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Articles 241 - 270 of 387
Full-Text Articles in Biomedical Informatics
Neuro-Immune Interactions And Immuno-Oncology, Narmina Khanmammadova, Shajedul Islam, Padmanee Sharma, Moran Amit
Neuro-Immune Interactions And Immuno-Oncology, Narmina Khanmammadova, Shajedul Islam, Padmanee Sharma, Moran Amit
Faculty, Staff and Student Publications
The nervous system is an important component of the tumor microenvironment (TME), driving tumorigenesis and tumor progression. Neuronal cues (e.g., neurotransmitters and neuropeptides) in the TME cause phenotypic changes in immune cells, such as increased exhaustion and inhibition of effector cells, which promote immune evasion and cancer progression. Two types of immune regulation by tumor-associated nerves are discussed in this review: regulation via neuronal stimuli (i.e., by neural transmission) and checkpoint-mediated neuronal immune regulation. The latter occurs via the expression of immune checkpoints on the membranes of intratumoral nerves and glial cells. Here, we summarize novel findings regarding the neuroimmune …
Tp53 Gain-Of-Function Mutation Modulates The Immunosuppressive Microenvironment In Non-Hpv-Associated Oral Squamous Cell Carcinoma, Yewen Shi, Xiaoyong Ren, Shaolong Cao, Xi Chen, Bo Yuan, Fabio Henrique Brasil Da Costa, Alanis E Rodriguez Rosario, Arnoldo Corona, Chieko Michikawa, Ratna Veeramachaneni, Abdullah A Osman, Tongxin Xie, Wenyi Wang, Andrew G Sikora, Jeffrey N Myers, Roberto Rangel
Tp53 Gain-Of-Function Mutation Modulates The Immunosuppressive Microenvironment In Non-Hpv-Associated Oral Squamous Cell Carcinoma, Yewen Shi, Xiaoyong Ren, Shaolong Cao, Xi Chen, Bo Yuan, Fabio Henrique Brasil Da Costa, Alanis E Rodriguez Rosario, Arnoldo Corona, Chieko Michikawa, Ratna Veeramachaneni, Abdullah A Osman, Tongxin Xie, Wenyi Wang, Andrew G Sikora, Jeffrey N Myers, Roberto Rangel
Faculty, Staff and Student Publications
BACKGROUND: TP53, the most mutated gene in solid cancers, has a profound impact on most hallmarks of cancer. Somatic TP53 mutations occur in high frequencies in head and neck cancers, including oral squamous cell carcinoma (OSCC). Our study aims to understand the role of TP53 gain-of-function mutation in modulating the tumor immune microenvironment (TIME) in OSCC.
METHODS: Short hairpin RNA knockdown of mutant p53R172H in syngeneic oral tumors demonstrated changes in tumor growth between immunocompetent and immunodeficient mice. HTG EdgeSeq targeted messenger RNA sequencing was used to analyze cytokine and immune cell markers in tumors with inactivated mutant p53R172H …
Inhibition Of Microsomal Prostaglandin E2 Synthase Reduces Collagen Deposition In Melanoma Tumors And May Improve Immunotherapy Efficacy By Reducing T-Cell Exhaustion, Yasunari Fukuda, Sun-Hee Kim, Matias A Bustos, Sung-Nam Cho, Jason Roszik, Jared K Burks, Hong Kim, Dave S B Hoon, Elizabeth A Grimm, Suhendan Ekmekcioglu
Inhibition Of Microsomal Prostaglandin E2 Synthase Reduces Collagen Deposition In Melanoma Tumors And May Improve Immunotherapy Efficacy By Reducing T-Cell Exhaustion, Yasunari Fukuda, Sun-Hee Kim, Matias A Bustos, Sung-Nam Cho, Jason Roszik, Jared K Burks, Hong Kim, Dave S B Hoon, Elizabeth A Grimm, Suhendan Ekmekcioglu
Faculty, Staff and Student Publications
The arachidonic acid pathway participates in immunosuppression in various types of cancer. Our previous observation detailed that microsomal prostaglandin E2 synthase 1 (mPGES-1), an enzyme downstream of cyclooxygenase 2 (COX-2), limited antitumor immunity in melanoma; in addition, genetic depletion of mPGES-1 specifically enhanced immune checkpoint blockade therapy. The current study set out to distinguish the roles of mPGES-1 from those of COX-2 in tumor immunity and determine the potential of mPGES-1 inhibitors for reinforcing immunotherapy in melanoma. Genetic deletion of mPGES-1 showed different profiles of prostaglandin metabolites from that of COX-2 deletion. In our syngeneic mouse model, mPGES-1-deficient cells exhibited …
