Medicine and Health Sciences Commons^™

Training Robust T1-Weighted Magnetic Resonance Imaging Liver Segmentation Models Using Ensembles Of Datasets With Different Contrast Protocols And Liver Disease Etiologies, Nihil Patel, Adrian Celaya, Mohamed Eltaher, Rachel Glenn, Kari Brewer Savannah, Kristy K Brock, Jessica I Sanchez, Tiffany L Calderone, Darrel Cleere, Ahmed Elsaiey, Matthew Cagley, Nakul Gupta, David Victor, Laura Beretta, Eugene J Koay, Tucker J Netherton, David T Fuentes

Faculty, Staff and Student Publications

Image segmentation of the liver is an important step in treatment planning for liver cancer. However, manual segmentation at a large scale is not practical, leading to increasing reliance on deep learning models to automatically segment the liver. This manuscript develops a generalizable deep learning model to segment the liver on T1-weighted MR images. In particular, three distinct deep learning architectures (nnUNet, PocketNet, Swin UNETR) were considered using data gathered from six geographically different institutions. A total of 819 T1-weighted MR images were gathered from both public and internal sources. Our experiments compared each architecture's testing performance when trained both …

Early Identification Of Hepatocellular Carcinoma Patients At High-Risk Of Recurrence Using The Adv Score: A Multicenter Retrospective Study, Shuya Cao, Zheyu Zhou, Chaobo Chen, Wenwen Li, Jinsong Liu, Jiawei Xu, Chunlong Zhao, Yihang Yuan, Zhenggang Xu, Huaiyu Wu, Guwei Ji, Xiaoliang Xu, Ke Wang

Faculty, Staff and Student Publications

BACKGROUND: Postoperative recurrence is a vital reason for poor 5-year overall survival in hepatocellular carcinoma (HCC) patients. The ADV score is considered a parameter that can quantify HCC aggressiveness. This study aimed to identify HCC patients at high-risk of recurrence early using the ADV score.

METHODS: The medical data of consecutive HCC patients undergoing hepatectomy from The First Affiliated Hospital of Nanjing Medical University (TFAHNJMU) and Nanjing Drum Tower Hospital (NJDTH) were retrospectively reviewed. Based on the status of microvascular invasion and the Edmondson-Steiner grade, HCC patients were divided into three groups: low-risk group (group 1: no risk factor exists), …

Single-Cell Chromatin Accessibility Reveals Malignant Regulatory Programs In Primary Human Cancers, Laksshman Sundaram, Arvind Kumar, Matthew Zatzman, Adriana Salcedo, Neal Ravindra, Shadi Shams, Bryan H Louie, S Tansu Bagdatli, Matthew A Myers, Shahab Sarmashghi, Hyo Young Choi, Won-Young Choi, Kathryn E Yost, Yanding Zhao, Jeffrey M Granja, Toshinori Hinoue, D Neil Hayes, Andrew Cherniack, Ina Felau, Hani Choudhry, Jean C Zenklusen, Kyle Kai-How Farh, Andrew Mcpherson, Christina Curtis, Peter W Laird, Cancer Genome Atlas Analysis Network, John A Demchok, Liming Yang, Roy Tarnuzzer, Samantha J Caesar-Johnson, Zhining Wang, Ashley S Doane, Ekta Khurana, Mauro A A Castro, Alexander J Lazar, Bradley M Broom, John N Weinstein, Rehan Akbani, Shwetha V Kumar, Benjamin J Raphael, Christopher K Wong, Joshua M Stuart, Rojin Safavi, Christopher C Benz, Benjamin K Johnson, Cindy Kyi, Hui Shen, M Ryan Corces, Howard Y Chang, William J Greenleaf

Faculty, Staff and Student Publications

To identify cancer-associated gene regulatory changes, we generated single-cell chromatin accessibility landscapes across eight tumor types as part of The Cancer Genome Atlas. Tumor chromatin accessibility is strongly influenced by copy number alterations that can be used to identify subclones, yet underlying cis-regulatory landscapes retain cancer type-specific features. Using organ-matched healthy tissues, we identified the "nearest healthy" cell types in diverse cancers, demonstrating that the chromatin signature of basal-like-subtype breast cancer is most similar to secretory-type luminal epithelial cells. Neural network models trained to learn regulatory programs in cancer revealed enrichment of model-prioritized somatic noncoding mutations near cancer-associated genes, suggesting …

90y Sir-Spheres Activity Measurement With New Siros D-Vial Delivery Kit, Benjamin P Lopez, S Cheenu Kappadath

Faculty, Staff and Student Publications

A new 90Y SIR-Spheres delivery kit (SIROS D-vial and shield) has been introduced with a different physical form from the legacy V-Vial kit. Here, we establish the dose calibrator settings and exposure-rate-to-activity conversion factor to assay 90Y SIR-Spheres activity in the new SIROS kit.

