Biomedical Informatics Commons^™

Novel Strategies To Improve The Cardioprotective Effects Of Cardioplegia, Estefanie Osorio-Llanes, Jairo Castellar-López, Wendy Rosales-Rada, Yulieth Montoya, John Bustamante, Ricardo Zalaquett, Roberto Bravo-Sagua, Jaime A Riquelme, Gina Sánchez, Mario Chiong, Sergio Lavandero, Evelyn Mendoza-Torres

Faculty, Staff and Student Publications

The use of cardioprotective strategies as adjuvants of cardioplegic solutions has become an ideal alternative for the improvement of post-surgery heart recovery. The choice of the optimal cardioplegia, as well as its distribution mechanism, remains controversial in the field of cardiovascular surgery. There is still a need to search for new and better cardioprotective methods during cardioplegic procedures. New techniques for the management of cardiovascular complications during cardioplegia have evolved with new alternatives and additives, and each new strategy provides a tool to neutralize the damage after ischemia/reperfusion events. Researchers and clinicians have committed themselves to studying the effect of …

Exploring Novel Frontiers: Leveraging Stat3 Signaling For Advanced Cancer Therapeutics, Taiwo Adesoye, Debasish Tripathy, Kelly K Hunt, Khandan Keyomarsi

Faculty, Staff and Student Publications

Signal Transducer and Activator of Transcription 3 (STAT3) plays a significant role in diverse physiologic processes, including cell proliferation, differentiation, angiogenesis, and survival. STAT3 activation via phosphorylation of tyrosine and serine residues is a complex and tightly regulated process initiated by upstream signaling pathways with ligand binding to receptor and non-receptor-linked kinases. Through downstream deregulation of target genes, aberrations in STAT3 activation are implicated in tumorigenesis, metastasis, and recurrence in multiple cancers. While there have been extensive efforts to develop direct and indirect STAT3 inhibitors using novel drugs as a therapeutic strategy, direct clinical application remains in evolution. In this …

Crispr Screening Identifies Bet And Mtor Inhibitor Synergy In Cholangiocarcinoma Through Serine Glycine One Carbon, Yan Zhu, Dengyong Zhang, Pooja Shukla, Young-Ho Jung, Prit Benny Malgulwar, Sharmeen Chagani, Medina Colic, Sarah Benjamin, John A Copland, Lin Tan, Philip L Lorenzi, Milind Javle, Jason T Huse, Jason Roszik, Traver Hart, Lawrence N Kwong

Faculty, Staff and Student Publications

Patients with cholangiocarcinoma have poor clinical outcomes due to late diagnoses, poor prognoses, and limited treatment strategies. To identify drug combinations for this disease, we have conducted a genome-wide CRISPR screen anchored on the bromodomain and extraterminal domain (BET) PROTAC degrader ARV825, from which we identified anticancer synergy when combined with genetic ablation of members of the mTOR pathway. This combination effect was validated using multiple pharmacological BET and mTOR inhibitors, accompanied by increased levels of apoptosis and cell cycle arrest. In a xenograft model, combined BET degradation and mTOR inhibition induced tumor regression. Mechanistically, the 2 inhibitor classes converged …

Hedgehog Activation Promotes Osteogenic Fates Of Growth Plate Resting Zone Chondrocytes Through Transient Clonal Competency, Shion Orikasa, Yuki Matsushita, Hiroaki Manabe, Michael Fogge, Zachary Lee, Koji Mizuhashi, Naoko Sakagami, Wanida Ono, Noriaki Ono

Faculty, Staff and Student Publications

The resting zone of the postnatal growth plate is organized by slow-cycling chondrocytes expressing parathyroid hormone-related protein (PTHrP), which include a subgroup of skeletal stem cells that contribute to the formation of columnar chondrocytes. The PTHrP-Indian hedgehog feedback regulation is essential for sustaining growth plate activities; however, molecular mechanisms regulating cell fates of PTHrP+ resting chondrocytes and their eventual transformation into osteoblasts remain largely undefined. Here, in a mouse model, we specifically activated Hedgehog signaling in PTHrP+ resting chondrocytes and traced the fate of their descendants using a tamoxifen-inducible Pthrp-creER line with patched-1-floxed and tdTomato reporter alleles. Hedgehog-activated PTHrP+ chondrocytes …