Single-Cell Sequencing Reveals The Landscape Of The Human Brain Metastatic Microenvironment, Qianqian Song, Jimmy Ruiz, Fei Xing, Hui-Wen Lo, Lou Craddock, Ashok K Pullikuth, Lance D Miller, Michael H Soike, Stacey S O'Neill, Kounosuke Watabe, Michael D Chan, Jing Su
Single-Cell Sequencing Reveals The Landscape Of The Human Brain Metastatic Microenvironment, Qianqian Song, Jimmy Ruiz, Fei Xing, Hui-Wen Lo, Lou Craddock, Ashok K Pullikuth, Lance D Miller, Michael H Soike, Stacey S O'Neill, Kounosuke Watabe, Michael D Chan, Jing Su
Faculty, Staff and Student Publications
Brain metastases is the most common intracranial tumor and account for approximately 20% of all systematic cancer cases. It is a leading cause of death in advanced-stage cancer, resulting in a five-year overall survival rate below 10%. Therefore, there is a critical need to identify effective biomarkers that can support frequent surveillance and promote efficient drug guidance in brain metastasis. Recently, the remarkable breakthroughs in single-cell RNA-sequencing (scRNA-seq) technology have advanced our insights into the tumor microenvironment (TME) at single-cell resolution, which offers the potential to unravel the metastasis-related cellular crosstalk and provides the potential for improving therapeutic effects mediated …
Timigp: Inferring Cell-Cell Interactions And Prognostic Associations In The Tumor Immune Microenvironment Through Gene Pairs, Chenyang Li, Baoyi Zhang, Evelien Schaafsma, Alexandre Reuben, Linghua Wang, Mary Jo Turk, Jianjun Zhang, Chao Cheng
Timigp: Inferring Cell-Cell Interactions And Prognostic Associations In The Tumor Immune Microenvironment Through Gene Pairs, Chenyang Li, Baoyi Zhang, Evelien Schaafsma, Alexandre Reuben, Linghua Wang, Mary Jo Turk, Jianjun Zhang, Chao Cheng
Faculty, Staff and Student Publications
Determining the prognostic association of different immune cell types in the tumor microenvironment is critical for understanding cancer biology and developing new therapeutic strategies. However, this is challenging in certain cancer types, where the abundance of different immune subsets is highly correlated. In this study, we develop a computational method named TimiGP to overcome this challenge. Based on bulk gene expression and survival data, TimiGP infers cell-cell interactions that reveal the association between immune cell relative abundance and prognosis. As demonstrated in metastatic melanoma, TimiGP prioritizes immune cells critical in prognosis based on the identified cell-cell interactions. Highly consistent results …
Mrtx-500 Phase 2 Trial: Sitravatinib With Nivolumab In Patients With Nonsquamous Nsclc Progressing On Or After Checkpoint Inhibitor Therapy Or Chemotherapy, Kai He, David Berz, Shirish M Gadgeel, Wade T Iams, Debora S Bruno, Collin M Blakely, Alexander I Spira, Manish R Patel, David M Waterhouse, Donald A Richards, Anthony Pham, Robert Jotte, David S Hong, Edward B Garon, Anne Traynor, Peter Olson, Lisa Latven, Xiaohong Yan, Ronald Shazer, Ticiana A Leal
Mrtx-500 Phase 2 Trial: Sitravatinib With Nivolumab In Patients With Nonsquamous Nsclc Progressing On Or After Checkpoint Inhibitor Therapy Or Chemotherapy, Kai He, David Berz, Shirish M Gadgeel, Wade T Iams, Debora S Bruno, Collin M Blakely, Alexander I Spira, Manish R Patel, David M Waterhouse, Donald A Richards, Anthony Pham, Robert Jotte, David S Hong, Edward B Garon, Anne Traynor, Peter Olson, Lisa Latven, Xiaohong Yan, Ronald Shazer, Ticiana A Leal
Faculty, Staff and Student Publications
Introduction: Sitravatinib, a receptor tyrosine kinase inhibitor targeting TYRO3, AXL, MERTK receptors, and vascular epithelial growth factor receptor 2, can shift the tumor microenvironment toward an immunostimulatory state. Combining sitravatinib with checkpoint inhibitors (CPIs) may augment antitumor activity.
