Biomedical Informatics Commons^™

Tp53-Altered Chronic Lymphocytic Leukemia Treated With Firstline Bruton’S Tyrosine Kinase Inhibitor-Based Therapy: A Retrospective Analysis, Hua-Jay J Cherng, Raamis Khwaja, Rashmi Kanagal-Shamanna, Guilin Tang, Jan Burger, Philip Thompson, Alessandra Ferrajoli, Zeev Estrov, Koji Sasaki, Deepa Sampath, Xuemei Wang, Hagop Kantarjian, Michael Keating, William G Wierda, Nitin Jain

Faculty, Staff and Student Publications

Long-term follow up of prospective studies has shown that continuous Bruton's tyrosine kinase inhibitor (BTKi) therapy leads to durable remissions in previously untreated patients with TP53-altered chronic lymphocytic leukemia (CLL); however, it is unknown how variant allele frequency (VAF) of TP53 mutation (TP53-m) or percentage of cells with deletion of chromosome 17p [del(17p)] influences efficacy of firstline BTKi. We performed a retrospective analysis of 130 patients with CLL with baseline del(17p) and/or TP53-m treated with BTKi with or without the BCL2 inhibitor venetoclax (VEN) and with or without CD20 antibody in the firstline setting. A total of 104/130 (80%) patients …

Racial And Ethnic Trends And Disparities In Nsclc, Kristin M Primm, Hui Zhao, Daphne C Hernandez, Shine Chang

Faculty, Staff and Student Publications

Introduction: Detailed evaluations of racial and ethnic trends and disparities in NSCLC outcomes are lacking, and it remains unclear whether recent advances in screening and targeted therapies for NSCLC have benefited all population groups equally.

Methods: Using the Surveillance, Epidemiology, and End Results 18-registry data, we evaluated trends in overall and stage-specific NSCLC incidence (2007-2018) among patients aged 55 to 79 years by sex and race and ethnicity. Overall and stage-specific 2-year cause-specific survival rates were calculated by sex and race and ethnicity. Health Disparities software calculated absolute (difference) and relative (ratio) disparity measures comparing racial and ethnic groups with …

Pathways And Barriers To Careers In Academic Clinical Cancer Prevention: A Qualitative Study, Melissa Y Kok, Janelle C Chavez, Pompeyo R Quesada, Oluwapelumi T Adegoke, Shine Chang

Faculty, Staff and Student Publications

National surveys document steady declines over time in interest in academic medicine and cancer prevention careers (Am J Prev Med 54(3):444-8, 2018). Through interviews with 16 academic cancer prevention physicians at one comprehensive cancer center, this study identifies motivations and barriers to physician careers in academic cancer prevention and proposes recommendations to increase recruitment. Participants reported that cancer prevention was vague to them early in training, impairing career exploration. Further, without role models and opportunities to learn about cancer prevention, many were ignorant of career options. Many had incorrect views about cancer prevention practice being mainly within the scope of …

Spatial Charting Of Single-Cell Transcriptomes In Tissues, Runmin Wei, Siyuan He, Shanshan Bai, Emi Sei, Min Hu, Alastair Thompson, Ken Chen, Savitri Krishnamurthy, Nicholas E Navin

Faculty, Staff and Student Publications

Single-cell RNA sequencing methods can profile the transcriptomes of single cells but cannot preserve spatial information. Conversely, spatial transcriptomics assays can profile spatial regions in tissue sections, but do not have single-cell resolution. Here, we developed a computational method called CellTrek that combines these two datasets to achieve single-cell spatial mapping through coembedding and metric learning approaches. We benchmarked CellTrek using simulation and in situ hybridization datasets, which demonstrated its accuracy and robustness. We then applied CellTrek to existing mouse brain and kidney datasets and showed that CellTrek can detect topological patterns of different cell types and cell states. We …

Artificial Intelligence-Assisted Mapping Of Proliferation Centers Allows The Distinction Of Accelerated Phase From Large Cell Transformation In Chronic Lymphocytic Leukemia, Siba El Hussein, Pingjun Chen, L Jeffrey Medeiros, John D Hazle, Jia Wu, Joseph D Khoury

