Biomedical Informatics Commons^™

Biophysics Of Protein-Lipid Interactions, Paula A Bender, Vasanthi Jayaraman

Faculty, Staff and Student Publications

The biological phenomenon of protein-lipid interactions in cell membranes underlies the diversity of peripheral membrane protein function and physical properties of the membrane. To summarize novel findings in the field, this research highlight focuses on recent publications in Biophysical Journal.

Langerhans Cell Histiocytosis: Nacho Update On Progress, Chaos, And Opportunity On The Path To Rational Cures, Kevin Bielamowicz, Peter Dimitrion, Oussama Abla, Simon Bomken, Patrick Campbell, Matthew Collin, Barbara Degar, Eli L Diamond, Olive S Eckstein, Nader El-Mallawany, Mark Fluchel, Gaurav Goyal, Michael M Henry, Michelle Hermiston, Michael Hogarty, Michael Jeng, Rima Jubran, Joseph Lubega, Ashish Kumar, Stephan Ladisch, Kenneth L Mcclain, Miriam Merad, Qing-Sheng Mi, D Williams Parsons, Erin Peckham-Gregory, Jennifer Picarsic, Zachary D Prudowsky, Barrett J Rollins, Peter H Shaw, Birte Wistinghausen, Carlos Rodriguez-Galindo, Carl E Allen, North American Consortium For Histiocytosis

Faculty, Staff and Students Publications

Langerhans cell histiocytosis (LCH) is a myeloid neoplastic disorder characterized by lesions with CD1a-positive/Langerin (CD207)-positive histiocytes and inflammatory infiltrate that can cause local tissue damage and systemic inflammation. Clinical presentations range from single lesions with minimal impact to life-threatening disseminated disease. Therapy for systemic LCH has been established through serial trials empirically testing different chemotherapy agents and durations of therapy. However, fewer than 50% of patients who have disseminated disease are cured with the current standard-of-care vinblastine/prednisone/(mercaptopurine), and treatment failure is associated with long-term morbidity, including the risk of LCH-associated neurodegeneration. Historically, the nature of LCH-whether a reactive condition versus …

Nrg Oncology And Particle Therapy Co-Operative Group Patterns Of Practice Survey And Consensus Recommendations On Pencil-Beam Scanning Proton Stereotactic Body Radiation Therapy And Hypofractionated Radiation Therapy For Thoracic Malignancies, Wei Liu, Hongying Feng, Paige A Taylor, Minglei Kang, Jiajian Shen, Jatinder Saini, Jun Zhou, Huan B Giap, Nathan Y Yu, Terence S Sio, Pranshu Mohindra, Joe Y Chang, Jeffrey D Bradley, Ying Xiao, Charles B Simone, Liyong Lin

Faculty, Staff and Student Publications

Stereotactic body radiation therapy (SBRT) and hypofractionation using pencil-beam scanning (PBS) proton therapy (PBSPT) is an attractive option for thoracic malignancies. Combining the advantages of target coverage conformity and critical organ sparing from both PBSPT and SBRT, this new delivery technique has great potential to improve the therapeutic ratio, particularly for tumors near critical organs. Safe and effective implementation of PBSPT SBRT/hypofractionation to treat thoracic malignancies is more challenging than the conventionally fractionated PBSPT because of concerns of amplified uncertainties at the larger dose per fraction. The NRG Oncology and Particle Therapy Cooperative Group Thoracic Subcommittee surveyed proton centers in …

Clinical And Genomic Landscape Of Ras Mutations In Gynecologic Cancers, Ji Son, Yingao Zhang, Heather Lin, Oriol Mirallas, Pablo Alvarez Ballesteros, Mirella Nardo, Natalie Clark, R Tyler Hillman, Erick Campbell, Vijaykumar Holla, Amber M Johnson, Amadeo B Biter, Ying Yuan, Lauren P Cobb, David M Gershenson, Amir A Jazaeri, Karen H Lu, Pamela T Soliman, Shannon N Westin, Elizabeth D Euscher, Barrett C Lawson, Richard K Yang, Funda Meric-Bernstam, David S Hong

Faculty, Staff and Student Publications

Purpose: We aimed to describe RAS mutations in gynecologic cancers as they relate to clinicopathologic and genomic features, survival, and therapeutic implications.

Experimental design: Gynecologic cancers with available somatic molecular profiling data at our institution between February 2010 and August 2022 were included and grouped by RAS mutation status. Overall survival was estimated by the Kaplan-Meier method, and multivariable analysis was performed using the Cox proportional hazard model.