Methods: Eight D-vials with initial 90Y activities from 1.2 to 6.6 GBq within acrylic shields were assayed with dose calibrators and exposure-rate meters until activities decayed to approximately 0.1 GBq. The dose calibrator settings resulting in the lowest median activity errors and the best-fit slope of exposure rate versus activity were identified.

Results: SIROS D-vial 90Y …

The Scaffolding Function Of Lsd1 Controls Dna Methylation In Mouse Escs, Sandhya Malla, Kanchan Kumari, Carlos A García-Prieto, Jonatan Caroli, Anna Nordin, Trinh T T Phan, Devi Prasad Bhattarai, Carlos Martinez-Gamero, Eshagh Dorafshan, Stephanie Stransky, Damiana Álvarez-Errico, Paulina Avovome Saiki, Weiyi Lai, Cong Lyu, Ludvig Lizana, Jonathan D Gilthorpe, Hailin Wang, Simone Sidoli, Andre Mateus, Dung-Fang Lee, Claudio Cantù, Manel Esteller, Andrea Mattevi, Angel-Carlos Roman, Francesca Aguilo

Faculty, Staff and Student Publications

Lysine-specific histone demethylase 1 (LSD1), which demethylates mono- or di- methylated histone H3 on lysine 4 (H3K4me1/2), is essential for early embryogenesis and development. Here we show that LSD1 is dispensable for mouse embryonic stem cell (ESC) self-renewal but is required for mouse ESC growth and differentiation. Reintroduction of a catalytically-impaired LSD1 (LSD1MUT) recovers the proliferation capability of mouse ESCs, yet the enzymatic activity of LSD1 is essential to ensure proper differentiation. Indeed, increased H3K4me1 in Lsd1 knockout (KO) mouse ESCs does not lead to major changes in global gene expression programs related to stemness. However, ablation of LSD1 but …

Targeting Igf2 To Reprogram The Tumor Microenvironment For Enhanced Viro-Immunotherapy, Min Hye Noh, Jin Muk Kang, Alexandra A Miller, Grace Nguyen, Minxin Huang, Ji Seon Shim, Alberto J Bueso-Perez, Sara A Murphy, Kimberly A Rivera-Caraballo, Yoshihiro Otani, Eunju Kim, Seung-Hee Yoo, Yuanqing Yan, Yeshavanth Banasavadi-Siddegowda, Hiroshi Nakashima, E Antonio Chiocca, Balveen Kaur, Zhongming Zhao, Tae Jin Lee, Ji Young Yoo

Faculty, Staff and Student Publications

BACKGROUND: The FDA approval of oncolytic herpes simplex-1 virus (oHSV) therapy underscores its therapeutic promise and safety as a cancer immunotherapy. Despite this promise, the current efficacy of oHSV is significantly limited to a small subset of patients largely due to the resistance in tumor and tumor microenvironment (TME).

METHODS: RNA sequencing (RNA-Seq) was used to identify molecular targets of oHSV resistance. Intracranial human and murine glioma or breast cancer brain metastasis (BCBM) tumor-bearing mouse models were employed to elucidate the mechanism underlying oHSV therapy-induced resistance.