Faculty, Staff and Student Publications

Chronic lymphocytic leukemia/small lymphocytic lymphoma (CLL) is characterized morphologically by numerous small lymphocytes and pale nodules composed of prolymphocytes and paraimmunoblasts known as proliferation centers (PCs). Patients with CLL can undergo transformation to a more aggressive lymphoma, most often diffuse large B-cell lymphoma (DLBCL), known as Richter transformation (RT). An accelerated phase of CLL (aCLL) also may be observed which correlates with subsequent transformation to DLBCL, and may represent an early stage of transformation. Distinguishing PCs in CLL from aCLL or RT can be diagnostically challenging, particularly in small needle biopsy specimens. Available guidelines pertaining to distinguishing CLL from its' …

Generation Of A Homozygous Knock-In Human Embryonic Stem Cell Line Expressing Meos4b-Tagged Ctr1, Yi-Hung Chen, Pei-San Huang, Meng-Hsuan Wen, Manhua Pan, Dung-Fang Lee, Tai-Yen Chen

Faculty, Staff and Student Publications

Copper transporter 1 (CTR1) is the major membrane protein responsible for cellular copper (Cu) uptake and mediates cellular copper homeostasis. To elucidate CTR1's behavior using imaging approaches, we generated a homozygous knock-in human embryonic stem cell (hESC) clone expressing photoconvertible fluorescence protein mEos4b-tagged endogenous CTR1 using CRISPR-Cas9 mediated homologous recombination. The engineered cells express functional CTR1-mEos4b fusion and have normal stem cell morphology. They remain pluripotent and can be differentiated into all three germ layers in vitro. This resource allows the study of CTR1 at an endogenous level in different cellular contexts using microscopy.

Phase Ii Study Of Durvalumab (Anti-Pd-L1) And Trametinib (Meki) In Microsatellite Stable (Mss) Metastatic Colorectal Cancer (Mcrc), Benny Johnson, Cara L Haymaker, Edwin R Parra, Luisa Maren Solis Soto, Xuemei Wang, Jane V Thomas, Arvind Dasari, Van K Morris, Kanwal Raghav, Eduardo Vilar, Bryan K Kee, Cathy Eng, Christine M Parseghian, Robert A Wolff, Younghee Lee, Daniele Lorenzini, Caddie Laberiano-Fernandez, Anuj Verma, Wenhua Lang, Ignacio I Wistuba, Andrew Futreal, Scott Kopetz, Michael J Overman

Faculty, Staff and Student Publications

Background: Monotherapy with immune checkpoint blockade is ineffective for patients (pts) with microsatellite stable (MSS) metastatic colorectal cancer (mCRC). This study investigates whether the combination of trametinib (T) with durvalumab (D) can alter the immune tumor microenvironment (TME) by successfully priming and activating T-cells.

Methods: Open-label, single-center, phase II trial with primary endpoint of immune-related response rate for combination of T+D in refractory MSS mCRC pts (NCT03428126). T is 2 mg/day orally starting 1 week prior to D, which is given 1500 mg intravenously every 4 weeks. Simon 2-stage design used to enroll 29 pts into first stage, …

Plasma Metabolomics Analysis Of Aspirin Treatment And Risk Of Colorectal Adenomas, Elizabeth L Barry, Veronika Fedirko, Yutong Jin, Ken Liu, Leila A Mott, Janet L Peacock, Michael N Passarelli, John A Baron, Dean P Jones

Faculty, Staff and Student Publications

Despite substantial observational and experimental evidence that aspirin use can provide protection against the development of colorectal neoplasia, our understanding of the molecular mechanisms involved is inadequate and limits our ability to use this drug effectively and safely for chemoprevention. We employed an untargeted plasma metabolomics approach using liquid chromatography with high-resolution mass spectroscopy to explore novel metabolites that may contribute to the chemopreventive effects of aspirin. Associations between levels of metabolic features in plasma and aspirin treatment were investigated among 523 participants in a randomized placebo-controlled clinical trial of two doses of aspirin (81 or 325 mg/day) and were …

Microbiome Dynamics During Chemoradiation Therapy For Anal Cancer, Daniel Lin, Molly B El Alam, Joseph Abi Jaoude, Ramez Kouzy, Jae L Phan, Jacob H Elnaggar, Brianna Resendiz, Andrea Y Delgado Medrano, Erica J Lynn, Nicholas D Nguyen, Sonal S Noticewala, Geena G Mathew, Emma B Holliday, Bruce D Minsky, Prajnan Das, Van K Morris, Cathy Eng, Melissa P Mezzari, Joseph F Petrosino, Nadim J Ajami, Ann H Klopp, Cullen M Taniguchi, Lauren E Colbert

Faculty, Staff and Student Publications

Purpose: Patients with localized squamous cell carcinoma of the anus (SCCA) who experience treatment toxicity or recurrences have few therapeutic options. Investigation into the microbiome's influence on treatment toxicity and its potential use as a predictive biomarker could improve these patients' outcomes. Our study presents the first longitudinal characterization of the SCCA tumor microbiome and its associations with treatment-related toxicities.