Results: Of 3,328 gynecologic cancers, 523 (15.7%) showed any RAS mutation. Patients with RAS-mutated tumors were younger (57 vs. 60 years nonmutated), had a higher prevalence of endometriosis (27.3% vs. 16.9%), and …

Intratumoral Microbiome Of Adenoid Cystic Carcinomas And Comparison With Other Head And Neck Cancers, Tatiana V Karpinets, Yoshitsugu Mitani, Chia-Chi Chang, Xiaogang Wu, Xingzhi Song, Ivonne I Flores, Lauren K Mcdaniel, Yasmine M Hoballah, Fabiana J Veguilla, Renata Ferrarotto, Lauren E Colbert, Nadim J Ajami, Robert R Jenq, Jianhua Zhang, Andrew P Futreal, Adel K El-Naggar

Faculty, Staff and Student Publications

Adenoid cystic carcinoma (ACC) is a rare, usually slow-growing yet aggressive head and neck malignancy. Despite its clinical significance, our understanding of the cellular evolution and microenvironment in ACC remains limited. We investigated the intratumoral microbiomes of 50 ACC tumor tissues and 33 adjacent normal tissues using 16S rRNA gene sequencing. This allowed us to characterize the bacterial communities within the ACC and explore potential associations between the bacterial community structure, patient clinical characteristics, and tumor molecular features obtained through RNA sequencing. The bacterial composition in the ACC was significantly different from that in adjacent normal salivary tissue, and the …

Single-Cell Total-Rna Profiling Unveils Regulatory Hubs Of Transcription Factors, Yichi Niu, Jiayi Luo, Chenghang Zong

Faculty, Staff and Students Publications

Recent development of RNA velocity uses master equations to establish the kinetics of the life cycle of RNAs from unspliced RNA to spliced RNA (i.e., mature RNA) to degradation. To feed this kinetic analysis, simultaneous measurement of unspliced RNA and spliced RNA in single cells is greatly desired. However, the majority of single-cell RNA-seq chemistry primarily captures mature RNA species to measure gene expressions. Here, we develop a one-step total-RNA chemistry-based single-cell RNA-seq method: snapTotal-seq. We benchmark this method with multiple single-cell RNA-seq assays in their performance in kinetic analysis of cell cycle by RNA velocity. Next, with LASSO regression …

Multiparametric Mri-Based Radiomic Models For Early Prediction Of Response To Neoadjuvant Systemic Therapy In Triple-Negative Breast Cancer, Rania M Mohamed, Bikash Panthi, Beatriz E Adrada, Medine Boge, Rosalind P Candelaria, Huiqin Chen, Mary S Guirguis, Kelly K Hunt, Lei Huo, Ken-Pin Hwang, Anil Korkut, Jennifer K Litton, Tanya W Moseley, Sanaz Pashapoor, Miral M Patel, Brandy Reed, Marion E Scoggins, Jong Bum Son, Alastair Thompson, Debu Tripathy, Vicente Valero, Peng Wei, Jason White, Gary J Whitman, Zhan Xu, Wei Yang, Clinton Yam, Jingfei Ma, Gaiane M Rauch

Faculty, Staff and Student Publications

Triple-negative breast cancer (TNBC) is often treated with neoadjuvant systemic therapy (NAST). We investigated if radiomic models based on multiparametric Magnetic Resonance Imaging (MRI) obtained early during NAST predict pathologic complete response (pCR). We included 163 patients with stage I-III TNBC with multiparametric MRI at baseline and after 2 (C2) and 4 cycles of NAST. Seventy-eight patients (48%) had pCR, and 85 (52%) had non-pCR. Thirty-six multivariate models combining radiomic features from dynamic contrast-enhanced MRI and diffusion-weighted imaging had an area under the receiver operating characteristics curve (AUC) > 0.7. The top-performing model combined 35 radiomic features of relative difference between …

Patient-Reported Quality Of Life At Diagnosis In Adolescent And Young Adults With Cancer, Goldy C George, Clark Andersen, Xiaohui Tang, Elizabeth Rodriguez, Midhat Jafry, Maria C Swartz, Sairah Ahmed, Carlos H Barcenas, J Andrew Livingston, Michael E Roth, Michelle A T Hildebrandt

Faculty, Staff and Student Publications

Background: The overall landscape of health-related quality of life (HRQoL) has not been thoroughly investigated in adolescents and young adults (AYAs) with cancer. Data are also lacking on how well HRQoL at the time of cancer diagnosis can prognosticate long-term survival in AYA survivors.

