Biomedical Informatics Commons^™

The Efficacy Of Selinexor (Kpt-330), An Xpo1 Inhibitor, On Non-Hematologic Cancers: A Comprehensive Review, Jennifer R Landes, Stephen A Moore, Brooke R Bartley, Hung Q Doan, Peter L Rady, Stephen K Tyring

Faculty, Staff and Student Publications

Purpose: Selinexor is a novel XPO1 inhibitor which inhibits the export of tumor suppressor proteins and oncoprotein mRNAs, leading to cell-cycle arrest and apoptosis in cancer cells. While selinexor is currently FDA approved to treat multiple myeloma, compelling preclinical and early clinical studies reveal selinexor's efficacy in treating hematologic and non-hematologic malignancies, including sarcoma, gastric, bladder, prostate, breast, ovarian, skin, lung, and brain cancers. Current reviews of selinexor primarily highlight its use in hematologic malignancies; however, this review seeks to summarize the recent evidence of selinexor treatment in solid tumors.

Methods: Pertinent literature searches in PubMed and the Karyopharm Therapeutics …

Machine Learning Models For The Identification Of Prognostic And Predictive Cancer Biomarkers: A Systematic Review, Qasem Al-Tashi, Maliazurina B Saad, Amgad Muneer, Rizwan Qureshi, Seyedali Mirjalili, Ajay Sheshadri, Xiuning Le, Natalie I Vokes, Jianjun Zhang, Jia Wu

Faculty, Staff and Student Publications

The identification of biomarkers plays a crucial role in personalized medicine, both in the clinical and research settings. However, the contrast between predictive and prognostic biomarkers can be challenging due to the overlap between the two. A prognostic biomarker predicts the future outcome of cancer, regardless of treatment, and a predictive biomarker predicts the effectiveness of a therapeutic intervention. Misclassifying a prognostic biomarker as predictive (or vice versa) can have serious financial and personal consequences for patients. To address this issue, various statistical and machine learning approaches have been developed. The aim of this study is to present an in-depth …

Combined Inhibition Of Bcl-2 And Mcl-1 Overcomes Bax Deficiency-Mediated Resistance Of Tp53-Mutant Acute Myeloid Leukemia To Individual Bh3 Mimetics, Bing Z Carter, Po Yee Mak, Wenjing Tao, Edward Ayoub, Lauren B Ostermann, Xuelin Huang, Sanam Loghavi, Steffen Boettcher, Yuki Nishida, Vivian Ruvolo, Paul E Hughes, Phuong K Morrow, Torsten Haferlach, Steven Kornblau, Muharrem Muftuoglu, Michael Andreeff

Faculty, Staff and Student Publications

TP53-mutant acute myeloid leukemia (AML) respond poorly to currently available treatments, including venetoclax-based drug combinations and pose a major therapeutic challenge. Analyses of RNA sequencing and reverse phase protein array datasets revealed significantly lower BAX RNA and protein levels in TP53-mutant compared to TP53-wild-type (WT) AML, a finding confirmed in isogenic CRISPR-generated TP53-knockout and -mutant AML. The response to either BCL-2 (venetoclax) or MCL-1 (AMG176) inhibition was BAX-dependent and much reduced in TP53-mutant compared to TP53-WT cells, while the combination of two BH3 mimetics effectively activated BAX, circumventing survival mechanisms in cells treated with either BH3 mimetic, and synergistically induced …

Interrogating Bromodomain Inhibitor Resistance In Kmt2a-Rearranged Leukemia Through Combinatorial Crispr Screens, Shaela Wright, Jianzhong Hu, Hong Wang, Judith Hyle, Yang Zhang, Guoqing Du, Marina Y Konopleva, Steven M Kornblau, Mohamed Nadhir Djekidel, Wojciech Rosikiewicz, Beisi Xu, Rui Lu, Jun J Yang, Chunliang Li

Faculty, Staff and Student Publications

Bromo- and extra-terminal domain inhibitors (BETi) have exhibited therapeutic activities in many cancers. However, the mechanisms controlling BETi response and resistance are not well understood. We conducted genome-wide loss-of-function CRISPR screens using BETi-treated KMT2A-rearranged (KMT2A-r) cell lines. We revealed that Speckle-type POZ protein (SPOP) gene (Speckle Type BTB/POZ Protein) deficiency caused significant BETi resistance, which was further validated in cell lines and xenograft models. Proteomics analysis and a kinase-vulnerability CRISPR screen indicated that cells treated with BETi are sensitive to GSK3 perturbation. Pharmaceutical inhibition of GSK3 reversed the BETi-resistance phenotype. Based on this observation, a combination therapy regimen inhibiting both …