Methods and materials: This prospective cohort study included patients with nonmetastatic SCCA receiving standard-of-care chemoradiation therapy. Anorectal swabs of the tumor site were collected before, during, and after treatment. Patient-reported quality-of-life metrics were collected at similar time points. 16S rRNA …

Clinical Outcomes Of Patients With Recurrent Microsatellite-Stable Endometrial Cancer In Early-Phase Immunotherapy Clinical Trials, Jeffrey A How, Amir A Jazaeri, Siqing Fu, Jordi Rodon Ahnert, Jing Gong, Bettzy Stephen, Hanna Ferreira Dalla Pria, Priya Bhosale, Amber Johnson, Ying Yuan, Funda Meric-Bernstam, Aung Naing

Faculty, Staff and Student Publications

Recurrent microsatellite stable (MSS) endometrial cancer has poor response to conventional therapy and limited efficacy with immune checkpoint monotherapy. We conducted a retrospective study of recurrent MSS endometrial cancer patients enrolled in immunotherapy-based clinical trials at MD Anderson Cancer Center between 1 January 2010 and 31 December 2019. Patients were evaluated for radiologic response using RECIST 1.1 criteria, progression-free survival (PFS), and overall survival (OS). Thirty-five patients were treated with immune checkpoint inhibitors: 8 with monotherapy, 17 with immunotherapy (IO) in combination with another IO-only, and 10 with IO in combination with non-IO therapy. Among those treated with combination IO …

Ppp1r7 Is A Novel Translocation Partner Of Cbfb Via T(2; 16)(Q37; Q22) In Acute Myeloid Leukemia, Lulu Wang, Wei Wang, Hannah C Beird, Xueqian Cheng, Hong Fang, Guilin Tang, Gokce A Toruner, C Cameron Yin, M James You, Ghayas C Issa, Gautam Borthakur, Guang Peng, Joseph D Khoury, L Jeffrey Medeiros, Zhenya Tang

Faculty, Staff and Student Publications

In a subset of acute myeloid leukemia (AML) cases, the core binding factor beta subunit gene (CBFB) was rearranged via inv(16)(p13.1q22) or t(16;16)(p13.1;q22), in which the smooth muscle myosin heavy chain 11 gene (MYH11) was the partner (CBFB::MYH11). Rare variants of CBFB rearrangement occurring via non-classic chromosomal aberrations have been reported, such as t(1;16), t(2;16), t(3;16), t(5;16), and t(16;19), but the partners of CBFB have not been characterized. We report a case of AML with a complex karyotype, including t(2;16)(q37;q22), in which the protein phosphatase 1 regulatory subunit 7 gene (PPP1R7) at …

The Lupus Susceptibility Allele Drb1*03:01 Encodes A Disease-Driving Epitope, Bruna Miglioranza Scavuzzi, Vincent Van Drongelen, Bhavneet Kaur, Jennifer Callahan Fox, Jianhua Liu, Raquel A Mesquita-Ferrari, J Michelle Kahlenberg, Evan A Farkash, Fernando Benavides, Frederick W Miller, Amr H Sawalha, Joseph Holoshitz

Faculty, Staff and Student Publications

The HLA-DRB1*03:01 allele is a major genetic risk factor in systemic lupus erythematosus (SLE), but the mechanistic basis of the association is unclear. Here we show that in the presence of interferon gamma (IFN-γ), a short DRB1*03:01-encoded allelic epitope activates a characteristic lupus transcriptome in mouse and human macrophages. It also triggers a cascade of SLE-associated cellular aberrations, including endoplasmic reticulum stress, unfolded protein response, mitochondrial dysfunction, necroptotic cell death, and production of pro-inflammatory cytokines. Parenteral administration of IFN-γ to naïve DRB1*03:01 transgenic mice causes increased serum levels of anti-double stranded DNA antibodies, glomerular immune complex deposition and histopathological renal …