Patients and methods: We included 3,497 survivors of AYA cancer (age 15-39 years at diagnosis) who completed the Short-Form 12 Health Survey (SF-12) HRQoL questionnaire at diagnosis. Physical component summary (PCS) and mental component summary (MCS) scores were generated, with scores < 50 representing poor HRQoL. Differences in HRQoL by patient characteristics and tumor type were investigated using violin plots and t tests/analysis of variance. The effect of HRQoL on overall survival was assessed using Kaplan-Meier plots and Cox proportional hazards models.

Results: Overall mean PCS and MCS scores in this racially/ethnically diverse cohort (64% White, 19% …

Learning To Express Reward Prediction Error-Like Dopaminergic Activity Requires Plastic Representations Of Time, Ian Cone, Claudia Clopath, Harel Z Shouval

Faculty, Staff and Student Publications

The dominant theoretical framework to account for reinforcement learning in the brain is temporal difference learning (TD) learning, whereby certain units signal reward prediction errors (RPE). The TD algorithm has been traditionally mapped onto the dopaminergic system, as firing properties of dopamine neurons can resemble RPEs. However, certain predictions of TD learning are inconsistent with experimental results, and previous implementations of the algorithm have made unscalable assumptions regarding stimulus-specific fixed temporal bases. We propose an alternate framework to describe dopamine signaling in the brain, FLEX (Flexibly Learned Errors in Expected Reward). In FLEX, dopamine release is similar, but not identical …

Monoallelic De Novo Ajap1 Loss-Of-Function Variants Disrupt Trans-Synaptic Control Of Neurotransmitter Release, Simon Früh, Sami Boudkkazi, Peter Koppensteiner, Vita Sereikaite, Li-Yuan Chen, Diego Fernandez-Fernandez, Pascal D Rem, Daniel Ulrich, Jochen Schwenk, Ziyang Chen, Elodie Le Monnier, Thorsten Fritzius, Sabrina M Innocenti, Valérie Besseyrias, Luca Trovò, Michal Stawarski, Emanuela Argilli, Elliott H Sherr, Bregje Van Bon, Erik-Jan Kamsteeg, Maria Iascone, Alba Pilotta, Maria R Cutrì, Mahshid S Azamian, Andrés Hernández-García, Seema R Lalani, Jill A Rosenfeld, Xiaonan Zhao, Tiphanie P Vogel, Herda Ona, Daryl A Scott, Peter Scheiffele, Kristian Strømgaard, Mehdi Tafti, Martin Gassmann, Bernd Fakler, Ryuichi Shigemoto, Bernhard Bettler

Faculty, Staff and Students Publications

Adherens junction–associated protein 1 (AJAP1) has been implicated in brain diseases; however, a pathogenic mechanism has not been identified. AJAP1 is widely expressed in neurons and binds to γ-aminobutyric acid type B receptors (GBRs), which inhibit neurotransmitter release at most synapses in the brain. Here, we show that AJAP1 is selectively expressed in dendrites and trans-synaptically recruits GBRs to presynaptic sites of neurons expressing AJAP1. We have identified several monoallelic AJAP1 variants in individuals with epilepsy and/or neurodevelopmental disorders. Specifically, we show that the variant p.(W183C) lacks binding to GBRs, resulting in the inability to recruit them. Ultrastructural analysis revealed …

A Crisis In Clinical Research, David S Hong, Patricia Lorusso, Mario Sznol

Faculty, Staff and Student Publications

The clinical research pipeline is critical to ensuring continued development of novel treatments that can offer patients with cancer safe and effective options. Unfortunately, progress has slowed since the COVID-19 pandemic due to uncovered, systemic inefficiencies across critical processes. Towards initiating discussion on how to reinvigorate clinical research, the Society for Immunotherapy of Cancer (SITC) hosted a virtual summit that characterized issues and formed potential solutions. This commentary serves to highlight the crisis facing clinical research as well as stimulate field-wide discussion on how to better serve patients into the future.

Chronic Eosinophilic Leukemia With A Novel Jak1 Mutation Responds Well To The Jak1/2 Inhibitor Ruxolitinib, Qing Wei, Jie Xu

Faculty, Staff and Student Publications

No abstract provided.