Trex2 Deficiency Suppresses Spontaneous And Genotoxin-Associated Mutagenesis, Teresa Marple, Mi Young Son, Xiaodong Cheng, Jun Ho Ko, Patrick Sung, Paul Hasty

Faculty, Staff and Student Publications

TREX2, a 3'-5' exonuclease, is a part of the DNA damage tolerance (DDT) pathway that stabilizes replication forks (RFs) by ubiquitinating PCNA along with the ubiquitin E3 ligase RAD18 and other DDT factors. Mismatch repair (MMR) corrects DNA polymerase errors, including base mismatches and slippage. Here we demonstrate that TREX2 deletion reduces mutations in cells upon exposure to genotoxins, including those that cause base lesions and DNA polymerase slippage. Importantly, we show that TREX2 generates most of the spontaneous mutations in MMR-mutant cells derived from mice and people. TREX2-induced mutagenesis is dependent on the nuclease and DNA-binding attributes of TREX2. …

Non-Canonical Hedgehog Signaling Mediates Profibrotic Hematopoiesis-Stroma Crosstalk In Myeloproliferative Neoplasms, Jessica E Pritchard, Juliette E Pearce, Inge A M Snoeren, Stijn N R Fuchs, Katrin Götz, Fabian Peisker, Silke Wagner, Adam Benabid, Niklas Lutterbach, Vanessa Klöker, James S Nagai, Monica T Hannani, Anna K Galyga, Ellen Sistemich, Bella Banjanin, Niclas Flosdorf, Eric Bindels, Kathrin Olschok, Katharina Biaesch, Nicolas Chatain, Neha Bhagwat, Andrew Dunbar, Rita Sarkis, Olaia Naveiras, Marie-Luise Berres, Steffen Koschmieder, Ross L Levine, Ivan G Costa, Hélène F E Gleitz, Rafael Kramann, Rebekka K Schneider

Faculty, Staff and Student Publications

The role of hematopoietic Hedgehog signaling in myeloproliferative neoplasms (MPNs) remains incompletely understood despite data suggesting that Hedgehog (Hh) pathway inhibitors have therapeutic activity in patients. We aim to systematically interrogate the role of canonical vs. non-canonical Hh signaling in MPNs. We show that Gli1 protein levels in patient peripheral blood mononuclear cells (PBMCs) mark fibrotic progression and that, in murine MPN models, absence of hematopoietic Gli1, but not Gli2 or Smo, significantly reduces MPN phenotype and fibrosis, indicating that GLI1 in the MPN clone can be activated in a non-canonical fashion. Additionally, we establish that hematopoietic Gli1 has a …

A Study To Assess The Efficacy Of Enasidenib And Risk-Adapted Addition Of Azacitidine In Newly Diagnosed Idh2-Mutant Aml, Sheng F Cai, Ying Huang, Jennie R Lance, Hsiaoyin Charlene Mao, Andrew J Dunbar, Samantha N Mcnulty, Todd Druley, Yan Li, Maria R Baer, Wendy Stock, Tibor Kovacsovics, William G Blum, Gary J Schiller, Rebecca L Olin, James M Foran, Mark Litzow, Tara Lin, Prapti Patel, Matthew C Foster, Michael Boyiadzis, Robert H Collins, Jordan Chervin, Abigail Shoben, Jo-Anne Vergilio, Nyla A Heerema, Leonard Rosenberg, Timothy L Chen, Ashley O Yocum, Franchesca Druggan, Sonja Marcus, Mona Stefanos, Brian J Druker, Alice S Mims, Uma Borate, Amy Burd, John C Byrd, Ross L Levine, Eytan M Stein

Faculty, Staff and Student Publications

Enasidenib (ENA) is an inhibitor of isocitrate dehydrogenase 2 (IDH2) approved for the treatment of patients with IDH2-mutant relapsed/refractory acute myeloid leukemia (AML). In this phase 2/1b Beat AML substudy, we applied a risk-adapted approach to assess the efficacy of ENA monotherapy for patients aged ≥60 years with newly diagnosed IDH2-mutant AML in whom genomic profiling demonstrated that mutant IDH2 was in the dominant leukemic clone. Patients for whom ENA monotherapy did not induce a complete remission (CR) or CR with incomplete blood count recovery (CRi) enrolled in a phase 1b cohort with the addition of …