Mmp9 Clears The Way For Metastatic Cell Penetration Across The Blood-Brain Barrier, Joseph H Mccarty

Faculty, Staff and Student Publications

Although brain metastases are 10-fold more prevalent than primary brain cancers, relatively little is understood about the genes and pathways that promote metastatic cell entry, growth, and survival in the brain. Hence, determining how metastatic tumors colonize the brain and thrive within the neural microenvironment is a topic of both fundamental importance and direct clinical relevance. In this issue, a report by Karreman and colleagues explores pathways that are exploited by metastatic tumor cells to arrest in the circulation, cross the endothelial blood-brain barrier (BBB), and thrive in the brain microenvironment. The authors used elegant imaging tools including intravital fluorescence …

The Role Of Extracellular Vesicles In Cancer, Raghu Kalluri, Kathleen M Mcandrews

Faculty, Staff and Student Publications

Intercellular communication is a key feature of cancer progression and metastasis. Extracellular vesicles (EVs) are generated by all cells, including cancer cells, and recent studies have identified EVs as key mediators of cell-cell communication via packaging and transfer of bioactive constituents to impact the biology and function of cancer cells and cells of the tumor microenvironment. Here, we review recent advances in understanding the functional contribution of EVs to cancer progression and metastasis, as cancer biomarkers, and the development of cancer therapeutics.

Prmt3-Mediated Arginine Methylation Of Igf2bp1 Promotes Oxaliplatin Resistance In Liver Cancer, Yunxing Shi, Yi Niu, Yichuan Yuan, Kai Li, Chengrui Zhong, Zhiyu Qiu, Keren Li, Zhu Lin, Zhiwen Yang, Dinglan Zuo, Jiliang Qiu, Wei He, Chenwei Wang, Yadi Liao, Guocan Wang, Yunfei Yuan, Binkui Li

Faculty, Staff and Student Publications

Although oxaliplatin-based chemotherapy has been effective in the treatment of hepatocellular carcinoma (HCC), primary or acquired resistance to oxaliplatin remains a major challenge in the clinic. Through functional screening using CRISPR/Cas9 activation library, transcriptomic profiling of clinical samples, and functional validation in vitro and in vivo, we identify PRMT3 as a key driver of oxaliplatin resistance. Mechanistically, PRMT3-mediated oxaliplatin-resistance is in part dependent on the methylation of IGF2BP1 at R452, which is critical for the function of IGF2BP1 in stabilizing the mRNA of HEG1, an effector of PRMT3-IGF2BP1 axis. Also, PRMT3 overexpression may serve as a biomarker for oxaliplatin resistance …

Mutation-Agnostic Detection Of Colorectal Cancer Using Liquid Biopsy-Based Methylation-Specific Signatures, Mohamed A Gouda, Dzifa Y Duose, Morten Lapin, Stephanie Zalles, Helen J Huang, Yuanxin Xi, Xiaofeng Zheng, Amira I Aldesoky, Alshimaa M Alhanafy, Mohamed A Shehata, Jing Wang, Scott Kopetz, Funda Meric-Bernstam, Ignacio I Wistuba, Rajyalakshmi Luthra, Filip Janku

Faculty, Staff and Student Publications

Detection of methylation patterns in circulating tumor DNA (ctDNA) can offer a novel approach for cancer diagnostics given the unique signature for each tumor type. We developed a next-generation sequencing (NGS)-based assay targeting 32 CpG sites to detect colorectal cancer-specific ctDNA. NGS was performed on bisulfite-converted libraries and status dichotomization was done using median methylation ratios at all targets. We included plasma samples from patients with metastatic colorectal (n = 20) and non-colorectal cancers (n = 8); and healthy volunteers (n = 4). Median methylation ratio was higher in colorectal cancer compared with non-colorectal cancers (P = .001) and normal …

Il6 Mediates Suppression Of T- And Nk-Cell Function In Emt-Associated Tki-Resistant Egfr-Mutant Nsclc, Sonia A Patel, Monique B Nilsson, Yan Yang, Xiuning Le, Hai T Tran, Yasir Y Elamin, Xiaoxing Yu, Fahao Zhang, Alissa Poteete, Xiaoyang Ren, Li Shen, Jing Wang, Seyed Javad Moghaddam, Tina Cascone, Michael Curran, Don L Gibbons, John V Heymach