Intrinsically Disordered Membrane Anchors Of Rheb, Rhoa, And Diras3 Small Gtpases: Molecular Dynamics, Membrane Organization, And Interactions, Chase M Hutchins, Alemayehu A Gorfe

Faculty, Staff and Student Publications

Protein structure has been well established to play a key role in determining function; however, intrinsically disordered proteins and regions (IDPs and IDRs) defy this paradigm. IDPs and IDRs exist as an ensemble of structures rather than a stable 3D structure yet play essential roles in many cell-signaling processes. Nearly all Ras superfamily GTPases are tethered to membranes by a lipid tail at the end of a flexible IDR. The sequence of the IDR is a key determinant of membrane localization, and interaction between the IDR and the membrane has been shown to affect signaling in RAS proteins through the …

Psmd11 Loss-Of-Function Variants Correlate With A Neurobehavioral Phenotype, Obesity, And Increased Interferon Response, Wallid Deb, Cory Rosenfelt, Virginie Vignard, Jonas Johannes Papendorf, Sophie Möller, Martin Wendlandt, Maja Studencka-Turski, Benjamin Cogné, Thomas Besnard, Léa Ruffier, Bérénice Toutain, Léa Poirier, Silvestre Cuinat, Amy Kritzer, Amy Crunk, Janette Dimonda, Jaime Vengoechea, Sandra Mercier, Lotte Kleinendorst, Mieke M Van Haelst, Linda Zuurbier, Telma Sulem, Hildigunnur Katrínardóttir, Rún Friðriksdóttir, Patrick Sulem, Kari Stefansson, Berglind Jonsdottir, Shimriet Zeidler, Margje Sinnema, Alexander P A Stegmann, Natali Naveh, Cara M Skraban, Christopher Gray, Jill R Murrell, Sedat Isikay, Davut Pehlivan, Daniel G Calame, Jennifer E Posey, Mathilde Nizon, Kirsty Mcwalter, James R Lupski, Bertrand Isidor, François V Bolduc, Stéphane Bézieau, Elke Krüger, Sébastien Küry, Frédéric Ebstein

Faculty, Staff and Students Publications

Primary proteasomopathies have recently emerged as a new class of rare early-onset neurodevelopmental disorders (NDDs) caused by pathogenic variants in the PSMB1, PSMC1, PSMC3, or PSMD12 proteasome genes. Proteasomes are large multi-subunit protein complexes that maintain cellular protein homeostasis by clearing ubiquitin-tagged damaged, misfolded, or unnecessary proteins. In this study, we have identified PSMD11 as an additional proteasome gene in which pathogenic variation is associated with an NDD-causing proteasomopathy. PSMD11 loss-of-function variants caused early-onset syndromic intellectual disability and neurodevelopmental delay with recurrent obesity in 10 unrelated children. Our findings demonstrate that the cognitive impairment observed in these individuals could be …

Tsg-6+ Cancer-Associated Fibroblasts Modulate Myeloid Cell Responses And Impair Anti-Tumor Response To Immune Checkpoint Therapy In Pancreatic Cancer, Swetha Anandhan, Shelley Herbrich, Sangeeta Goswami, Baoxiang Guan, Yulong Chen, Marc Daniel Macaluso, Sonali Jindal, Seanu Meena Natarajan, Samuel W Andrewes, Liangwen Xiong, Ashwat Nagarajan, Sreyashi Basu, Derek Ng Tang, Jielin Liu, Jimin Min, Anirban Maitra, Padmanee Sharma

Faculty, Staff and Student Publications

Resistance to immune checkpoint therapy (ICT) presents a growing clinical challenge. The tumor microenvironment (TME) and its components, namely tumor-associated macrophages (TAMs) and cancer-associated fibroblasts (CAFs), play a pivotal role in ICT resistance; however, the underlying mechanisms remain under investigation. In this study, we identify expression of TNF-Stimulated Factor 6 (TSG-6) in ICT-resistant pancreatic tumors, compared to ICT-sensitive melanoma tumors, both in mouse and human. TSG-6 is expressed by CAFs within the TME, where suppressive macrophages expressing Arg1, Mafb, and Mrc1, along with TSG-6 ligand Cd44, predominate. Furthermore, TSG-6 expressing CAFs co-localize with the CD44 expressing macrophages in the TME. …

Radiation Therapy With Or Without Cisplatin For Local Recurrences Of Endometrial Cancer: Results From An Nrg Oncology/Gog Prospective Randomized Multicenter Clinical Trial, Ann H Klopp, Danielle Enserro, Matthew Powell, Marcus Randall, Julian C Schink, Robert S Mannel, Laura Holman, David Bender, Christina L Kushnir, Floor Backes, Susan L Zweizig, Steven Waggoner, Kristin A Bradley, Lana Desouza Lawrence, Parviz Hanjani, Christopher J Darus, William Small, Higinia R Cardenes, Jonathan M Feddock, David S Miller

Faculty, Staff and Student Publications

Purpose: Pelvic recurrence is a frequent pattern of relapse for women with endometrial cancer. A randomized trial compared progression-free survival (PFS) after treatment with radiation therapy alone as compared with concurrent chemotherapy.