Targeting De Novo Lipogenesis And The Lands Cycle Induces Ferroptosis In Kras-Mutant Lung Cancer, Caterina Bartolacci, Cristina Andreani, Gonçalo Vale, Stefano Berto, Margherita Melegari, Anna Colleen Crouch, Dodge L Baluya, George Kemble, Kurt Hodges, Jacqueline Starrett, Katerina Politi, Sandra L Starnes, Daniele Lorenzini, Maria Gabriela Raso, Luisa M Solis Soto, Carmen Behrens, Humam Kadara, Boning Gao, Ignacio I Wistuba, John D Minna, Jeffrey G Mcdonald, Pier Paolo Scaglioni

Faculty, Staff and Student Publications

Mutant KRAS (KM), the most common oncogene in lung cancer (LC), regulates fatty acid (FA) metabolism. However, the role of FA in LC tumorigenesis is still not sufficiently characterized. Here, we show that KMLC has a specific lipid profile, with high triacylglycerides and phosphatidylcholines (PC). We demonstrate that FASN, the rate-limiting enzyme in FA synthesis, while being dispensable in EGFR-mutant or wild-type KRAS LC, is required for the viability of KMLC cells. Integrating lipidomic, transcriptomic and functional analyses, we demonstrate that FASN provides saturated and monounsaturated FA to the Lands cycle, the process remodeling oxidized phospholipids, such as PC. Accordingly, …

Molecular Profiles Of Serum-Derived Extracellular Vesicles In High-Grade Serous Ovarian Cancer, Li Zhao, Sara Corvigno, Shaolin Ma, Joseph Celestino, Nicole D Fleming, Richard A Hajek, Adrian Lankenau Ahumada, Nicholas B Jennings, Erika J Thompson, Hongli Tang, Shannon N Westin, Amir A Jazaeri, Jianhua Zhang, P Andrew Futreal, Anil K Sood, Sanghoon Lee

Faculty, Staff and Student Publications

Patients with high-grade serous ovarian cancer (HGSC) who have no visible residual disease (R0) after primary surgery have the best clinical outcomes, followed by patients who undergo neoadjuvant chemotherapy (NACT) and have a response enabling interval cytoreductive surgery. Clinically useful biomarkers for predicting these outcomes are still lacking. Extracellular vesicles (EVs) have been recognized as liquid biopsy-based biomarkers for early cancer detection and disease surveillance in other disease settings. In this study, we performed extensive molecular characterization of serum-derived EVs and correlated the findings with therapeutic outcomes in patients with HGSC. Using EV-DNA whole-genome sequencing and EV-RNA sequencing, we identified …

Two-Pore Channel Blockade By Phosphoinositide Kinase Inhibitors Ym201636 And Pi-103 Determined By A Histidine Residue Near Pore-Entrance, Canwei Du, Xin Guan, Jiusheng Yan

Faculty, Staff and Student Publications

Human two-pore channels (TPCs) are endolysosomal cation channels and play an important role in NAADP-evoked Ca2+ release and endomembrane dynamics. We found that YM201636, a PIKfyve inhibitor, potently inhibits PI(3,5)P2-activated human TPC2 with an IC50 of 0.16 μM. YM201636 also effectively inhibits NAADP-activated TPC2 and a constitutively-open TPC2 L690A/L694A mutant channel; whereas it exerts little effect when applied in the channel's closed state. PI-103, a YM201636 analog and an inhibitor of PI3K and mTOR, also inhibits human TPC2 with an IC50 of 0.64 μM. With mutational, virtual docking, and molecular dynamic simulation analyses, we found that YM201636 and PI-103 directly …

Tdp1-Independent Pathways In The Process And Repair Of Top1-Induced Dna Damage, Huimin Zhang, Yun Xiong, Dan Su, Chao Wang, Mrinal Srivastava, Mengfan Tang, Xu Feng, Min Huang, Zhen Chen, Junjie Chen