Neural Correlates Of Automatic Emotion Regulation And Their Association With Suicidal Ideation In Adolescents During The First 90-Days Of Residential Care, Matthew Dobbertin, Karina S Blair, Joseph Aloi, Sahil Bajaj, Johannah Bashford-Largo, Avantika Mathur, Ru Zhang, Erin Carollo, Amanda Schwartz, Jaimie Elowsky, J L Ringle, Patrick Tyler, R James Blair

Faculty, Staff and Student Publications

Background: Suicide is the second leading cause of death for adolescents in the United States. However, relatively little is known about the forms of atypical neuro-cognitive function that are correlates of suicidal ideation (SI). One form of cognitive/affective function that, when dysfunctional, is associated with SI is emotion regulation. However, very little work has investigated the neural correlates of emotion dysregulation in adolescents with SI.

Methods: Participants (N = 111 aged 12-18, 32 females, 31 [27.9%] reporting SI) were recruited shortly after their arrival at a residential care facility where they had been referred for behavioral and mental health problems. …

Intratumoral Biosynthesis Of Gold Nanoclusters By Pancreatic Cancer To Overcome Delivery Barriers To Radiosensitization, Aaron S Schwartz-Duval, Yuri Mackeyev, Iqbal Mahmud, Philip L Lorenzi, Mihai Gagea, Sunil Krishnan, Konstantin V Sokolov

Faculty, Staff and Student Publications

Nanoparticle delivery to solid tumors is a prime challenge in nanomedicine. Here, we approach this challenge through the lens of biogeochemistry, the field that studies the flow of chemical elements within ecosystems as manipulated by living cellular organisms and their environments. We leverage biogeochemistry concepts related to gold cycling against pancreatic cancer, considering mammalian organisms as drivers for gold nanoparticle biosynthesis. Sequestration of gold nanoparticles within tumors has been demonstrated as an effective strategy to enhance radiotherapy; however, the desmoplasia of pancreatic cancer impedes nanoparticle delivery. Our strategy overcomes this barrier by applying an atomic-scale agent, ionic gold, for intratumoral …

Association Between Body Mass Index And Functional Outcomes In Patients With Intracerebral Hemorrhage, Andrea Becerril-Gaitan, Dale Ding, Natasha Ironside, Andrew M Southerland, Bradford B Worrall, Fernando D Testai, Matthew L Flaherty, Mitchell S Elkind, Sebastian Koch, Gene Sung, Steven J Kittner, Douglas J Mayson, Nicole Gonzales, Jacob L Mccauley, Marc Malkoff, Christiana E Hall, Michael R Frankel, Michael L James, Christopher D Anderson, Jaroslaw Aronowski, Sean I Savitz, Daniel Woo, Ching-Jen Chen

Faculty, Staff and Student Publications

BACKGROUND AND OBJECTIVES: Evidence of the so-called "obesity paradox," which refers to the protective effect and survival benefit of obesity in patients with spontaneous intracerebral hemorrhage (ICH), remains controversial. This study aims to determine the association between body mass index (BMI) and functional outcomes in patients with ICH and whether it is modified by race/ethnicity.

METHODS: Included individuals were derived from the Ethnic/Racial Variations of Intracerebral Hemorrhage study, which prospectively recruited 1,000 non-Hispanic White, 1,000 non-Hispanic Black, and 1,000 Hispanic patients with spontaneous ICH. Only patients with available BMI were included. The primary outcome was 90-day mortality. Secondary outcomes were …

Multidisciplinary Prehabilitation To Improve Frailty And Functional Capacity In High-Risk Elective Surgical Patients: A Retrospective Pilot Study, Henry Man Kin Wong, Ding Qi, Bosco Hon Ming Ma, Pik Yi Hou, Calvin Ka Woon Kwong, Anna Lee, Prehab Study Group

Faculty, Staff and Student Publications

BACKGROUND: Frailty is associated with worse outcomes and higher healthcare costs. The long waiting time for surgery is a potential 'teachable' moment. We examined the feasibility and safety of a pilot prehabilitation programme on high-risk frail patients undergoing major elective surgery.