Faculty, Staff and Student Publications

Purpose: Patients with advanced non-small cell lung cancer (NSCLC) harboring activating EGFR mutations are initially responsive to tyrosine kinase inhibitors (TKI). However, therapeutic resistance eventually emerges, often via secondary EGFR mutations or EGFR-independent mechanisms such as epithelial-to-mesenchymal transition. Treatment options after EGFR-TKI resistance are limited as anti-PD-1/PD-L1 inhibitors typically display minimal benefit. Given that IL6 is associated with worse outcomes in patients with NSCLC, we investigate whether IL6 in part contributes to this immunosuppressed phenotype.

Experimental design: We utilized a syngeneic genetically engineered mouse model (GEMM) of EGFR-mutant NSCLC to investigate the effects of IL6 on the tumor microenvironment and …

Dysregulation And Epigenetic Reprogramming Of Nrf2 Signaling Axis Promote Acquisition Of Cisplatin Resistance And Metastasis In Head And Neck Squamous Cell Carcinoma, Abdullah A Osman, Emre Arslan, Mason Bartels, Chieko Michikawa, Antje Lindemann, Katarzyna Tomczak, Wangjie Yu, Vlad Sandulache, Wencai Ma, Li Shen, Jing Wang, Anand K Singh, Mitchell J Frederick, Nakia D Spencer, Jeffery Kovacs, Timothy Heffernan, William F Symmans, Kunal Rai, Jeffrey N Myers

Faculty, Staff and Student Publications

PURPOSE: Cisplatin (CDDP)-based chemotherapy is a first-line treatment for patients with advanced head and neck squamous cell carcinomas (HNSCC), despite a high rate of treatment failures, acquired resistance, and subsequent aggressive behavior. The purpose of this study was to study the mechanism of CDDP resistance and metastasis in HNSCC. We investigated the role of NRF2 pathway activation as a driven event for tumor progression and metastasis of HNSCC.

EXPERIMENTAL DESIGN: Human HNSCC cell lines that are highly resistant to CDDP were generated. Clonogenic survival assays and a mouse model of oral cancer were used to examine the impact of NRF2 …

How Erastin Assassinates Cells By Ferroptosis Revealed, Boyi Gan

Faculty, Staff and Student Publications

No abstract provided.

Mitochondrial Structure And Function Adaptation In Residual Triple Negative Breast Cancer Cells Surviving Chemotherapy Treatment, Mokryun L Baek, Junegoo Lee, Katherine E Pendleton, Mariah J Berner, Emily B Goff, Lin Tan, Sara A Martinez, Iqbal Mahmud, Tao Wang, Matthew D Meyer, Bora Lim, James P Barrish, Weston Porter, Philip L Lorenzi, Gloria V Echeverria

Faculty, Staff and Student Publications

Neoadjuvant chemotherapy (NACT) used for triple negative breast cancer (TNBC) eradicates tumors in ~45% of patients. Unfortunately, TNBC patients with substantial residual cancer burden have poor metastasis free and overall survival rates. We previously demonstrated mitochondrial oxidative phosphorylation (OXPHOS) was elevated and was a unique therapeutic dependency of residual TNBC cells surviving NACT. We sought to investigate the mechanism underlying this enhanced reliance on mitochondrial metabolism. Mitochondria are morphologically plastic organelles that cycle between fission and fusion to maintain mitochondrial integrity and metabolic homeostasis. The functional impact of mitochondrial structure on metabolic output is highly context dependent. Several chemotherapy agents …

Spatial Pd-L1, Immune-Cell Microenvironment, And Genomic Copy-Number Alteration Patterns And Drivers Of Invasive-Disease Transition In Prospective Oral Precancer Cohort, William N William, Jianjun Zhang, Xin Zhao, Edwin R Parra, Naohiro Uraoka, Heather Y Lin, S Andrew Peng, Adel K El-Naggar, Jaime Rodriguez-Canales, Jaejoon Song, Ann M Gillenwater, Ignacio I Wistuba, Jeffrey N Myers, Kathryn A Gold, Renata Ferrarotto, Patrick Hwu, Teresa Davoli, J Jack Lee, John V Heymach, Vassiliki A Papadimitrakopoulou, Scott M Lippman

Faculty, Staff and Student Publications

BACKGROUND: Studies of the immune landscape led to breakthrough trials of programmed death-1 (PD-1) inhibitors for recurrent/metastatic head and neck squamous cell carcinoma therapy. This study investigated the timing, influence of somatic copy-number alterations (SCNAs), and clinical implications of PD-L1 and immune-cell patterns in oral precancer (OPC).