Materials and methods: Between February 2008 and August 2020, 165 patients were randomly assigned 1:1 to receive either radiation treatment alone or a combination of chemotherapy and radiation treatment. The primary objective of this study was to determine whether chemoradiation therapy was more effective than radiation therapy alone at improving PFS.

Results: The majority of patients had low-grade (1 or 2) endometrioid histology (82%) and recurrences confined to …

Inverted Triplications Formed By Iterative Template Switches Generate Structural Variant Diversity At Genomic Disorder Loci, Christopher M Grochowski, Jesse D Bengtsson, Haowei Du, Mira Gandhi, Ming Yin Lun, Michele G Mehaffey, Kyunghee Park, Wolfram Höps, Eva Benito, Patrick Hasenfeld, Jan O Korbel, Medhat Mahmoud, Luis F Paulin, Shalini N Jhangiani, James Paul Hwang, Sravya V Bhamidipati, Donna M Muzny, Jawid M Fatih, Richard A Gibbs, Matthew Pendleton, Eoghan Harrington, Sissel Juul, Anna Lindstrand, Fritz J Sedlazeck, Davut Pehlivan, James R Lupski, Claudia M B Carvalho

Faculty, Staff and Students Publications

The duplication-triplication/inverted-duplication (DUP-TRP/INV-DUP) structure is a complex genomic rearrangement (CGR). Although it has been identified as an important pathogenic DNA mutation signature in genomic disorders and cancer genomes, its architecture remains unresolved. Here, we studied the genomic architecture of DUP-TRP/INV-DUP by investigating the DNA of 24 patients identified by array comparative genomic hybridization (aCGH) on whom we found evidence for the existence of 4 out of 4 predicted structural variant (SV) haplotypes. Using a combination of short-read genome sequencing (GS), long-read GS, optical genome mapping, and single-cell DNA template strand sequencing (strand-seq), the haplotype structure was resolved in 18 samples. …

The Cns Relapse In T-Cell Lymphoma Index Predicts Cns Relapse In Patients With T- And Nk-Cell Lymphomas, Rahul S Bhansali, Fredrik Ellin, Thomas Relander, Miao Cao, Wenrui Li, Qi Long, Nivetha Ganesan, Robert Stuver, Steven M Horwitz, Kitsada Wudhikarn, Steven R Hwang, N Nora Bennani, Julio Chavez, Lubomir Sokol, Hayder Saeed, Frank Duan, Pierluigi Porcu, Priyanka Pullarkat, Neha Mehta-Shah, Jasmine M Zain, Miguel Ruiz, Jonathan E Brammer, Rishab Prakash, Swaminathan P Iyer, Adam J Olszewski, Ajay Major, Peter A Riedell, Sonali M Smith, Caroline Goldin, Bradley Haverkos, Bei Hu, Tony Z Zhuang, Pamela B Allen, Wael Toama, Murali Janakiram, Taylor R Brooks, Deepa Jagadeesh, Nisha Hariharan, Aaron M Goodman, Gabrielle Hartman, Paola Ghione, Fatima Fayyaz, Joanna M Rhodes, Elise A Chong, James N Gerson, Daniel J Landsburg, Sunita D Nasta, Stephen J Schuster, Jakub Svoboda, Mats Jerkeman, Stefan K Barta

Faculty, Staff and Student Publications

Little is known about risk factors for central nervous system (CNS) relapse in mature T-cell and natural killer cell neoplasms (MTNKNs). We aimed to describe the clinical epidemiology of CNS relapse in patients with MTNKN and developed the CNS relapse In T-cell lymphoma Index (CITI) to predict patients at the highest risk of CNS relapse. We reviewed data from 135 patients with MTNKN and CNS relapse from 19 North American institutions. After exclusion of leukemic and most cutaneous forms of MTNKNs, patients were pooled with non-CNS relapse control patients from a single institution to create a CNS relapse-enriched training set. …