METHODS: A single-centre, retrospective pilot study (Dec 2020-Nov 2021) on a one-stop prehabilitation programme (structured exercise training, nutritional counselling/therapy, and psychological support) in collaboration with geriatricians and allied health professionals. At least 4 weeks before surgery, patients at high risk of frailty or malnutrition, or undergoing major hepatectomy, esophagectomy, pancreaticoduodenectomy, or radical cystectomy, were referred for prehabilitation (2-3 sessions/week). …

Integrative Genomic Analyses Reveal Putative Cell Type-Specific Targets Of The Drosophila Ets Transcription Factor Pointed, Komal Kumar Bollepogu Raja, Kelvin Yeung, Yoon-Kyung Shim, Graeme Mardon

Faculty, Staff and Students Publications

The Ets domain transcription factors direct diverse biological processes throughout all metazoans and are implicated in development as well as in tumor initiation, progression and metastasis. The Drosophila Ets transcription factor Pointed (Pnt) is the downstream effector of the Epidermal growth factor receptor (Egfr) pathway and is required for cell cycle progression, specification, and differentiation of most cell types in the larval eye disc. Despite its critical role in development, very few targets of Pnt have been reported previously. Here, we employed an integrated approach by combining genome-wide single cell and bulk data to identify putative cell type-specific Pnt targets. …

Unexpected Inhibition Of The Lipid Kinase Pikfyve Reveals An Epistatic Role For P38 Mapks In Endolysosomal Fission And Volume Control, Daric J Wible, Zalak Parikh, Eun Jeong Cho, Miao-Der Chen, Collene R Jeter, Somshuvra Mukhopadhyay, Kevin N Dalby, Shankar Varadarajan, Shawn B Bratton

Faculty, Staff and Student Publications

p38 mitogen-activated protein kinases (MAPKs) participate in autophagic signaling; and previous reports suggest that pyridinyl imidazole p38 MAPK inhibitors, including SB203580 and SB202190, induce cell death in some cancer cell-types through unrestrained autophagy. Subsequent studies, however, have suggested that the associated cytoplasmic vacuolation resulted from off-target inhibition of an unidentified enzyme. Herein, we report that SB203580-induced vacuolation is rapid, reversible, and relies on the class III phosphatidylinositol 3-kinase (PIK3C3) complex and the production of phosphatidylinositol 3-phosphate [PI(3)P] but not on autophagy per se. Rather, vacuolation resulted from the accumulation of Rab7 on late endosome and lysosome (LEL) membranes, combined with …

Fusionnw, A Potential Clinical Impact Assessment Of Kinases In Pan-Cancer Fusion Gene Network, Chengyuan Yang, Himansu Kumar, Pora Kim

Faculty, Staff and Student Publications

Kinase fusion genes are the most active fusion gene group in human cancer fusion genes. To help choose the clinically significant kinase so that the cancer patients that have fusion genes can be better diagnosed, we need a metric to infer the assessment of kinases in pan-cancer fusion genes rather than relying on the sample frequency expressed fusion genes. Most of all, multiple studies assessed human kinases as the drug targets using multiple types of genomic and clinical information, but none used the kinase fusion genes in their study. The assessment studies of kinase without kinase fusion gene events can …

Sigma Leverages Protein Structural Information To Predict The Pathogenicity Of Missense Variants, Hengqiang Zhao, Huakang Du, Sen Zhao, Zefu Chen, Yaqi Li, Kexin Xu, Bowen Liu, Xi Cheng, Wen Wen, Guozhuang Li, Guilin Chen, Zhengye Zhao, Guixing Qiu, Deciphering Disorders Involving Scoliosis & Comorbidities (Disco) Study, Pengfei Liu, Terry Jianguo Zhang, Zhihong Wu, Nan Wu

Faculty, Staff and Students Publications

Leveraging protein structural information to evaluate pathogenicity has been hindered by the scarcity of experimentally determined 3D protein. With the aid of AlphaFold2 predictions, we developed the structure-informed genetic missense mutation assessor (SIGMA) to predict missense variant pathogenicity. In comparison with existing predictors across labeled variant datasets and experimental datasets, SIGMA demonstrates superior performance in predicting missense variant pathogenicity (AUC = 0.933). We found that the relative solvent accessibility of the mutated residue contributed greatly to the predictive ability of SIGMA. We further explored combining SIGMA with other top-tier predictors to create SIGMA+, proving highly effective for variant pathogenicity prediction …