METHODS: The authors evaluated spatial CD3, CD3/8, and CD68 density (cells/mm

RESULTS: Epithelial, but not CD68 immune-cell, PD-L1 expression was detected in 28% of OPCs, correlated with immune-cell infiltration, 9p21.3 loss of heterozygosity (LOH), and inferior oral cancer-free survival (OCFS), notably in OPCs with low CD3/8 cell density, dysplasia, and/or 9p21.3 LOH. High …

Recovering False Negatives In Crispr Fitness Screens With Jloe, Merve Dede, Traver Hart

Faculty, Staff and Student Publications

It is widely accepted that pooled library CRISPR knockout screens offer greater sensitivity and specificity than prior technologies in detecting genes whose disruption leads to fitness defects, a critical step in identifying candidate cancer targets. However, the assumption that CRISPR screens are saturating has been largely untested. Through integrated analysis of screen data in cancer cell lines generated by the Cancer Dependency Map, we show that a typical CRISPR screen has a ∼20% false negative rate, in addition to library-specific false negatives. Replicability falls sharply as gene expression decreases, while cancer subtype-specific genes within a tissue show distinct profiles compared …

Combination Of Epha2- And Wee1-Targeted Therapies In Endometrial Cancer, Santosh K Dasari, Robiya Joseph, Sujanitha Umamaheswaran, Lingegowda S Mangala, Emine Bayraktar, Cristian Rodriguez-Aguayo, Yutuan Wu, Nghi Nguyen, Reid T Powell, Mary Sobieski, Yuan Liu, Mamur A Chowdhury, Paola Amero, Clifford Stephan, Gabriel Lopez-Berestein, Shannon N Westin, Anil K Sood

Faculty, Staff and Student Publications

EphA2 tyrosine kinase is upregulated in many cancers and correlated with poor survival of patients, including those with endometrial cancer. EphA2-targeted drugs have shown modest clinical benefit. To improve the therapeutic response to such drugs, we performed a high-throughput chemical screen to discover novel synergistic partners for EphA2-targeted therapeutics. Our screen identified the Wee1 kinase inhibitor, MK1775, as a synergistic partner to EphA2, and this finding was confirmed using both in vitro and in vivo experiments. We hypothesized that Wee1 inhibition would sensitize cells to EphA2-targeted therapy. Combination treatment decreased cell viability, induced apoptosis, and reduced clonogenic potential in endometrial …

Baseline Extracellular Vesicle Tgf-Β Is A Predictive Biomarker For Response To Immune Checkpoint Inhibitors And Survival In Non-Small Cell Lung Cancer, Diego De Miguel-Perez, Alessandro Russo, Muthukumar Gunasekaran, Francesco Buemi, Lisa Hester, Xiaoxuan Fan, Brandon A Carter-Cooper, Rena G Lapidus, Ariel Peleg, Marisol Arroyo-Hernández, Andres F Cardona, Aung Naing, Fred R Hirsch, Philip C Mack, Sunjay Kaushal, Maria Jose Serrano, Vincenzo Adamo, Oscar Arrieta, Christian Rolfo

Faculty, Staff and Student Publications

Background: Immune-checkpoint inhibitors (ICIs) are an effective therapeutic strategy, improving the survival of patients with lung cancer compared with conventional treatments. However, novel predictive biomarkers are needed to stratify which patients derive clinical benefit because the currently used and highly heterogenic histological PD-L1 has shown low accuracy. Liquid biopsy is the analysis of biomarkers in body fluids and represents a minimally invasive tool that can be used to monitor tumor evolution and treatment effects, potentially reducing biases associated with tumor heterogeneity associated with tissue biopsies. In this context, cytokines, such as transforming growth factor-β (TGF-β), can be found free in …