Faculty, Staff and Student Publications

Anticancer drugs, such as camptothecin (CPT), trap topoisomerase I (TOP1) on DNA and form TOP1 cleavage complexes (TOP1cc). Alternative repair pathways have been suggested in the repair of TOP1cc. However, how these pathways work with TDP1, a key repair enzyme that specifically hydrolyze the covalent bond between TOP1 catalytic tyrosine and the 3'-end of DNA and contribute to the repair of TOP1cc is poorly understood. Here, using unbiased whole-genome CRISPR screens and generation of co-deficient cells with TDP1 and other genes, we demonstrate that MUS81 is an important factor that mediates the generation of excess double-strand breaks (DSBs) in TDP1 …

Limited Benefit From The Addition Of Immunotherapy To Chemotherapy In Tki-Refractory Egfr-Mutant Lung Adenocarcinoma, Lingzhi Hong, Whitney E Lewis, Monique Nilsson, Sonia Patel, Susan Varghese, Melvin J Rivera, Robyn R Du, Pingjun Chen, Haley N Kemp, Waree Rinsurongkawong, Simon Heeke, Amy R Spelman, Yasir Y Elamin, Marcelo V Negrao, Boris Sepesi, Don L Gibbons, J Jack Lee, Jia Wu, Natalie I Vokes, John V Heymach, Jianjun Zhang, Xiuning Le

Faculty, Staff and Student Publications

Background: The benefit of chemotherapy combined with immunotherapy in EGFR-mutant lung adenocarcinoma (LUAD) patients whose tumor developed resistance to EGFR tyrosine kinase inhibitors (TKIs) is not thoroughly investigated. The goal of this retrospective cohort study is to assess the clinical efficiency of immunotherapy alone or in combination with chemotherapy in a real-world setting.

Methods: This retrospective cohort study enrolled LUAD patients with EGFR sensitive mutations whose tumor had acquired resistance to EGFR TKIs and received systemic treatment with chemotherapy (chemo; n = 84), chemotherapy combined with immunotherapy (chemoIO; n = 30), chemotherapy plus bevacizumab with or without IO (withBev; n …

A Method For Bridging Population-Specific Genotypes To Detect Gene Modules Associated With Alzheimer's Disease, Yulin Dai, Peilin Jia, Zhongming Zhao, Assaf Gottlieb

Faculty, Staff and Student Publications

BACKGROUND: Genome-wide association studies have successfully identified variants associated with multiple conditions. However, generalizing discoveries across diverse populations remains challenging due to large variations in genetic composition. Methods that perform gene expression imputation have attempted to address the transferability of gene discoveries across populations, but with limited success.

METHODS: Here, we introduce a pipeline that combines gene expression imputation with gene module discovery, including a dense gene module search and a gene set variation analysis, to address the transferability issue. Our method feeds association probabilities of imputed gene expression with a selected phenotype into tissue-specific gene-module discovery over protein interaction …

Infiltration Of Peripheral Immune Cells Into The Olfactory Bulb In A Mouse Model Of Acute Nasal Inflammation, Hinami Asano, Sanae Hasegawa-Ishii, Ken Arae, Aki Obara, Geoffroy Laumet, Robert Dantzer, Atsuyoshi Shimada

Faculty, Staff and Student Publications

Chronic nasal inflammation induces robust olfactory bulb (OB) atrophy in mice. Here we examined initial events that occur in the OB after bilateral intranasal administration of lipopolysaccharide, focusing on the olfactory nerve fibers and meninges. We analyzed the time course of OB and meninges inflammation using histological and biochemical approaches. Within 12 h, we observed increased chemokine expression and transient infiltration of peripheral immune cells into the OB, resulting in the development of pro-inflammatory status in the OB. Meningeal immunity was activated. Resident microglia produced anti-inflammatory cytokines within 24 h. These could be the initial events that lead to OB …

The Origin Of Bladder Cancer From Mucosal Field Effects, Jolanta Bondaruk, Roman Jaksik, Ziqiao Wang, David Cogdell, Sangkyou Lee, Yujie Chen, Khanh Ngoc Dinh, Tadeusz Majewski, Li Zhang, Shaolong Cao, Feng Tian, Hui Yao, Paweł Kuś, Huiqin Chen, John N Weinstein, Neema Navai, Colin Dinney, Jianjun Gao, Dan Theodorescu, Christopher Logothetis, Charles C Guo, Wenyi Wang, David Mcconkey, Peng Wei, Marek Kimmel, Bogdan Czerniak