Leukocyte Immunoglobulin-Like Receptor B1 (Lilrb1) Protects Human Multiple Myeloma Cells From Ferroptosis By Maintaining Cholesterol Homeostasis, Miao Xian, Qiang Wang, Liuling Xiao, Ling Zhong, Wei Xiong, Lingqun Ye, Pan Su, Chuanchao Zhang, Yabo Li, Robert Z Orlowski, Fenghuang Zhan, Siddhartha Ganguly, Youli Zu, Jianfei Qian, Qing Yi

Faculty, Staff and Student Publications

Multiple myeloma (MM) is a hematologic malignancy characterized by uncontrolled proliferation of plasma cells in the bone marrow. MM patients with aggressive progression have poor survival, emphasizing the urgent need for identifying new therapeutic targets. Here, we show that the leukocyte immunoglobulin-like receptor B1 (LILRB1), a transmembrane receptor conducting negative immune response, is a top-ranked gene associated with poor prognosis in MM patients. LILRB1 deficiency inhibits MM progression in vivo by enhancing the ferroptosis of MM cells. Mechanistic studies reveal that LILRB1 forms a complex with the low-density lipoprotein receptor (LDLR) and LDLR adapter protein 1 (LDLRAP1) to facilitate LDL/cholesterol …

Cotargeting Ebv Lytic As Well As Latent Cycle Antigens Increases T-Cell Potency Against Lymphoma, Sandhya Sharma, Naren U Mehta, Tim Sauer, Lisa A Rollins, Dirk P Dittmer, Cliona M Rooney

Faculty, Staff and Students Publications

The remarkable efficacy of Epstein-Barr virus (EBV)-specific T cells for the treatment of posttransplant lymphomas has not been reproduced for EBV-positive (EBV+) malignancies outside the transplant setting. This is because of, in part, the heterogeneous expression and poor immunogenicity of the viral antigens expressed, namely latent membrane proteins 1 and 2, EBV nuclear antigen 1, and BamHI A rightward reading frame 1 (type-2 [T2] latency). However, EBV lytic cycle proteins are also expressed in certain EBV+ malignancies and, because several EBV lytic cycle proteins are abundantly expressed, have oncogenic activity, and likely contribute to malignancy, we sought and identified viral …

Daratumumab In Transplant-Eligible Patients With Newly Diagnosed Multiple Myeloma: Final Analysis Of Clinically Relevant Subgroups In Griffin, Ajai Chari, Jonathan L Kaufman, Jacob Laubach, Douglas W Sborov, Brandi Reeves, Cesar Rodriguez, Rebecca Silbermann, Luciano J Costa, Larry D Anderson, Nitya Nathwani, Nina Shah, Naresh Bumma, Sarah A Holstein, Caitlin Costello, Andrzej Jakubowiak, Tanya M Wildes, Robert Z Orlowski, Kenneth H Shain, Andrew J Cowan, Huiling Pei, Annelore Cortoos, Sharmila Patel, Thomas S Lin, Peter M Voorhees, Saad Z Usmani, Paul G Richardson

Faculty, Staff and Student Publications

The randomized, phase 2 GRIFFIN study (NCT02874742) evaluated daratumumab plus lenalidomide/bortezomib/dexamethasone (D-RVd) in transplant-eligible newly diagnosed multiple myeloma (NDMM). We present final post hoc analyses (median follow-up, 49.6 months) of clinically relevant subgroups, including patients with high-risk cytogenetic abnormalities (HRCAs) per revised definition (del[17p], t[4;14], t[14;16], t[14;20], and/or gain/amp[1q21]). Patients received 4 induction cycles (D-RVd/RVd), high-dose therapy/transplant, 2 consolidation cycles (D-RVd/RVd), and lenalidomide±daratumumab maintenance (≤ 2 years). Minimal residual disease–negativity (10−5) rates were higher for D-RVd versus RVd in patients ≥ 65 years (67.9% vs 17.9%), with HRCAs (54.8% vs 32.4%), and with gain/amp(1q21) (61.8% vs 28.6%). D-RVd showed a …

Self-Explainable Graph Neural Network For Alzheimer Disease And Related Dementias Risk Prediction: Algorithm Development And Validation Study, Xinyue Hu, Zenan Sun, Yi Nian, Yichen Wang, Yifang Dang, Fang Li, Jingna Feng, Evan Yu, Cui Tao

Faculty, Staff and Student Publications

Background: Alzheimer disease and related dementias (ADRD) rank as the sixth leading cause of death in the United States, underlining the importance of accurate ADRD risk prediction. While recent advancements in ADRD risk prediction have primarily relied on imaging analysis, not all patients undergo medical imaging before an ADRD diagnosis. Merging machine learning with claims data can reveal additional risk factors and uncover interconnections among diverse medical codes.