Cd70 Is A Therapeutic Target Upregulated In Emt-Associated Egfr Tyrosine Kinase Inhibitor Resistance, Monique B Nilsson, Yan Yang, Simon Heeke, Sonia A Patel, Alissa Poteete, Hibiki Udagawa, Yasir Y Elamin, Cesar A Moran, Yukie Kashima, Thiruvengadam Arumugam, Xiaoxing Yu, Xiaoyang Ren, Lixia Diao, Li Shen, Qi Wang, Minying Zhang, Jacqulyne P Robichaux, Chunhua Shi, Allyson N Pfeil, Hai Tran, Don L Gibbons, Jason Bock, Jing Wang, John D Minna, Susumu S Kobayashi, Xiuning Le, John V Heymach

Faculty, Staff and Student Publications

Effective therapeutic strategies are needed for non-small cell lung cancer (NSCLC) patients with epidermal growth factor receptor (EGFR) mutations that acquire resistance to EGFR tyrosine kinase inhibitors (TKIs) mediated by epithelial-to-mesenchymal transition (EMT). We investigate cell surface proteins that could be targeted by antibody-based or adoptive cell therapy approaches and identify CD70 as being highly upregulated in EMT-associated resistance. Moreover, CD70 upregulation is an early event in the evolution of resistance and occurs in drug-tolerant persister cells (DTPCs). CD70 promotes cell survival and invasiveness, and stimulation of CD70 triggers signal transduction pathways known to be re-activated with acquired TKI resistance. …

Tumor-Associated Nonmyelinating Schwann Cell-Expressed Nuclear Export Signal Mutation Of Epidermal Growth Factor Receptor Enhances Malignant Phenotypes Of Cancer Cells, Chengcao Sun, Youqiong Ye, Zhi Tan, Yuan Liu, Yajuan Li, Wei Hu, Ke Liang, Sergey D Egranov, Lisa Angela Huang, Zhao Zhang, Yaohua Zhang, Jun Yao, Tina K Nguyen, Zilong Zhao, Andrew Wu, Jeffrey R Marks, Abigail S Caudle, Aysegul A Sahin, Jianjun Gao, Seth T Gammon, David Piwnica-Worms, Jian Hu, Paul J Chiao, Dihua Yu, Mien-Chie Hung, Michael A Curran, George A Calin, Haoqiang Ying, Leng Han, Chunru Lin, Liuqing Yang

Faculty, Staff and Student Publications

One of the major obstacles to treating pancreatic ductal adenocarcinoma (PDAC) is its immunoresistant microenvironment. The functional importance and molecular mechanisms of Schwann cells in PDAC remains largely elusive. We characterized the gene signature of tumor-associated nonmyelinating Schwann cells (TASc) in PDAC and indicated that the abundance of TASc was correlated with immune suppressive tumor microenvironment and the unfavorable outcome of patients with PDAC. Depletion of pancreatic-specific TASc promoted the tumorigenesis of PDAC tumors. TASc-expressed long noncoding RNA (lncRNA) plasmacytoma variant translocation 1 (

Structural Basis For Transcription Factor Zbtb7a Recognition Of Dna And Effects Of Zbtb7a Somatic Mutations That Occur In Human Acute Myeloid Leukemia, Ren Ren, John R Horton, Qin Chen, Jie Yang, Bin Liu, Yun Huang, Robert M Blumenthal, Xing Zhang, Xiaodong Cheng

Faculty, Staff and Student Publications

ZBTB7A belongs to a small family of transcription factors having three members in humans (7A, 7B, and 7C). They share a BTB/POZ protein interaction domain at the amino end and a zinc-finger DNA-binding domain at the carboxyl end. They control the transcription of a wide range of genes, having varied functions in hematopoiesis, oncogenesis, and metabolism (in particular glycolysis). ZBTB7A-binding profiles at gene promoters contain a consensus G(a/c)CCC motif, followed by a CCCC sequence in some instances. Structural and mutational investigations suggest that DNA-specific contacts with the four-finger tandem array of ZBTB7A are formed sequentially, initiated from ZF1-ZF2 binding to …

Cotargeting Of Btk And Malt1 Overcomes Resistance To Btk Inhibitors In Mantle Cell Lymphoma, Vivian Changying Jiang, Yang Liu, Junwei Lian, Shengjian Huang, Alexa Jordan, Qingsong Cai, Ruitao Lin, Fangfang Yan, Joseph Mcintosh, Yijing Li, Yuxuan Che, Zhihong Chen, Jovanny Vargas, Maria Badillo, John Nelson Bigcal, Heng-Huan Lee, Wei Wang, Yixin Yao, Lei Nie, Christopher R Flowers, Michael Wang