RESULTS: Transcriptome analysis identified IGF2 as one of the top-secreted proteins following oHSV treatment. …

Neoadjuvant Parpi Or Chemotherapy In Ovarian Cancer Informs Targeting Effector Treg Cells For Homologous-Recombination-Deficient Tumors, Yikai Luo, Yu Xia, Dan Liu, Xiong Li, Huayi Li, Jiahao Liu, Dongchen Zhou, Yu Dong, Xin Li, Yiyu Qian, Cheng Xu, Kangjia Tao, Guannan Li, Wen Pan, Qing Zhong, Xingzhe Liu, Sen Xu, Zhi Wang, Ronghua Liu, Wei Zhang, Wanying Shan, Tian Fang, Siyuan Wang, Zikun Peng, Ping Jin, Ning Jin, Shennan Shi, Yuxin Chen, Mengjie Wang, Xiaofei Jiao, Mengshi Luo, Wenjian Gong, Ya Wang, Yue Yao, Yi Zhao, Xinlin Huang, Xuwo Ji, Zhaoren He, Guangnian Zhao, Rong Liu, Mingfu Wu, Gang Chen, Li Hong, Cocpo Consortium, Ding Ma, Yong Fang, Han Liang, Qinglei Gao

Faculty, Staff and Student Publications

Homologous recombination deficiency (HRD) is prevalent in cancer, sensitizing tumor cells to poly (ADP-ribose) polymerase (PARP) inhibition. However, the impact of HRD and related therapies on the tumor microenvironment (TME) remains elusive. Our study generates single-cell gene expression and T cell receptor profiles, along with validatory multimodal datasets from >100 high-grade serous ovarian cancer (HGSOC) samples, primarily from a phase II clinical trial (NCT04507841). Neoadjuvant monotherapy with the PARP inhibitor (PARPi) niraparib achieves impressive 62.5% and 73.6% response rates per RECIST v.1.1 and GCIG CA125, respectively. We identify effector regulatory T cells (eTregs) as key responders to HRD …

Single-Cell And Spatial Proteo-Transcriptomic Profiling Reveals Immune Infiltration Heterogeneity Associated With Neuroendocrine Features In Small Cell Lung Cancer, Ying Jin, Yuefeng Wu, Alexandre Reuben, Liang Zhu, Carl M Gay, Qingzhe Wu, Xintong Zhou, Haomin Mo, Qi Zheng, Junyu Ren, Zhaoyuan Fang, Teng Peng, Nan Wang, Liang Ma, Yun Fan, Hai Song, Jianjun Zhang, Ming Chen

Faculty, Staff and Student Publications

Small cell lung cancer (SCLC) is an aggressive pulmonary neuroendocrine malignancy featured by cold tumor immune microenvironment (TIME), limited benefit from immunotherapy, and poor survival. The spatial heterogeneity of TIME significantly associated with anti-tumor immunity has not been systemically studied in SCLC. We performed ultra-high-plex Digital Spatial Profiling on 132 tissue microarray cores from 44 treatment-naive limited-stage SCLC tumors. Incorporating single-cell RNA-sequencing data from a local cohort and published SCLC data, we established a spatial proteo-transcriptomic landscape covering over 18,000 genes and 60 key immuno-oncology proteins that participate in signaling pathways affecting tumorigenesis, immune regulation, and cancer metabolism across 3 …

Screening Of Anti-Prion Compounds Using The Protein Misfolding Cyclic Amplification Technology, Sandra Pritzkow, Isaac Schauer, Ananya Tupaki-Sreepurna, Rodrigo Morales, Claudio Soto

Faculty, Staff and Student Publications

Prion diseases are 100% fatal infectious neurodegenerative diseases affecting the brains of humans and other mammals. The disease is caused by the formation and replication of prions, composed exclusively of the misfolded prion protein (PrPSc). We invented and developed the protein misfolding cyclic amplification (PMCA) technology for in vitro prion replication, which allow us to replicate the infectious agent and it is commonly used for ultra-sensitive prion detection in biological fluids, tissues and environmental samples. In this article, we studied whether PMCA can be used to screen for chemical compounds that block prion replication. A small set of compounds previously …

G Protein Selectivity Profile Of Gpr56/Adgrg1 And Its Effect On Downstream Effectors, Raida Jallouli, Ana L Moreno-Salinas, Andréanne Laniel, Brian Holleran, Charlotte Avet, Joan Jacob, Trang Hoang, Christine Lavoie, Kendra S Carmon, Michel Bouvier, Richard Leduc