Objective: The study aims to use graph neural networks (GNNs) with claim data for ADRD risk prediction. Addressing the lack of human-interpretable reasons behind these predictions, we introduce an innovative, self-explainable method …

Intratumoral Immune Triads Are Required For Immunotherapy-Mediated Elimination Of Solid Tumors, Gabriel Espinosa-Carrasco, Edison Chiu, Aurora Scrivo, Paul Zumbo, Asim Dave, Doron Betel, Sung Wook Kang, Hee-Jin Jang, Matthew D Hellmann, Bryan M Burt, Hyun-Sung Lee, Andrea Schietinger

Faculty, Staff and Students Publications

Tumor-specific CD8+ T cells are frequently dysfunctional and unable to halt tumor growth. We investigated whether tumor-specific CD4+ T cells can be enlisted to overcome CD8+ T cell dysfunction within tumors. We find that the spatial positioning and interactions of CD8+ and CD4+ T cells, but not their numbers, dictate anti-tumor responses in the context of adoptive T cell therapy as well as immune checkpoint blockade (ICB): CD4+ T cells must engage with CD8+ T cells on the same dendritic cell during the effector phase, forming a three-cell-type cluster (triad) to license CD8+ T cell cytotoxicity and cancer cell elimination. …

Lost In The Plot: Missing Visual Elements In Kaplan-Meier Plots Of Phase Iii Oncology Trials, Alexander D Sherry, Pavlos Msaouel, Ramez Kouzy, Joseph Abi Jaoude, Timothy A Lin, Cullen M Taniguchi, Clifton David Fuller, Bruce Minsky, Ethan B Ludmir

Faculty, Staff and Student Publications

Missing visual elements (MVE) in Kaplan-Meier (KM) curves can misrepresent data, preclude curve reconstruction, and hamper transparency. This study evaluated KM plots of phase III oncology trials. MVE were defined as an incomplete y-axis range or missing number at risk table in a KM curve. Surrogate endpoint KM curves were additionally evaluated for complete interpretability, defined by (1) reporting the number of censored patients and (2) correspondence of the disease assessment interval with the number at risk interval. Among 641 trials enrolling 518 235 patients, 116 trials (18%) had MVE in KM curves. Industry sponsorship, larger trials, and more recently …

Efficacy, Safety, And Tolerability Of Tivozanib In Heavily Pretreated Patients With Advanced Clear Cell Renal Cell Carcinoma, Andrew C Johns, Matthew T Campbell, Mamie Gao, Andrew W Hahn, Zita Lim, Emily Wang, Jianjun Gao, Amishi Y Shah, Pavlos Msaouel, Nizar M Tannir

Faculty, Staff and Student Publications

BACKGROUND: Tivozanib has been approved as a third-line or later therapy for advanced renal cell carcinoma based on the TIVO-3 trial, which was conducted before immune checkpoint therapies (ICT), cabozantinib, and lenvatinib/everolimus became incorporated in the current sequential treatment paradigm for advanced clear cell RCC (ccRCC).

METHODS: We performed a retrospective study of patients with advanced ccRCC treated with tivozanib at MD Anderson Cancer Center during 6/2021-7/2023. A blinded radiologist assessed tumor response by RECIST v1.1. We assessed overall response rate (ORR), clinical benefit rate (CBR) [percentage of all treated patients who achieved radiologic response or stable disease (SD) for …

Reverse Phase Proteomic Array Profiling Of Asparagine Synthetase Expression In Newly Diagnosed Acute Myeloid Leukemia, Nisha Narayanan, Jennifer Marvin-Peek, Mohamad K Abouelnaaj, Dhabya Majid, Bofei Wang, Brandon D Brown, Yihua Qiu, Steven M Kornblau, Hussein A Abbas

Faculty, Staff and Student Publications

Asparaginase-based therapy is a cornerstone in acute lymphoblastic leukemia (ALL) treatment, capitalizing on the methylation status of the asparagine synthetase (ASNS) gene, which renders ALL cells reliant on extracellular asparagine. Contrastingly, ASNS expression in acute myeloid leukemia (AML) has not been thoroughly investigated, despite studies suggesting that AML with chromosome 7/7q deletions might have reduced ASNS levels. Here, we leverage reverse phase protein arrays to measure ASNS expression in 810 AML patients and assess its impact on outcomes. We find that AML with inv(16) has the lowest overall ASNS expression. While AML with deletion 7/7q had ASNS levels slightly lower …