Faculty, Staff and Student Publications

Whole-organ mapping was used to study molecular changes in the evolution of bladder cancer from field effects. We identified more than 100 dysregulated pathways, involving immunity, differentiation, and transformation, as initiators of carcinogenesis. Dysregulation of interleukins signified the involvement of inflammation in the incipient phases of the process. An aberrant methylation/expression of multiple HOX genes signified dysregulation of the differentiation program. We identified three types of mutations based on their geographic distribution. The most common were mutations restricted to individual mucosal samples that targeted uroprogenitor cells. Two types of mutations were associated with clonal expansion and involved large areas of …

Kras Mutations As Essential Promoters Of Lymphangiogenesis Via Extracellular Vesicles In Pancreatic Cancer, Radu Pirlog, George A Calin

Faculty, Staff and Student Publications

Kirsten rat sarcoma virus (KRAS) gene mutations are present in more than 90% of pancreatic ductal adenocarcinomas (PDACs). KRASG12D is the most frequent alteration, promoting preneoplastic lesions and associating with a more aggressive phenotype. These tumors possess increased intratumoral lymphatic networks and frequent lymph node (LN) metastases. In this issue of the JCI, Luo, Li, et al. explored the relationship between the presence of the KRASG12D mutation and lymphangiogenesis in PDAC. The authors used in vitro and in vivo models and an elegant mechanistic approach to describe an alternative pathway for lymphangiogenesis promotion. KRASG12D induced SUMOylation of heterogenous nuclear ribonucleoprotein …

Pneumonitis After Immune Checkpoint Inhibitor Therapies In Patients With Acute Myeloid Leukemia: A Retrospective Cohort Study, Ajay Sheshadri, Alberto A Goizueta, Vickie R Shannon, David London, Guillermo Garcia-Manero, Hagop M Kantarjian, Farhad Ravandi-Kashani, Tapan M Kadia, Marina Y Konopleva, Courtney D Dinardo, Sherry Pierce, Abdulrazzak Zarifa, Aya A Albittar, Linda L Zhong, Fechukwu O Akhmedzhanov, Muhammad H Arain, Mansour Alfayez, Ahmad Alotaibi, Mehmet Altan, Aung Naing, Tito R Mendoza, Myrna C B Godoy, Girish Shroff, Sang T Kim, Saadia A Faiz, Dimitrios P Kontoyiannis, Fareed Khawaja, Kristofer Jennings, Naval G Daver

Faculty, Staff and Student Publications

Background: Immune checkpoint inhibitors (ICI), combined with hypomethylating agents, can be used to treat acute myeloid leukemia (AML), but this strategy results in a high rate of pneumonitis. The authors sought to determine risk factors for pneumonitis development and whether pneumonitis increased mortality.

Methods: The authors conducted a retrospective review of 258 AML patients who received ICI-containing regimens from 2016 to 2018. A multidisciplinary adjudication committee diagnosed pneumonia and pneumonitis by reviewing symptoms, imaging, microbiology, and response to therapies. To measure risk factors for pneumonitis and mortality, multivariate Cox proportional hazards models were constructed. Pneumonia, pneumonitis, and disease progression were …

Toward A Standard Formal Semantic Representation Of The Model Card Report, Muhammad Tuan Amith, Licong Cui, Degui Zhi, Kirk Roberts, Xiaoqian Jiang, Fang Li, Evan Yu, Cui Tao

Faculty, Staff and Student Publications

BACKGROUND: Model card reports aim to provide informative and transparent description of machine learning models to stakeholders. This report document is of interest to the National Institutes of Health's Bridge2AI initiative to address the FAIR challenges with artificial intelligence-based machine learning models for biomedical research. We present our early undertaking in developing an ontology for capturing the conceptual-level information embedded in model card reports.

RESULTS: Sourcing from existing ontologies and developing the core framework, we generated the Model Card Report Ontology. Our development efforts yielded an OWL2-based artifact that represents and formalizes model card report information. The current release of …

Toward A Standard Formal Semantic Representation Of The Model Card Report, Muhammad Tuan Amith, Licong Cui, Degui Zhi, Kirk Roberts, Xiaoqian Jiang, Fang Li, Evan Yu, Cui Tao

Faculty, Staff and Student Publications

BACKGROUND: Model card reports aim to provide informative and transparent description of machine learning models to stakeholders. This report document is of interest to the National Institutes of Health's Bridge2AI initiative to address the FAIR challenges with artificial intelligence-based machine learning models for biomedical research. We present our early undertaking in developing an ontology for capturing the conceptual-level information embedded in model card reports.