Faculty, Staff and Student Publications

GPR56, an adhesion G-protein coupled receptor (aGPCRs) with constitutive and ligand-promoted activity, is involved in many physiological and pathological processes. Whether the receptor's constitutive or ligand-promoted activation occur through the same molecular mechanism, and whether different activation modes lead to functional selectivity between G proteins is unknown. Here we show that GPR56 constitutively activates both G12 and G13. Unlike constitutive activation and activation with 3-α-acetoxydihydrodeoxygedunin (3αDOG), stimulation with an antibody, 10C7, directed against GPR56's extracellular domain (ECD) led to an activation that favors G13 over G12. An autoproteolytically deficient mutant, GPR56-T383A, was also activated by 10C7 indicating that the tethered …

Crizotinib Enhances Parp Inhibitor Efficacy In Ovarian Cancer Cells And Xenograft Models By Inducing Autophagy, Janice M Santiago-O'Farrill, Alicia Blessing Bollu, Hailing Yang, Vivian Orellana, Marc Pina, Xudong Zhang, Jinsong Liu, Robert C Bast, Zhen Lu

Faculty, Staff and Student Publications

Poly (ADP-ribose) polymerase inhibitors (PARPi) can encounter resistance through various mechanisms, limiting their effectiveness. Our recent research showed that PARPi alone can induce drug resistance by promoting autophagy. Moreover, our studies have revealed that anaplastic lymphoma kinase (ALK) plays a role in regulating the survival of ovarian cancer cells undergoing autophagy. Here, we explored whether the ALK-inhibitor crizotinib could enhance the efficacy of PARPi by targeting drug-induced autophagic ovarian cancer cell and xenograft models. Our investigation demonstrates that crizotinib enhances the anti-tumor activity of PARPi across multiple ovarian cancer cells. Combination therapy with crizotinib and olaparib reduced cell viability and …

Racial And Ethnic Differences In Epithelial Ovarian Cancer Risk: An Analysis From The Ovarian Cancer Association Consortium, Nicola S Meagher, Kami K White, Lynne R Wilkens, Elisa V Bandera, Andrew Berchuck, Michael E Carney, Daniel W Cramer, Kara L Cushing-Haugen, Susan Jordan, Scott H Kaufmann, Nhu D Le, Malcolm C Pike, Marjorie Riggan, Bo Qin, Joseph H Rothstein, Linda Titus, Stacey J Winham, Hoda Anton-Culver, Jennifer A Doherty, Ellen L Goode, Celeste Leigh Pearce, Harvey A Risch, Penelope M Webb, Linda S Cook, Marc T Goodman, Holly R Harris, Loic Le Marchand, Valerie Mcguire, Paul D P Pharoah, Danja Sarink, Joellen M Schildkraut, Weiva Sieh, Kathryn L Terry, Pamela J Thompson, Alice S Whittemore, Anna H Wu, Lauren C Peres, Melissa A Merritt

Faculty, Staff and Student Publications

Limited estimates exist on risk factors for epithelial ovarian cancer (EOC) in Asian, Hispanic, and Native Hawaiian/Pacific Islander women. Participants in this study included 1734 Asian (n = 785 case and 949 control participants), 266 Native Hawaiian/Pacific Islander (n = 99 case and 167 control participants), 1149 Hispanic (n = 505 case and 644 control participants), and 24 189 White (n = 9981 case and 14 208 control participants) from 11 studies in the Ovarian Cancer Association Consortium. Logistic regression models estimated odds ratios (ORs) and 95% CIs for risk associations by race and ethnicity. Heterogeneity in EOC risk associations …

Pancreatic Epithelial Il17/Il17ra Signaling Drives B7-H4 Expression To Promote Tumorigenesis, Susana Castro-Pando, Rian M Howell, Le Li, Marilina Mascaro, Erika Y Faraoni, Olivereen Le Roux, David Romanin, Virginia Tahan, Erick Riquelme, Yu Zhang, Jay K Kolls, James P Allison, Guillermina Lozano, Seyed J Moghaddam, Florencia Mcallister

Faculty, Staff and Student Publications

IL17 is required for the initiation and progression of pancreatic cancer, particularly in the context of inflammation, as previously shown by genetic and pharmacological approaches. However, the cellular compartment and downstream molecular mediators of IL17-mediated pancreatic tumorigenesis have not been fully identified. This study examined the cellular compartment required by generating transgenic animals with IL17 receptor A (IL17RA), which was genetically deleted from either the pancreatic epithelial compartment or the hematopoietic compartment via generation of IL17RA-deficient (IL17-RA-/-) bone marrow chimeras, in the context of embryonically activated or inducible Kras. Deletion of IL17RA from the pancreatic epithelial compartment, but not from …