Durvalumab Plus Carboplatin/Paclitaxel Followed By Maintenance Durvalumab With Or Without Olaparib As First-Line Treatment For Advanced Endometrial Cancer: The Phase Iii Duo-E Trial, Shannon N Westin, Kathleen Moore, Hye Sook Chon, Jung-Yun Lee, Jessica Thomes Pepin, Michael Sundborg, Ayelet Shai, Joseph De La Garza, Shin Nishio, Michael A Gold, Ke Wang, Kristi Mcintyre, Todd D Tillmanns, Stephanie V Blank, Ji-Hong Liu, Michael Mccollum, Fernando Contreras Mejia, Tadaaki Nishikawa, Kathryn Pennington, Zoltan Novak, Andreia Cristina De Melo, Jalid Sehouli, Dagmara Klasa-Mazurkiewicz, Christos Papadimitriou, Marta Gil-Martin, Birute Brasiuniene, Conor Donnelly, Paula Michelle Del Rosario, Xiaochun Liu, Els Van Nieuwenhuysen, Duo-E Investigators

Faculty, Staff and Student Publications

PURPOSE: Immunotherapy and chemotherapy combinations have shown activity in endometrial cancer, with greater benefit in mismatch repair (MMR)-deficient (dMMR) than MMR-proficient (pMMR) disease. Adding a poly(ADP-ribose) polymerase inhibitor may improve outcomes, especially in pMMR disease.

METHODS: This phase III, global, double-blind, placebo-controlled trial randomly assigned eligible patients with newly diagnosed advanced or recurrent endometrial cancer 1:1:1 to: carboplatin/paclitaxel plus durvalumab placebo followed by placebo maintenance (control arm); carboplatin/paclitaxel plus durvalumab followed by maintenance durvalumab plus olaparib placebo (durvalumab arm); or carboplatin/paclitaxel plus durvalumab followed by maintenance durvalumab plus olaparib (durvalumab + olaparib arm). The primary end points were progression-free survival …

Mypathway Human Epidermal Growth Factor Receptor 2 Basket Study: Pertuzumab + Trastuzumab Treatment Of A Tissue-Agnostic Cohort Of Patients With Human Epidermal Growth Factor Receptor 2-Altered Advanced Solid Tumors, Christopher J Sweeney, John D Hainsworth, Ron Bose, Howard A Burris, Razelle Kurzrock, Charles Swanton, Claire F Friedman, David R Spigel, Tania Szado, Katja Schulze, Richard Price, Julia Malato, Amy A Lo, Jonathan Levy, Yong Wang, Wei Yu, Funda Meric-Bernstam

Faculty, Staff and Student Publications

Clinical trials frequently include multiple end points that mature at different times. The initial report, typically based on the primary end point, may be published when key planned co-primary or secondary analyses are not yet available. Clinical Trial Updates provide an opportunity to disseminate additional results from studies, published in JCO or elsewhere, for which the primary end point has already been reported.The MyPathway multiple-basket study (ClinicalTrials.gov identifier: NCT02091141) is evaluating targeted therapies in nonindicated tumors with relevant molecular alterations. We assessed pertuzumab + trastuzumab in a tissue-agnostic cohort of adult patients with human epidermal growth factor receptor …

Ai-Enhanced Detection Of Clinically Relevant Structural And Functional Anomalies In Mri: Traversing The Landscape Of Conventional To Explainable Approaches, Pegah Khosravi, Saber Mohammadi, Fatemeh Zahiri, Masoud Khodarahmi, Javad Zahiri

Publications and Research

Anomaly detection in medical imaging, particularly within the realm of magnetic resonance imaging (MRI), stands as a vital area of research with far-reaching implications across various medical fields. This review meticulously examines the integration of artificial intelligence (AI) in anomaly detection for MR images, spotlighting its transformative impact on medical diagnostics. We delve into the forefront of AI applications in MRI, exploring advanced machine learning (ML) and deep learning (DL) methodologies that are pivotal in enhancing the precision of diagnostic processes. The review provides a detailed analysis of preprocessing, feature extraction, classification, and segmentation techniques, alongside a comprehensive evaluation of …