Ai Driven Analysis Of Mri To Measure Health And Disease Progression In Fshd, Lara Riem, Olivia Ducharme, Matthew Cousins, Xue Feng, Allison Kenney, Jacob Morris, Stephen J Tapscott, Rabi Tawil, Jeff Statland, Dennis Shaw, Leo Wang, Michaela Walker, Leann Lewis, Michael A Jacobs, Doris G Leung, Seth D Friedman, Silvia S Blemker

Faculty, Staff and Student Publications

Facioscapulohumeral muscular dystrophy (FSHD) affects roughly 1 in 7500 individuals. While at the population level there is a general pattern of affected muscles, there is substantial heterogeneity in muscle expression across- and within-patients. There can also be substantial variation in the pattern of fat and water signal intensity within a single muscle. While quantifying individual muscles across their full length using magnetic resonance imaging (MRI) represents the optimal approach to follow disease progression and evaluate therapeutic response, the ability to automate this process has been limited. The goal of this work was to develop and optimize an artificial intelligence-based image …

Webgestalt 2024: Faster Gene Set Analysis And New Support For Metabolomics And Multi-Omics, John M Elizarraras, Yuxing Liao, Zhiao Shi, Qian Zhu, Alexander R Pico, Bing Zhang

Faculty, Staff and Students Publications

Enrichment analysis, crucial for interpreting genomic, transcriptomic, and proteomic data, is expanding into metabolomics. Furthermore, there is a rising demand for integrated enrichment analysis that combines data from different studies and omics platforms, as seen in meta-analysis and multi-omics research. To address these growing needs, we have updated WebGestalt to include enrichment analysis capabilities for both metabolites and multiple input lists of analytes. We have also significantly increased analysis speed, revamped the user interface, and introduced new pathway visualizations to accommodate these updates. Notably, the adoption of a Rust backend reduced gene set enrichment analysis time by 95% from 270.64 …

Impact Of Isotype On The Mechanism Of Action Of Agonist Anti-Ox40 Antibodies In Cancer: Implications For Therapeutic Combinations, Jane E Willoughby, Lang Dou, Sabyasachi Bhattacharya, Heather Jackson, Laura Seestaller-Wehr, David Kilian, Laura Bover, Kui S Voo, Kerry L Cox, Tom Murray, Mel John, Hong Shi, Paul Bojczuk, Junping Jing, Heather Niederer, Andrew J Shepherd, Laura Hook, Stephanie Hopley, Tatyana Inzhelevskaya, Chris A Penfold, C Ian Mockridge, Vikki English, Sara J Brett, Roopa Srinivasan, Christopher Hopson, James Smothers, Axel Hoos, Elaine Paul, Stephen L Martin, Peter J Morley, Niranjan Yanamandra, Mark S Cragg

Faculty, Staff and Student Publications

BACKGROUND: OX40 has been widely studied as a target for immunotherapy with agonist antibodies taken forward into clinical trials for cancer where they are yet to show substantial efficacy. Here, we investigated potential mechanisms of action of anti-mouse (m) OX40 and anti-human (h) OX40 antibodies, including a clinically relevant monoclonal antibody (mAb) (GSK3174998) and evaluated how isotype can alter those mechanisms with the aim to develop improved antibodies for use in rational combination treatments for cancer.

METHODS: Anti-mOX40 and anti-hOX40 mAbs were evaluated in a number of in vivo models, including an OT-I adoptive transfer immunization model in hOX40 knock-in …

Hur Controls Glutaminase Rna Metabolism, Douglas Adamoski, Larissa M Dos Reis, Ana Carolina Paschoalini Mafra, Felipe Corrêa-Da-Silva, Pedro Manoel Mendes De Moraes-Vieira, Ioana Berindan-Neagoe, George A Calin, Sandra Martha Gomes Dias

Faculty, Staff and Student Publications

Glutaminase (GLS) is directly related to cell growth and tumor progression, making it a target for cancer treatment. The RNA-binding protein HuR (encoded by the ELAVL1 gene) influences mRNA stability and alternative splicing. Overexpression of ELAVL1 is common in several cancers, including breast cancer. Here we show that HuR regulates GLS mRNA alternative splicing and isoform translation/stability in breast cancer. Elevated ELAVL1 expression correlates with high levels of the glutaminase isoforms C (GAC) and kidney-type (KGA), which are associated with poor patient prognosis. Knocking down ELAVL1 reduces KGA and increases GAC levels, enhances glutamine anaplerosis into the TCA cycle, and …