Tomivosertib Reduces Ectopic Activity In Dorsal Root Ganglion Neurons From Patients With Radiculopathy, Yan Li, Megan L Uhelski, Robert Y North, Juliet M Mwirigi, Claudio E Tatsui, Kathleen E Mcdonough, Juan P Cata, German Corrales, Greg Dussor, Theodore J Price, Patrick M Dougherty

Faculty, Staff and Student Publications

Spontaneous activity in dorsal root ganglion (DRG) neurons is a key driver of neuropathic pain in patients suffering from this largely untreated disease. While many intracellular signalling mechanisms have been examined in preclinical models that drive spontaneous activity, none have been tested directly on spontaneously active human nociceptors.

Using cultured DRG neurons recovered during thoracic vertebrectomy surgeries, we showed that inhibition of mitogen-activated protein kinase interacting kinase (MNK) with tomivosertib (eFT508, 25 nM) reversibly suppresses spontaneous activity in human sensory neurons that are likely nociceptors based on size and action potential characteristics associated with painful dermatomes within minutes of treatment. …

Angiotensin-(1-9) Retro-Enantiomer Peptide With Cardioprotective Activity, Yvo Flores, Gerald Zapata-Torres, Agustín Nuñez, Douglas J Matthies, Larissa Alemán, Carolina Hernández-Fuentes, Gina Sánchez, Eyleen Araya, Fanny Guzman, Zully Pedrozo, Salvador Guardiola, Mónica Varese, Ernest Giralt, Ivan Maslov, Mark Del Borgo, Robert E Widdop, Silvana Valdebenito, Eliseo A Eugenin, Mario Chiong, Joseph A Hill, María Paz Ocaranza, Marcelo J Kogan, Sergio Lavandero

Faculty, Staff and Student Publications

No abstract provided.

Prognostic Impact Of Notch1 Intracellular Domain, P63, And C-Myc In Lacrimal Gland Adenoid Cystic Carcinoma, Jiawei Zhao, Michelle D Williams, Mike Hernandez, Grace Kuang, Hila Goldberg, Janet Fan, Jing Ning, Renata Ferrarotto, Bita Esmaeli

Faculty, Staff and Student Publications

PURPOSE: We assessed whether NICD1 expression, c-MYC expression, and P63 expression by immunohistochemistry (IHC) correlate with prognosis and high-risk clinicopathological features in lacrimal gland adenoid cystic carcinoma (ACC).

METHODS: Records of patients with lacrimal gland ACC who underwent surgery between 1998 to 2018 were reviewed. Clinicopathologic and treatment data were collected. Tumor tissues were subjected to light microscopy and IHC.

RESULTS: Of 43 patients treated during the study period, 21 had archived tumor tissue available and were included. The median age at diagnosis was 47 years, and 13 patients (62%) were male. Thirteen patients (62%) had T2 disease, and none …

Rad21 Promotes Oncogenesis And Lethal Progression Of Prostate Cancer, Xiaofeng A Su, Konrad H Stopsack, Daniel R Schmidt, Duanduan Ma, Zhe Li, Paul A Scheet, Kathryn L Penney, Tamara L Lotan, Wassim Abida, Elise G Dearment, Kate Lu, Thomas Janas, Sofia Hu, Matthew G Vander Heiden, Massimo Loda, Monica Boselli, Angelika Amon, Lorelei A Mucci

Faculty, Staff and Student Publications

Higher levels of aneuploidy, characterized by imbalanced chromosome numbers, are associated with lethal progression in prostate cancer. However, how aneuploidy contributes to prostate cancer aggressiveness remains poorly understood. In this study, we assessed in patients which genes on chromosome 8q, one of the most frequently gained chromosome arms in prostate tumors, were most strongly associated with long-term risk of cancer progression to metastases and death from prostate cancer (lethal disease) in 403 patients and found the strongest candidate was cohesin subunit gene,

The Cancer-Associated Secretory Phenotype: A New Frontier In Targeted Therapeutics, Xiaochao Tan, Guan-Yu Xiao, Priyam Banerjee, Shike Wang, Jonathan M Kurie

Faculty, Staff and Student Publications

No abstract provided.