Bispecific Bcma/Cd24 Car-T Cells Control Multiple Myeloma Growth, Fumou Sun, Yan Cheng, Visanu Wanchai, Wancheng Guo, David Mery, Hongwei Xu, Dongzheng Gai, Eric Siegel, Clyde Bailey, Cody Ashby, Samer Al Hadidi, Carolina Schinke, Sharmilan Thanendrarajan, Yupo Ma, Qing Yi, Robert Z Orlowski, Maurizio Zangari, Frits Van Rhee, Siegfried Janz, Gail Bishop, Guido Tricot, John D Shaughnessy, Fenghuang Zhan

Faculty, Staff and Student Publications

Anti-multiple myeloma B cell maturation antigen (BCMA)-specific chimeric antigen receptor (CAR) T-cell therapies represent a promising treatment strategy with high response rates in myeloma. However, durable cures following anti-BCMA CAR-T cell treatment of myeloma are rare. One potential reason is that a small subset of minimal residual myeloma cells seeds relapse. Residual myeloma cells following BCMA-CAR-T-mediated treatment show less-differentiated features and express stem-like genes, including CD24. CD24-positive myeloma cells represent a large fraction of residual myeloma cells after BCMA-CAR-T therapy. In this work, we develop CD24-CAR-T cells and test their ability to eliminate myeloma cells. We find that CD24-CAR-T cells …

Evaluation Of Potential Biomarkers For Lenvatinib Plus Pembrolizumab Among Patients With Advanced Endometrial Cancer: Results From Study 111/Keynote-146, Vicky Makker, Matthew H Taylor, Carol Aghajanian, Allen L Cohn, Marcia S Brose, Christopher Di Simone, Zhu Alexander Cao, Leah Suttner, Andrey Loboda, Razvan Cristescu, Petar Jelinic, Robert Orlowski, Lea Dutta, Junji Matsui, Corina E Dutcus, Yukinori Minoshima, Mark J Messing

Faculty, Staff and Student Publications

BACKGROUND: Lenvatinib plus pembrolizumab demonstrated clinically meaningful benefit in patients with previously treated advanced endometrial carcinoma in Study 111/KEYNOTE-146 (NCT02501096). In these exploratory analyses from this study, we evaluated the associations between clinical outcomes and gene expression signature scores and descriptively summarized response in biomarker subpopulations defined by tumor mutational burden (TMB) and DNA variants for individual genes of interest.

METHODS: Patients with histologically confirmed metastatic endometrial carcinoma received oral lenvatinib 20 mg once daily plus intravenous pembrolizumab 200 mg every 3 weeks for 35 cycles. Archived formalin-fixed paraffin-embedded tissue was obtained from all patients. T-cell-inflamed gene expression profile (Tcell …

Induced Degradation Of Lineage-Specific Oncoproteins Drives The Therapeutic Vulnerability Of Small Cell Lung Cancer To Parp Inhibitors, Chiho Kim, Xu-Dong Wang, Zhengshuai Liu, Jianwei Hao, Shuai Wang, Peng Li, Zhenzhen Zi, Qing Ding, Seoyeon Jang, Jiwoong Kim, Yikai Luo, Kenneth E Huffman, Shreoshi Pal Choudhuri, Sofia Del Rio, Ling Cai, Han Liang, Benjamin J Drapkin, John D Minna, Yonghao Yu

Faculty, Staff and Student Publications

Although BRCA1/2 mutations are not commonly found in small cell lung cancer (SCLC), a substantial fraction of SCLC shows clinically relevant response to PARP inhibitors (PARPis). However, the underlying mechanism(s) of PARPi sensitivity in SCLC is poorly understood. We performed quantitative proteomic analyses and identified proteomic changes that signify PARPi responses in SCLC cells. We found that the vulnerability of SCLC to PARPi could be explained by the degradation of lineage-specific oncoproteins (e.g., ASCL1). PARPi-induced activation of the E3 ligase HUWE1 mediated the ubiquitin-proteasome system (UPS)-dependent ASCL1 degradation. Although PARPi induced a general DNA damage response in SCLC cells, this …

Epstein-Barr Virus-Based Prognostic Model In Nodular Sclerosis Classic Hodgkin Lymphoma, Chen Jiang, Li-Yun Huang, Ji-Hao Zhou, Zhi-Ming Li, Yu Wang, Shuo Li, Jian-Chang Fu, Qi-Tao Huang, Qin Yan, Yu-Yuan Huang, Min Zuo, Shimin Hu, Robert Peter Gale, Yang Liang, Jing-Ping Yun, Yu-Hua Huang