Methods: The phase 2 MRTX-500 study evaluated sitravatinib (120 mg daily) with nivolumab (every 2 or 4 wk) in patients with advanced nonsquamous NSCLC who progressed on or after previous CPI (CPI-experienced) or chemotherapy (CPI-naive). CPI-experienced patients had a previous clinical benefit (PCB) (complete response, partial response, or stable disease for at least 12 weeks then disease progression) or no PCB (NPCB) …
Early Stage Gastric Adenocarcinoma: Clinical And Molecular Landscapes, Yuki Hirata, Ayesha Noorani, Shumei Song, Linghua Wang, Jaffer A Ajani
Early Stage Gastric Adenocarcinoma: Clinical And Molecular Landscapes, Yuki Hirata, Ayesha Noorani, Shumei Song, Linghua Wang, Jaffer A Ajani
Faculty, Staff and Student Publications
Gastric adenocarcinoma, even when diagnosed at an early (localized) disease stage, poses a major health-care burden with cure rates that remain unsatisfactorily low, particularly in Western countries. This lack of progress reflects, among other aspects, the impracticality of early diagnosis, considerable variations in therapeutic approaches that is partly based on regional preferences, and the ingrained heterogeneity of gastric adenocarcinoma cells and their associated tumour microenvironment (TME). Clinical trials have long applied empirical interventions with the assumption that all early stage gastric adenocarcinomas are alike. Despite certain successes, the shortcomings of these approaches can potentially be overcome by targeting the specific …
Single-Cell Profiling Of Tumor Immune Microenvironment Reveals Immune Irresponsiveness In Gastric Signet-Ring Cell Carcinoma, Jing Chen, Kuai Liu, Yikai Luo, Muxing Kang, Jun Wang, Guofeng Chen, Jia Qi, Wenxuan Wu, Beidi Wang, Yaxuan Han, Le Shi, Kefan Wang, Xiaying Han, Xiaojing Ma, Wei Liu, Yuan Ding, Liangjing Wang, Han Liang, Lie Wang, Jian Chen
Single-Cell Profiling Of Tumor Immune Microenvironment Reveals Immune Irresponsiveness In Gastric Signet-Ring Cell Carcinoma, Jing Chen, Kuai Liu, Yikai Luo, Muxing Kang, Jun Wang, Guofeng Chen, Jia Qi, Wenxuan Wu, Beidi Wang, Yaxuan Han, Le Shi, Kefan Wang, Xiaying Han, Xiaojing Ma, Wei Liu, Yuan Ding, Liangjing Wang, Han Liang, Lie Wang, Jian Chen
Faculty, Staff and Student Publications
Background & aims: Gastric cancer (GC) is a major cancer type characterized by high heterogeneity in both tumor cells and the tumor immune microenvironment (TIME). One intractable GC subtype is gastric signet-ring cell carcinoma (GSRCC), which is associated with poor prognosis. However, it remains unclear what the GSRCC TIME characteristics are and how these characteristics may contribute to clinical outcomes.