Glycemic Control In Diabetic Patients Improved Overall Lung Cancer Survival Across Diverse Populations, Wayne Y Wu, Brian Luke, Xiao-Cheng Wu, J Jack Lee, Yong Yi, Samuel C Okpechi, Barry Gause, Paras Mehta, Steven I Sherman, Augusto Ochoa, Ethan Dmitrovsky, Xi Liu

Faculty, Staff and Student Publications

Background: The consequence of diabetes on lung cancer overall survival (OS) is debated. This retrospective study used 2 large lung cancer databases to assess comprehensively diabetes effects on lung cancer OS in diverse demographic populations, including health disparity.

Methods: The University of Texas MD Anderson Cancer Center database (32 643 lung cancer patients with 11 973 patients with diabetes) was extracted from electronic health records (EHRs) using natural language processing (NLP). Associations were between diabetes and lung cancer prognostic features (age, sex, race, body mass index [BMI], insurance status, smoking, stage, and histopathology). Hemoglobin A1C (HgbA1c) and glucose levels assessed …

Scintruler: Guiding The Integration Of Multiple Single-Cell Rna-Seq Datasets With A Novel Statistical Metric, Yue Lyu, Steven H Lin, Hao Wu, Ziyi Li

Faculty, Staff and Student Publications

Motivation: The growing number of single-cell RNA-seq (scRNA-seq) studies highlights the potential benefits of integrating multiple datasets, such as augmenting sample sizes and enhancing analytical robustness. Inherent diversity and batch discrepancies within samples or across studies continue to pose significant challenges for computational analyses. Questions persist in practice, lacking definitive answers: Should we use a specific integration method or opt for simply merging the datasets during joint analysis? Among all the existing data integration methods, which one is more suitable in specific scenarios?

Result: To fill the gap, we introduce SCIntRuler, a novel statistical metric for guiding the integration of …

Incorporating Solvation Thermodynamic Mapping In Computer-Aided Drug Design, Yeonji Ji

Dissertations, Theses, and Capstone Projects

Advancements in computational techniques have revolutionized structure-based drug design, substantially improving the efficiency and effectiveness of the drug discovery process by reducing time, costs, and labor requirements. These advancements include various methods, such as investigating small molecule ligands binding to proteins, exploring alternative protein conformations, and solvation mapping on the protein surfaces. Among these methods, understanding the correlation between protein-ligand binding and the role of solvation is important.

A fundamental concept in protein-ligand binding is shape and electrostatic complementarity, which is complicated by the inherent flexibility of proteins. In the absence of small molecule ligands, proteins are complementary to surface …

Ataxia Telangiectasia And Rad3-Related (Atr) Inhibitor Camonsertib Dose Optimization In Patients With Biomarker-Selected Advanced Solid Tumors (Tresr Study), Elisa Fontana, Ezra Rosen, Elizabeth K Lee, Martin Højgaard, Niharika B Mettu, Stephanie Lheureux, Benedito A Carneiro, Gregory M Cote, Louise Carter, Ruth Plummer, Devalingam Mahalingam, Adrian J Fretland, Joseph D Schonhoft, Ian M Silverman, Marisa Wainszelbaum, Yi Xu, Danielle Ulanet, Maria Koehler, Timothy A Yap

Faculty, Staff and Student Publications

BACKGROUND: Camonsertib is a selective oral inhibitor of ataxia telangiectasia and Rad3-related (ATR) kinase with demonstrated efficacy in tumors with DNA damage response gene deficiencies. On-target anemia is the main drug-related toxicity typically manifesting after the period of dose-limiting toxicity evaluation. Thus, dose and schedule optimization requires extended follow-up to assess prolonged treatment effects.

METHODS: Long-term safety, tolerability, and antitumor efficacy of 3 camonsertib monotherapy dosing regimens were assessed in the TRESR study dose-optimization phase: 160 mg once daily (QD) 3 days on, 4 days off (160 3/4; the preliminary recommended Phase II dose [RP2D]) and two step-down groups of …

Identification Of Hypoxia-Alcamhigh Macrophage- Exhausted T Cell Axis In Tumor Microenvironment Remodeling For Immunotherapy Resistance, Zhenzhen Xun, Huanran Zhou, Mingyi Shen, Yao Liu, Chengcao Sun, Yanhua Du, Zhou Jiang, Liuqing Yang, Qing Zhang, Chunru Lin, Qingsong Hu, Youqiong Ye, Leng Han