Faculty, Staff and Student Publications

The role of Epstein-Barr virus (EBV) in lymphoma cells of nodular sclerosis classic Hodgkin lymphoma (NScHL) is controversial. Our aim was to explore this and establish a clinically feasible model for risk stratification. We interrogated data from 542 consecutive subjects with NScHL receiving ABVD therapy and demonstrated EBV-infection in their lymphoma cells with EBV-encoded small RNAs (EBERs) in situ hybridization. Subjects were divided into training and validation datasets. As data from the training dataset suggested EBERs-positivity was the only independent prognostic factor for both progression-free survival (PFS) and overall survival (OS), we developed corresponding prognostic models based on it. Our …

An Incidental Finding Of A High-Grade Glioma With Pleomorphic And Pseudopapillary Features (Hpap) With Pbrm1 Mutation, Maria A Gubbiotti, Jeffrey S Weinberg, Shiao-Pei Weathers, Pushan Dasgupta, Martin C Tom, Kenneth Aldape, Martha Quezado, Zied Abdullaev, Jason T Huse, Leomar Y Ballester

Faculty, Staff and Student Publications

No abstract provided.

Designing Clinical Trials For Patients Who Are Not Average, Thomas E Yankeelov, David A Hormuth, Ernesto A B F Lima, Guillermo Lorenzo, Chengyue Wu, Lois C Okereke, Gaiane M Rauch, Aradhana M Venkatesan, Caroline Chung

Faculty, Staff and Student Publications

The heterogeneity inherent in cancer means that even a successful clinical trial merely results in a therapeutic regimen that achieves, on average, a positive result only in a subset of patients. The only way to optimize an intervention for an individual patient is to reframe their treatment as their own, personalized trial. Toward this goal, we formulate a computational framework for performing personalized trials that rely on four mathematical techniques. First, mathematical models that can be calibrated with patient-specific data to make accurate predictions of response. Second, digital twins built on these models capable of simulating the effects of interventions. …

Polygenic Scores For Tobacco Use Provide Insights Into Systemic Health Risks In A Diverse Ehr-Linked Biobank In Los Angeles, Vidhya Venkateswaran, Kristin Boulier, Yi Ding, Ruth Johnson, Arjun Bhattacharya, Bogdan Pasaniuc

Faculty, Staff and Student Publications

Tobacco use is a major risk factor for many diseases and is heavily influenced by environmental factors with significant underlying genetic contributions. Here, we evaluated the predictive performance, risk stratification, and potential systemic health effects of tobacco use disorder (TUD) predisposing germline variants using a European- ancestry-derived polygenic score (PGS) in 24,202 participants from the multi-ancestry, hospital-based UCLA ATLAS biobank. Among genetically inferred ancestry groups (GIAs), TUD-PGS was significantly associated with TUD in European American (EA) (OR: 1.20, CI: [1.16, 1.24]), Hispanic/Latin American (HL) (OR:1.19, CI: [1.11, 1.28]), and East Asian American (EAA) (OR: 1.18, CI: [1.06, 1.31]) GIAs but …

Alternative Dosing Regimen Of Exemestane In A Randomized Presurgical Trial: The Role Of Obesity In Biomarker Modulation, Harriet Johansson, Aliana Guerrieri-Gonzaga, Sara Gandini, Bjørn-Erik Bertelsen, Debora Macis, Davide Serrano, Gunnar Mellgren, Matteo Lazzeroni, Parijatham S Thomas, Katherine D Crew, Nagi B Kumar, Irene Maria Briata, Viviana Galimberti, Giuseppe Viale, Lana A Vornik, Valentina Aristarco, Tania Buttiron Webber, Stefano Spinaci, Powel H Brown, Brandy M Heckman-Stoddard, Eva Szabo, Bernardo Bonanni, Andrea Decensi