RESULTS: Sourcing from existing ontologies and developing the core framework, we generated the Model Card Report Ontology. Our development efforts yielded an OWL2-based artifact that represents and formalizes model card report information. The current release of …

Gut Bacterial Isoamylamine Promotes Age-Related Cognitive Dysfunction By Promoting Microglial Cell Death, Yun Teng, Jingyao Mu, Fangyi Xu, Xiangcheng Zhang, Mukesh K Sriwastva, Qiaohong M Liu, Xiaohong Li, Chao Lei, Kumaran Sundaram, Xin Hu, Lifeng Zhang, Juw Won Park, Jae Yeon Hwang, Eric C Rouchka, Xiang Zhang, Jun Yan, Michael L Merchant, Huang-Ge Zhang

Faculty, Staff and Student Publications

The intestinal microbiome releases a plethora of small molecules. Here, we show that the Ruminococcaceae metabolite isoamylamine (IAA) is enriched in aged mice and elderly people, whereas Ruminococcaceae phages, belonging to the Myoviridae family, are reduced. Young mice orally administered IAA show cognitive decline, whereas Myoviridae phage administration reduces IAA levels. Mechanistically, IAA promotes apoptosis of microglial cells by recruiting the transcriptional regulator p53 to the S100A8 promoter region. Specifically, IAA recognizes and binds the S100A8 promoter region to facilitate the unwinding of its self-complementary hairpin structure, thereby subsequently enabling p53 to access the S100A8 promoter and enhance S100A8 expression. …

Treatment-Free Remission After Ceasing Venetoclax-Based Therapy In Patients With Acute Myeloid Leukemia, Chong Chyn Chua, Danielle Hammond, Andrew Kent, Ing Soo Tiong, Marina Y Konopleva, Daniel A Pollyea, Courtney D Dinardo, Andrew H Wei

Faculty, Staff and Student Publications

The clinical benefit of adding venetoclax (VEN) to hypomethylating agents or low-dose cytarabine in older and/or unfit patients with newly diagnosed acute myeloid leukemia (AML) has been confirmed in phase 3 studies. With the increased uptake of VEN-based therapies for patients with AML, a pertinent question is whether treatment can be safely ceased among patients who have achieved sustained remission. We hypothesized that a proportion of patients opting to cease therapy may benefit from a treatment-free remission (TFR) period without indefinite treatment. We report the retrospective outcomes of 29 patients in remission for a minimum of 12 months on VEN-based …

High-Sensitivity Next-Generation Sequencing Mrd Assessment In All Identifies Patients At Very Low Risk Of Relapse, Nicholas J Short, Hagop Kantarjian, Farhad Ravandi, Marina Konopleva, Nitin Jain, Rashmi Kanagal-Shamanna, Keyur P Patel, Walid Macaron, Tapan M Kadia, Sa Wang, Jeffrey L Jorgensen, Joseph D Khoury, Musa Yilmaz, Partow Kebriaei, Koichi Takahashi, Guillermo Garcia-Manero, Naval Daver, Sean M Post, Xuelin Huang, Steven M Kornblau, Sara Pelletier, Wilmer Flores, Jairo Matthews, Rebecca Garris, Elias Jabbour

Faculty, Staff and Student Publications

Measurable residual disease (MRD) is highly prognostic for relapse and overall survival (OS) in acute lymphoblastic leukemia (ALL), although many patients with apparent "MRD negativity" by standard assays still relapse. We evaluated the clinical impact of a highly sensitive next-generation sequencing (NGS) MRD assay in 74 adults with ALL undergoing frontline therapy. Among remission samples that were MRD negative by multiparameter flow cytometry (MFC), 46% were MRD+ by the NGS assay. After 1 cycle of induction chemotherapy, MRD negativity by MFC at a sensitivity of 1 × 10-4 and NGS at a sensitivity of 1 × 10-6 was achieved in …

Immunophenotypic And Molecular Features Of Acute Myeloid Leukemia With Plasmacytoid Dendritic Cell Differentiation Are Distinct From Blastic Plasmacytoid Dendritic Cell Neoplasm, Wei Wang, Jie Xu, Joseph D Khoury, Naveen Pemmaraju, Hong Fang, Roberto N Miranda, C Cameron Yin, Siba El Hussein, Fuli Jia, Zhenya Tang, Shimin Hu, Marina Konopleva, L Jeffrey Medeiros, Sa A Wang