Faculty, Staff and Student Publications

Although hypoxia is known to be associated with immune resistance, the adaptability to hypoxia by different cell populations in the tumor microenvironment and the underlying mechanisms remain elusive. This knowledge gap has hindered the development of therapeutic strategies to overcome tumor immune resistance induced by hypoxia. Here, bulk, single-cell, and spatial transcriptomics are integrated to characterize hypoxia associated with immune escape during carcinogenesis and reveal a hypoxia-based intercellular communication hub consisting of malignant cells, ALCAM

Ensemble Pretrained Language Models To Extract Biomedical Knowledge From Literature, Zhao Li, Qiang Wei, Liang-Chin Huang, Jianfu Li, Yan Hu, Yao-Shun Chuang, Jianping He, Avisha Das, Vipina Kuttichi Keloth, Yuntao Yang, Chiamaka S Diala, Kirk E Roberts, Cui Tao, Xiaoqian Jiang, W Jim Zheng, Hua Xu

Faculty, Staff and Student Publications

OBJECTIVES: The rapid expansion of biomedical literature necessitates automated techniques to discern relationships between biomedical concepts from extensive free text. Such techniques facilitate the development of detailed knowledge bases and highlight research deficiencies. The LitCoin Natural Language Processing (NLP) challenge, organized by the National Center for Advancing Translational Science, aims to evaluate such potential and provides a manually annotated corpus for methodology development and benchmarking.

MATERIALS AND METHODS: For the named entity recognition (NER) task, we utilized ensemble learning to merge predictions from three domain-specific models, namely BioBERT, PubMedBERT, and BioM-ELECTRA, devised a rule-driven detection method for cell line and …

Improving Large Language Models For Clinical Named Entity Recognition Via Prompt Engineering, Yan Hu, Qingyu Chen, Jingcheng Du, Xueqing Peng, Vipina Kuttichi Keloth, Xu Zuo, Yujia Zhou, Zehan Li, Xiaoqian Jiang, Zhiyong Lu, Kirk Roberts, Hua Xu

Faculty, Staff and Student Publications

IMPORTANCE: The study highlights the potential of large language models, specifically GPT-3.5 and GPT-4, in processing complex clinical data and extracting meaningful information with minimal training data. By developing and refining prompt-based strategies, we can significantly enhance the models' performance, making them viable tools for clinical NER tasks and possibly reducing the reliance on extensive annotated datasets.

OBJECTIVES: This study quantifies the capabilities of GPT-3.5 and GPT-4 for clinical named entity recognition (NER) tasks and proposes task-specific prompts to improve their performance.

MATERIALS AND METHODS: We evaluated these models on 2 clinical NER tasks: (1) to extract medical problems, treatments, …

Target Engagement And Immunogenicity Of An Active Immunotherapeutic Targeting Pathological Α-Synuclein: A Phase 1 Placebo-Controlled Trial, Pepijn Eijsvogel, Pinaki Misra, Luis Concha-Marambio, Justin D Boyd, Shuang Ding, Lauren Fedor, Yueh-Ting Hsieh, Yu Shuang Sun, Madeline M Vroom, Carly M Farris, Yihua Ma, Marieke L De Kam, Igor Radanovic, Maurits F J M Vissers, Dario Mirski, Ghazal Shareghi, Mohammad Shahnawaz, Wolfgang Singer, Philip Kremer, Geert Jan Groeneveld, Hui Jing Yu, Jean-Cosme Dodart

Faculty, Staff and Student Publications

Investigational therapeutics that target toxic species of α-synuclein (αSyn) aim to slow down or halt disease progression in patients with Parkinson's disease (PD). Here this 44-week, randomized, placebo-controlled, double-blind, single-center phase 1 study investigated safety, tolerability and immunogenicity of UB-312, an active immunotherapeutic targeting pathological αSyn, in patients with PD. The primary outcome measures were adverse event frequency and change in anti-αSyn antibody titers in blood and cerebrospinal fluid (CSF). Exploratory outcomes were changes in clinical scales and biomarker-based target engagement as measured by seed amplification assays. Twenty patients were randomized 7:3 (UB-312:placebo) into 300/100/100 μg or 300/300/300 μg (weeks …