Faculty, Staff and Student Publications

In a 3-arm presurgical trial, four-six weeks exemestane 25 mg three times/week (TIW) was non-inferior to 25 mg/day (QD) in suppressing circulating estradiol in postmenopausal women with ER-positive breast cancer. Since obesity may decrease exemestane efficacy, we analyzed changes in sex steroids, adipokines, Ki-67, and drug levels in relation to obesity. Postmenopausal women with early-stage ER-positive breast cancer were randomized to either exemestane 25 mg QD (n = 57), 25 mg TIW (n = 57), or 25 mg/week (QW, n = 62) for 4-6 weeks before breast surgery. Serum and tissue pre- and post-treatment biomarkers were stratified by body mass …

Revealing Chronic Disease Progression Patterns Using Gaussian Process For Stage Inference, Yanfei Wang, Weiling Zhao, Angela Ross, Lei You, Hongyu Wang, Xiaobo Zhou

Faculty, Staff and Student Publications

OBJECTIVE: The early stages of chronic disease typically progress slowly, so symptoms are usually only noticed until the disease is advanced. Slow progression and heterogeneous manifestations make it challenging to model the transition from normal to disease status. As patient conditions are only observed at discrete timestamps with varying intervals, an incomplete understanding of disease progression and heterogeneity affects clinical practice and drug development.

MATERIALS AND METHODS: We developed the Gaussian Process for Stage Inference (GPSI) approach to uncover chronic disease progression patterns and assess the dynamic contribution of clinical features. We tested the ability of the GPSI to reliably …

Complementary And Integrative Health Information In The Literature: Its Lexicon And Named Entity Recognition, Huixue Zhou, Robin Austin, Sheng-Chieh Lu, Greg Marc Silverman, Yuqi Zhou, Halil Kilicoglu, Hua Xu, Rui Zhang

Faculty, Staff and Student Publications

Objective: To construct an exhaustive Complementary and Integrative Health (CIH) Lexicon (CIHLex) to help better represent the often underrepresented physical and psychological CIH approaches in standard terminologies, and to also apply state-of-the-art natural language processing (NLP) techniques to help recognize them in the biomedical literature.

Materials and methods: We constructed the CIHLex by integrating various resources, compiling and integrating data from biomedical literature and relevant sources of knowledge. The Lexicon encompasses 724 unique concepts with 885 corresponding unique terms. We matched these concepts to the Unified Medical Language System (UMLS), and we developed and utilized BERT models comparing their efficiency …

Enabling The Clinical Application Of Artificial Intelligence In Genomics: A Perspective Of The Amia Genomics And Translational Bioinformatics Workgroup, Nephi A Walton, Radha Nagarajan, Chen Wang, Murat Sincan, Robert R Freimuth, David B Everman, Derek C Walton, Scott P Mcgrath, Dominick J Lemas, Panayiotis V Benos, Alexander V Alekseyenko, Qianqian Song, Ece Gamsiz Uzun, Casey Overby Taylor, Alper Uzun, Thomas Nate Person, Nadav Rappoport, Zhongming Zhao, Marc S Williams

Faculty, Staff and Student Publications

OBJECTIVE: Given the importance AI in genomics and its potential impact on human health, the American Medical Informatics Association-Genomics and Translational Biomedical Informatics (GenTBI) Workgroup developed this assessment of factors that can further enable the clinical application of AI in this space.

PROCESS: A list of relevant factors was developed through GenTBI workgroup discussions in multiple in-person and online meetings, along with review of pertinent publications. This list was then summarized and reviewed to achieve consensus among the group members.

CONCLUSIONS: Substantial informatics research and development are needed to fully realize the clinical potential of such technologies. The development of …

Predicting Radiotherapy Patient Outcomes With Real-Time Clinical Data Using Mathematical Modelling, Alexander P Browning, Thomas D Lewin, Ruth E Baker, Philip K Maini, Eduardo G Moros, Jimmy Caudell, Helen M Byrne, Heiko Enderling

Faculty, Staff and Student Publications

Longitudinal tumour volume data from head-and-neck cancer patients show that tumours of comparable pre-treatment size and stage may respond very differently to the same radiotherapy fractionation protocol. Mathematical models are often proposed to predict treatment outcome in this context, and have the potential to guide clinical decision-making and inform personalised fractionation protocols. Hindering effective use of models in this context is the sparsity of clinical measurements juxtaposed with the model complexity required to produce the full range of possible patient responses. In this work, we present a compartment model of tumour volume and tumour composition, which, despite relative simplicity, is …