Faculty, Staff and Student Publications

Bruton's tyrosine kinase (BTK) is a proven target in mantle cell lymphoma (MCL), an aggressive subtype of non-Hodgkin lymphoma. However, resistance to BTK inhibitors is a major clinical challenge. We here report that MALT1 is one of the top overexpressed genes in ibrutinib-resistant MCL cells, while expression of CARD11, which is upstream of MALT1, is decreased. MALT1 genetic knockout or inhibition produced dramatic defects in MCL cell growth regardless of ibrutinib sensitivity. Conversely, CARD11-knockout cells showed antitumor effects only in ibrutinib-sensitive cells, suggesting that MALT1 overexpression could drive ibrutinib resistance via bypassing BTK/CARD11 signaling. Additionally, BTK knockdown and MALT1 knockout …

Malignant Transformation By Oncogenic K-Ras Requires Idh2-Mediated Reductive Carboxylation To Promote Glutamine Utilization, Rui Liu, Panpan Liu, Huichang Bi, Jianhua Ling, Huiqin Zhang, Mingquan Zhang, Yumin Hu, Paul J Chiao, Peng Huang, Jinyun Liu

Faculty, Staff and Student Publications

No abstract provided.

Gene Expression Profiling Of Circulating Tumor Cells Captured By Microcavity Array Is Superior To Enumeration In Demonstrating Therapy Response In Patients With Newly Diagnosed Advanced And Locally Advanced Non-Small Cell Lung Cancer, Evan N Cohen, Gitanjali Jayachandran, Hui Gao, Phillip Peabody, Heather B Mcbride, Franklin D Alvarez, Pablo Lopez Bravo, Wei Qiao, Suyu Liu, Luyang Yao, Steven H Lin, James M Reuben

Faculty, Staff and Student Publications

Background: Circulating tumor cells (CTCs) are a promising non-invasive tool for monitoring therapy response. The only Food and Drug Administration (FDA)-approved test is limited to enumeration of epithelial CTC without further characterization and is not approved for the management of non-small cell lung cancer (NSCLC). Here we use a MicroCavity Array (MCA) system to capture CTC agnostic of epithelial markers for further molecular testing in NSCLC.

Methods: CTCs were enumerated by fluorescent microscopy as longitudinal sampling throughout disease management from 213 NSCLC patients. CTC-enriched samples from a subset of 127 patients were interrogated for gene expression by reverse transcription polymerase …

Cbx5 Loss Drives Egfr Inhibitor Resistance And Results In Therapeutically Actionable Vulnerabilities In Lung Cancer, Suresh Bugide, Yvonne J K Edwards, Romi Gupta, Michael R Green, Narendra Wajapeyee

Faculty, Staff and Student Publications

Although epidermal growth factor receptor (EGFR) tyrosine kinase inhibitors (EGFRi) are approved for treating EGFR-mutant lung adenocarcinoma (LUAD), emergence of acquired resistance limits their clinical benefits. Several mechanisms for acquired resistance to EGFRi in LUAD have been identified; however, the molecular basis for this resistance remains unknown in ~30% of LUAD. Chromatin and DNA modifiers and their regulators play important roles in determining response to anticancer therapies. Therefore, to identify nongenetic mechanisms of EGFRi resistance in LUAD, we performed an epigenome-wide shRNA screen targeting 363 human epigenetic regulator genes. This screen identified loss of the transcriptional repressor chromobox homolog 5 …

Ccsynergy: An Integrative Deep-Learning Framework Enabling Context-Aware Prediction Of Anti-Cancer Drug Synergy, Sayed-Rzgar Hosseini, Xiaobo Zhou

Faculty, Staff and Student Publications

Combination therapy is a promising strategy for confronting the complexity of cancer. However, experimental exploration of the vast space of potential drug combinations is costly and unfeasible. Therefore, computational methods for predicting drug synergy are much needed for narrowing down this space, especially when examining new cellular contexts. Here, we thus introduce CCSynergy, a flexible, context aware and integrative deep-learning framework that we have established to unleash the potential of the Chemical Checker extended drug bioactivity profiles for the purpose of drug synergy prediction. We have shown that CCSynergy enables predictions of superior accuracy, remarkable robustness and improved context generalizability …

