and measures of interest were evaluated using Cox proportional hazards regression models.

Results: We identified 241 eligible patients. The most frequent mutations were IDH1 (98%), TP53 (91%), ATRX (70%), ARID1A (8%), BRCA2 (6%), TSC2 (6%), CDKN2A (6%), …

Predicting Kidney Graft Function And Failure Among Kidney Transplant Recipients, Yi Yao, Brad C Astor, Wei Yang, Tom Greene, Liang Li

Faculty, Staff and Student Publications

Background: Graft loss is a major health concern for kidney transplant (KTx) recipients. It is of clinical interest to develop a prognostic model for both graft function, quantified by estimated glomerular filtration rate (eGFR), and the risk of graft failure. Additionally, the model should be dynamic in the sense that it adapts to accumulating longitudinal information, including time-varying at-risk population, predictor-outcome association, and clinical history. Finally, the model should also properly account for the competing risk by death with a functioning graft. A model with the features above is not yet available in the literature and is the focus of …

Survival Analysis Of Clear Cell Renal Cell Carcinoma Based On Radiomics And Deep Learning Features From Ct Images, Zhennan Lu, Sijia Wu, Dan Ni, Meng Zhou, Tao Wang, Xiaobo Zhou, Liyu Huang, Yu Yan

Faculty, Staff and Student Publications

Purpose: To create a nomogram for accurate prognosis of patients with clear cell renal cell carcinoma (ccRCC) based on computed tomography images.

Methods: Eight hundred twenty-two ccRCC patients with contrast-enhanced computed tomography images involved in this study were collected. A rectangular region of interest surrounding the tumor was used to extract quantitative radiomics and deep-learning features, which were filtered by Cox proportional hazard regression model and least absolute shrinkage and selection operator. Then the selected features formed a fusion signature, which was assessed by Cox proportional hazard regression model method, Kaplan-Meier analysis, receiver operating characteristic curves, and concordance index (C-index) …

Immune Landscape Of Isocitrate Dehydrogenase-Stratified Primary And Recurrent Human Gliomas, Pravesh Gupta, Minghao Dang, Shivangi Oberai, Simona Migliozzi, Rakesh Trivedi, Gayatri Kumar, Mekenzie Peshoff, Nancy Milam, Aml Ahmed, Krishna Bojja, Tuan M Tran, Joy Gumin, Carlos Kamiya-Matsuoka, Jason Huse, Kathryn Cox, Jianzhuo Li, Huma Shehwana, Sameer A Sheth, Rodriguez Saxon, Sun Baohua, Brittany Parker Kerrigan, Atul Maheshwari, Edwin Roger Parra Cuentas, Nicholas E Navin, Amy B Heimberger, Frederick F Lang, Antonio Iavarone, Karen Clise-Dwyer, Linghua Wang, Krishna P Bhat

Faculty, Staff and Student Publications

Background: Human gliomas are classified using isocitrate dehydrogenase (IDH) status as a prognosticator; however, the influence of genetic differences and treatment effects on ensuing immunity remains unclear.

Methods: In this study, we used sequential single-cell transcriptomics on 144 678 and spectral cytometry on over 2 million immune cells encompassing 48 human gliomas to decipher their immune landscape.

Results: We identified 22 distinct immune cell types that contribute to glioma immunity. Specifically, brain-resident microglia (MG) were reduced with a concomitant increase in CD8+ T lymphocytes during glioma recurrence independent of IDH status. In contrast, IDH-wild type-associated patterns, such as an abundance …

Association Between Socioeconomic Disadvantage And Risks Of Early And Recurrent Admissions Among Patients With Newly Diagnosed Heart Failure, Radha Dhingra, Hanzhang Xu, Bradley G Hammill, Scott M Lynch, Jessica S West, Michael D Green, Eric D Peterson, Lesley H Curtis, Matthew E Dupre

Faculty, Staff and Student Publications

Background: Socioeconomic disadvantage is associated with greater risks of hospital readmission and mortality among patients with heart failure (HF). However, it is less clear whether socioeconomic disadvantage has an immediate and lasting impact on the risk of admissions after the diagnosis of HF.

Methods: We used electronic health record data of patients aged 65 years and older with newly diagnosed HF between January 2015 and July 2018 in the Duke University Health System, with up to 8 years of follow-up. We assessed the association between neighborhood-level disadvantage, measured by the area deprivation index (lower, moderate, or higher) and hospital admissions …

The Prognostic Impact Of Tumor Deposits In Colorectal Cancer: More Than Just N1c, Neal Bhutiani, Oliver Peacock, Abhineet Uppal, Chung-Yuan Hu, Brian K Bednarski, Melissa W Taggart, Arvind Dasari, Van K Morris, Harmeet Kaur, Scott Kopetz, Emma B Holliday, Prajnan Das, Y Nancy You, George J Chang

Faculty, Staff and Student Publications

Background: The identification of tumor deposits (TD) currently plays a limited role in staging for colorectal cancer (CRC) aside from N1c lymph node designation. The objective of this study was to determine the prognostic impact, beyond American Joint Committee on Cancer N1c designation, of TDs among patients with primary CRC.

Methods: Patients who had resected stage I-III primary CRC diagnosed between 2010 and 2019 were identified from the National Cancer Institute's Surveillance, Epidemiology, and End Results database. Cancer-specific survival (CSS) stratified by TD status and lymph node (N) status was calculated using the Kaplan-Meier method and multivariable Cox proportional hazards …

A Proteogenomic Analysis Of Cervical Cancer Reveals Therapeutic And Biological Insights, Jing Yu, Xiuqi Gui, Yunhao Zou, Qian Liu, Zhicheng Yang, Jusheng An, Xuan Guo, Kaihua Wang, Jiaming Guo, Manni Huang, Shuhan Zhou, Jing Zuo, Yimin Chen, Lu Deng, Guangwen Yuan, Ning Li, Yan Song, Jia Jia, Jia Zeng, Yuxi Zhao, Xianming Liu, Xiaoxian Du, Yansheng Liu, Pei Wang, Bing Zhang, Li Ding, Ana I Robles, Henry Rodriguez, Hu Zhou, Zhen Shao, Lingying Wu, Daming Gao

Faculty, Staff and Students Publications

Although the incidence of cervical cancer (CC) has been reduced in high-income countries due to human papillomavirus (HPV) vaccination and screening strategies, it remains a significant public health issue that poses a threat to women's health in low-income countries. Here, we perform a comprehensive proteogenomic profiling of CC tumors obtained from 139 Chinese women. Integrated proteogenomic analysis links genetic aberrations to downstream pathogenesis-related pathways and reveals the landscape of HPV-associated multi-omic changes. EP300 is found to enhance the acetylation of FOSL2-K222, consequently accelerating the malignant proliferation of CC cells. Proteomic stratification identifies three patient subgroups with distinct features in prognosis, …