Faculty, Staff and Student Publications

Acute myeloid leukemia (AML) with ≥2% plasmacytoid dendritic cells (pDC) has been recently described as AML with pDC differentiation (pDC-AML) characterized by pDC expansion with frequent RUNX1 mutations. In this study, we investigated a cohort of 53 pDC-AML cases representing about 3% of all AML cases. We characterized their immunophenotype and genetic profiles and compared these findings with blastic plasmacytoid dendritic cell neoplasm (BPDCN). pDC-differentiation/expansion was preferentially observed in AML with an immature myeloid or myelomonocytic immunophenotype, where myeloblasts were frequently positive for CD34 (98%), CD117 (94%), HLA-DR (100%) and TdT (79%), with increased CD123 (89%) expression. The median number …

Metabolic Requirement For Got2 In Pancreatic Cancer Depends On Environmental Context, Samuel A Kerk, Lin Lin, Amy L Myers, Damien J Sutton, Anthony Andren, Peter Sajjakulnukit, Li Zhang, Yaqing Zhang, Jennifer A Jiménez, Barbara S Nelson, Brandon Chen, Anthony Robinson, Galloway Thurston, Samantha B Kemp, Nina G Steele, Megan T Hoffman, Hui-Ju Wen, Daniel Long, Sarah E Ackenhusen, Johanna Ramos, Xiaohua Gao, Zeribe C Nwosu, Stefanie Galban, Christopher J Halbrook, David B Lombard, David R Piwnica-Worms, Haoqiang Ying, Marina Pasca Di Magliano, Howard C Crawford, Yatrik M Shah, Costas A Lyssiotis

Faculty, Staff and Student Publications

Mitochondrial glutamate-oxaloacetate transaminase 2 (GOT2) is part of the malate-aspartate shuttle, a mechanism by which cells transfer reducing equivalents from the cytosol to the mitochondria. GOT2 is a key component of mutant KRAS (KRAS*)-mediated rewiring of glutamine metabolism in pancreatic ductal adenocarcinoma (PDA). Here, we demonstrate that the loss of GOT2 disturbs redox homeostasis and halts proliferation of PDA cells in vitro. GOT2 knockdown (KD) in PDA cell lines in vitro induced NADH accumulation, decreased Asp and α-ketoglutarate (αKG) production, stalled glycolysis, disrupted the TCA cycle, and impaired proliferation. Oxidizing NADH through chemical or genetic means resolved the redox imbalance …

Multi-Modal Molecular Programs Regulate Melanoma Cell State, Miles C Andrews, Junna Oba, Chang-Jiun Wu, Haifeng Zhu, Tatiana Karpinets, Caitlin A Creasy, Marie-Andrée Forget, Xiaoxing Yu, Xingzhi Song, Xizeng Mao, A Gordon Robertson, Gabriele Romano, Peng Li, Elizabeth M Burton, Yiling Lu, Robert Szczepaniak Sloane, Khalida M Wani, Kunal Rai, Alexander J Lazar, Lauren E Haydu, Matias A Bustos, Jianjun Shen, Yueping Chen, Margaret B Morgan, Jennifer A Wargo, Lawrence N Kwong, Cara L Haymaker, Elizabeth A Grimm, Patrick Hwu, Dave S B Hoon, Jianhua Zhang, Jeffrey E Gershenwald, Michael A Davies, P Andrew Futreal, Chantale Bernatchez, Scott E Woodman

Faculty, Staff and Student Publications

Melanoma cells display distinct intrinsic phenotypic states. Here, we seek to characterize the molecular regulation of these states using multi-omic analyses of whole exome, transcriptome, microRNA, long non-coding RNA and DNA methylation data together with reverse-phase protein array data on a panel of 68 highly annotated early passage melanoma cell lines. We demonstrate that clearly defined cancer cell intrinsic transcriptomic programs are maintained in melanoma cells ex vivo and remain highly conserved within melanoma tumors, are associated with distinct immune features within tumors, and differentially correlate with checkpoint inhibitor and adoptive T cell therapy efficacy. Through integrative analyses we demonstrate …