Mechanisms Of Mcl-1 Protein Stability Induced By Mcl-1 Antagonists In B-Cell Malignancies, Shady I Tantawy, Aloke Sarkar, Stefan Hubner, Zhi Tan, William G Wierda, Abdelraouf Eldeib, Shuxing Zhang, Steven Kornblau, Varsha Gandhi

Faculty, Staff and Student Publications

PURPOSE: Several MCL-1 inhibitors (MCL-1i), including AMG-176 and AZD5991, have shown promise in preclinical studies and are being tested for the treatment of hematologic malignancies. A unique feature of these agents is induction and stability of Mcl-1 protein; however, the precise mechanism is unknown. We aim to study the mechanism of MCL-1i-induced Mcl-1 protein stability.

EXPERIMENTAL DESIGN: Using several B-cell leukemia and lymphoma cell lines and primary chronic lymphocytic leukemia (CLL) lymphocytes, we evaluated molecular events associated with Mcl-1 protein stability including protein half-life, reverse-phase protein array, protein-protein interaction, phosphorylation, ubiquitination, and de-ubiquitination, followed by molecular simulation and modeling.

RESULTS: …

A Molecular Switch Between Mammalian Mll Complexes Dictates Response To Menin-Mll Inhibition, Yadira M Soto-Feliciano, Francisco J Sánchez-Rivera, Florian Perner, Douglas W Barrows, Edward R Kastenhuber, Yu-Jui Ho, Thomas Carroll, Yijun Xiong, Disha Anand, Alexey A Soshnev, Leah Gates, Mary Clare Beytagh, David Cheon, Shengqing Gu, X Shirley Liu, Andrei V Krivtsov, Maximiliano Meneses, Elisa De Stanchina, Richard M Stone, Scott A Armstrong, Scott W Lowe, C David Allis

Faculty, Staff and Student Publications

Menin interacts with oncogenic MLL1-fusion proteins, and small molecules that disrupt these associations are in clinical trials for leukemia treatment. By integrating chromatin-focused and genome-wide CRISPR screens with genetic, pharmacologic, and biochemical approaches, we discovered a conserved molecular switch between the MLL1-Menin and MLL3/4-UTX chromatin-modifying complexes that dictates response to Menin-MLL inhibitors. MLL1-Menin safeguards leukemia survival by impeding the binding of the MLL3/4-UTX complex at a subset of target gene promoters. Disrupting the Menin-MLL1 interaction triggers UTX-dependent transcriptional activation of a tumor-suppressive program that dictates therapeutic responses in murine and human leukemia. Therapeutic reactivation of this program using CDK4/6 inhibitors …

Histopathologic And Proteogenomic Heterogeneity Reveals Features Of Clear Cell Renal Cell Carcinoma Aggressiveness, Yize Li, Tung-Shing M Lih, Saravana M Dhanasekaran, Rahul Mannan, Lijun Chen, Marcin Cieslik, Yige Wu, Rita Jiu-Hsien Lu, David J Clark, Iga Kołodziejczak, Runyu Hong, Siqi Chen, Yanyan Zhao, Seema Chugh, Wagma Caravan, Nataly Naser Al Deen, Noshad Hosseini, Chelsea J Newton, Karsten Krug, Yuanwei Xu, Kyung-Cho Cho, Yingwei Hu, Yuping Zhang, Chandan Kumar-Sinha, Weiping Ma, Anna Calinawan, Matthew A Wyczalkowski, Michael C Wendl, Yuefan Wang, Shenghao Guo, Cissy Zhang, Anne Le, Aniket Dagar, Alex Hopkins, Hanbyul Cho, Felipe Da Veiga Leprevost, Xiaojun Jing, Guo Ci Teo, Wenke Liu, Melissa A Reimers, Russell Pachynski, Alexander J Lazar, Arul M Chinnaiyan, Brian A Van Tine, Bing Zhang, Karin D Rodland, Gad Getz, D R Mani, Pei Wang, Feng Chen, Galen Hostetter, Mathangi Thiagarajan, W Marston Linehan, David Fenyö, Scott D Jewell, Gilbert S Omenn, Rohit Mehra, Maciej Wiznerowicz, Ana I Robles, Mehdi Mesri, Tara Hiltke, Eunkyung An, Henry Rodriguez, Daniel W Chan, Christopher J Ricketts, Alexey I Nesvizhskii, Hui Zhang, Li Ding, Clinical Proteomic Tumor Analysis Consortium