Mechanistic Insights Into Metabolic Function Of Dynamin-Related Protein 1, Xin Li, Katherine Pham, Jazmin Ysaguirre, Iqbal Mahmud, Lin Tan, Bo Wei, Long J Shao, Maryam Elizondo, Rabie Habib, Fathima Elizondo, Hiromi Sesaki, Philip L Lorenzi, Kai Sun

Faculty, Staff and Student Publications

Dynamin-related protein 1 (DRP1) plays crucial roles in mitochondrial and peroxisome fission. However, the mechanisms underlying the functional regulation of DRP1 in adipose tissue during obesity remain unclear. To elucidate the metabolic and pathological significance of diminished DRP1 in obese adipose tissue, we utilized adipose tissue-specific DRP1 KO mice challenged with a high-fat diet. We observed significant metabolic dysregulations in the KO mice. Mechanistically, DRP1 exerts multifaceted functions in mitochondrial dynamics and endoplasmic reticulum (ER)-lipid droplet crosstalk in normal mice. Loss of function of DRP1 resulted in abnormally giant mitochondrial shapes, distorted mitochondrial membrane structure, and disrupted cristae architecture. Meanwhile, …

An Analysis Of Suspected Microplastics In The Muscle And Gastrointestinal Tissues Of Fish From Sarasota Bay, Fl: Exposure And Implications For Apex Predators And Seafood Consumers, Eric Conger, Miranda Dziobak, Elizabeth J Berens Mccabe, Tita Curtin, Ayushi Gaur, Randall S Wells, John E Weinstein, Leslie B Hart

Faculty, Staff and Student Publications

Microplastics have been found in the gastrointestinal (GI) fluid of bottlenose dolphins (Tursiops truncatus), inhabiting Sarasota Bay, FL, suggesting exposure by ingestion, possibly via contaminated fish. To better understand the potential for trophic transfer, muscle and GI tissues from 11 species of dolphin prey fish collected from Sarasota Bay were screened for microplastics (particles <5 mm diameter). Suspected microplastics were found in 82% of muscle samples (n=89), and 97% of GI samples (n=86). Particle abundance and shapes varied by species (p<0.05) and foraging habit (omnivore vs. carnivore, p<0.05). Pinfish (Lagodon rhomboides) had the highest particle abundance for both tissue types (muscle: 0.38 …

Automatic Vessel Attenuation Measurement For Quality Control Of Contrast-Enhanced Ct: Validation On The Portal Vein, Kevin Mccoy, Sujay Marisetty, Dominique Tan, Corey T Jensen, Jeffrey H Siewerdsen, Christine B Peterson, Moiz Ahmad

Faculty, Staff and Student Publications

Background: Adequate image enhancement of organs and blood vessels of interest is an important aspect of image quality in contrast-enhanced computed tomography (CT). There is a need for an objective method for evaluation of vessel contrast that can be automatically and systematically applied to large sets of CT exams.

Purpose: The purpose of this work was to develop a method to automatically segment and measure attenuation Hounsfield Unit (HU) in the portal vein (PV) in contrast-enhanced abdomen CT examinations.

Methods: Input CT images were processed by a vessel enhancing filter to determine candidate PV segmentations. Multiple machine learning (ML) classifiers …

Chemical Screening By Time-Resolved X-Ray Scattering To Discover Allosteric Probes, Chris A Brosey, Todd M Link, Runze Shen, Davide Moiani, Kathryn Burnett, Greg L Hura, Darin E Jones, John A Tainer

Faculty, Staff and Student Publications

Drug discovery relies on efficient identification of small-molecule leads and their interactions with macromolecular targets. However, understanding how chemotypes impact mechanistically important conformational states often remains secondary among high-throughput discovery methods. Here, we present a conformational discovery pipeline integrating time-resolved, high-throughput small-angle X-ray scattering (TR-HT-SAXS) and classic fragment screening applied to allosteric states of the mitochondrial import oxidoreductase apoptosis-inducing factor (AIF). By monitoring oxidized and X-ray-reduced AIF states, TR-HT-SAXS leverages structure and kinetics to generate a multidimensional screening dataset that identifies fragment chemotypes allosterically stimulating AIF dimerization. Fragment-induced dimerization rates, quantified with time-resolved SAXS similarity analysis (k