Faculty, Staff and Students Publications

Clear cell renal cell carcinomas (ccRCCs) represent ∼75% of RCC cases and account for most RCC-associated deaths. Inter- and intratumoral heterogeneity (ITH) results in varying prognosis and treatment outcomes. To obtain the most comprehensive profile of ccRCC, we perform integrative histopathologic, proteogenomic, and metabolomic analyses on 305 ccRCC tumor segments and 166 paired adjacent normal tissues from 213 cases. Combining histologic and molecular profiles reveals ITH in 90% of ccRCCs, with 50% demonstrating immune signature heterogeneity. High tumor grade, along with BAP1 mutation, genome instability, increased hypermethylation, and a specific protein glycosylation signature define a high-risk disease subset, where UCHL1 …

Inhibiting Androgen Receptor Splice Variants With Cysteine-Selective Irreversible Covalent Inhibitors To Treat Prostate Cancer, Thirumagal Thiyagarajan, Suriyan Ponnusamy, Dong-Jin Hwang, Yali He, Sarah Asemota, Kirsten L Young, Daniel L Johnson, Vera Bocharova, Weidong Zhou, Abhinav K Jain, Emanuel F Petricoin, Zheng Yin, Lawrence M Pfeffer, Duane D Miller, Ramesh Narayanan

Faculty, Staff and Student Publications

Androgen receptor (AR) and its splice variants (AR-SVs) promote prostate cancer (PCa) growth by orchestrating transcriptional reprogramming. Mechanisms by which the low complexity and intrinsically disordered primary transactivation domain (AF-1) of AR and AR-SVs regulate transcriptional programming in PCa remains poorly defined. Using omics, live and fixed fluorescent microscopy of cells, and purified AF-1 and AR-V7 recombinant proteins we show here that AF-1 and the AR-V7 splice variant form molecular condensates by liquid-liquid phase separation (LLPS) that exhibit disorder characteristics such as rapid intracellular mobility, coactivator interaction, and euchromatin induction. The LLPS and other disorder characteristics were reversed by a …

Subtype And Site Specific-Induced Metabolic Vulnerabilities In Prostate Cancer, Federica Mossa, Daniele Robesti, Ramachandran Sumankalai, Eva Corey, Mark Titus, Yuqi Kang, Jianhua Zhang, Alberto Briganti, Francesco Montorsi, Christopher P Vellano, Joseph R Marszalek, Daniel E Frigo, Christopher J Logothetis, Taranjit S Gujral, Eleonora Dondossola

Faculty, Staff and Student Publications

Aberrant metabolic functions play a crucial role in prostate cancer progression and lethality. Currently, limited knowledge is available on subtype-specific metabolic features and their implications for treatment. We therefore investigated the metabolic determinants of the two major subtypes of castration-resistant prostate cancer [androgen receptor-expressing prostate cancer (ARPC) and aggressive variant prostate cancer (AVPC)]. Transcriptomic analyses revealed enrichment of gene sets involved in oxidative phosphorylation (OXPHOS) in ARPC tumor samples compared with AVPC. Unbiased screening of metabolic signaling pathways in patient-derived xenograft models by proteomic analyses further supported an enrichment of OXPHOS in ARPC compared with AVPC, and a skewing toward …

Ribonuclease 1 Enhances Antitumor Immunity Against Breast Cancer By Boosting T Cell Activation, Ying-Nai Wang, Heng-Huan Lee, Zhou Jiang, Li-Chuan Chan, Gabriel N Hortobagyi, Dihua Yu, Mien-Chie Hung

Faculty, Staff and Student Publications

The secretory enzyme human ribonuclease 1 (RNase1) is involved in innate immunity and anti-inflammation, achieving host defense and anti-cancer effects; however, whether RNase1 contributes to adaptive immune response in the tumor microenvironment (TME) remains unclear. Here, we established a syngeneic immunocompetent mouse model in breast cancer and demonstrated that ectopic RNase1 expression significantly inhibited tumor progression. Overall changes in immunological profiles in the mouse tumors were analyzed by mass cytometry and showed that the RNase1-expressing tumor cells significantly induced CD4+ Th1 and Th17 cells and natural killer cells and reduced granulocytic myeloid-derived suppressor cells, supporting that RNase1 favors an antitumor …