Methods: We enrolled 32 patients with advanced GC of diverse subtypes and profiled their TIME using an immune-targeted single-cell profiling strategy, including (1) immune-targeted single-cell RNA sequencing (n = 20 patients) and (2) protein expression profiling by a targeted antibody …
Remote Neuronal Activity Drives Glioma Progression Through Sema4f, Emmet Huang-Hobbs, Yi-Ting Cheng, Yeunjung Ko, Estefania Luna-Figueroa, Brittney Lozzi, Kathryn R Taylor, Malcolm Mcdonald, Peihao He, Hsiao-Chi Chen, Yuhui Yang, Ehson Maleki, Zhung-Fu Lee, Sanjana Murali, Michael R Williamson, Dongjoo Choi, Rachel Curry, James Bayley, Junsung Woo, Ali Jalali, Michelle Monje, Jeffrey L Noebels, Akdes Serin Harmanci, Ganesh Rao, Benjamin Deneen
Remote Neuronal Activity Drives Glioma Progression Through Sema4f, Emmet Huang-Hobbs, Yi-Ting Cheng, Yeunjung Ko, Estefania Luna-Figueroa, Brittney Lozzi, Kathryn R Taylor, Malcolm Mcdonald, Peihao He, Hsiao-Chi Chen, Yuhui Yang, Ehson Maleki, Zhung-Fu Lee, Sanjana Murali, Michael R Williamson, Dongjoo Choi, Rachel Curry, James Bayley, Junsung Woo, Ali Jalali, Michelle Monje, Jeffrey L Noebels, Akdes Serin Harmanci, Ganesh Rao, Benjamin Deneen
Faculty, Staff and Students Publications
The tumor microenvironment (TME) plays an essential role in malignancy and neurons have emerged as a key component of the TME that promotes tumorigenesis across a host of cancers1,2. Recent studies on glioblastoma (GBM) highlight bi-directional signaling between tumors and neurons that propagates a vicious cycle of proliferation, synaptic integration, and brain hyperactivity3-8; however, the identity of neuronal subtypes and tumor subpopulations driving this phenomenon are incompletely understood. Here we show that callosal projection neurons located in the hemisphere contralateral to primary GBM tumors promote progression and widespread infiltration. Using this platform …
Hematopoietic Progenitor Kinase 1 Inhibits The Development And Progression Of Pancreatic Intraepithelial Neoplasia, Hua Wang, Rohan Moniruzzaman, Lei Li, Baoan Ji, Yi Liu, Xiangsheng Zuo, Reza Abbasgholizadeh, Jun Zhao, Guangchao Liu, Ruiqi Wang, Hongli Tang, Ryan Sun, Xiaoping Su, Tse-Hua Tan, Anirban Maitra, Huamin Wang
Hematopoietic Progenitor Kinase 1 Inhibits The Development And Progression Of Pancreatic Intraepithelial Neoplasia, Hua Wang, Rohan Moniruzzaman, Lei Li, Baoan Ji, Yi Liu, Xiangsheng Zuo, Reza Abbasgholizadeh, Jun Zhao, Guangchao Liu, Ruiqi Wang, Hongli Tang, Ryan Sun, Xiaoping Su, Tse-Hua Tan, Anirban Maitra, Huamin Wang
Faculty, Staff and Student Publications
Ras plays an essential role in the development of acinar-to-ductal metaplasia (ADM) and pancreatic ductal adenocarcinoma (PDAC). However, mutant Kras is an inefficient driver for PDAC development. The mechanisms of the switching from low Ras activity to high Ras activity that are required for development and progression of pancreatic intraepithelial neoplasias (PanINs) are unclear. In this study, we found that hematopoietic progenitor kinase 1 (HPK1) was upregulated during pancreatic injury and ADM. HPK1 interacted with the SH3 domain and phosphorylated Ras GTPase-activating protein (RasGAP) and upregulated RasGAP activity. Using transgenic mouse models of HPK1 or M46, a kinase-dead mutant of …
Single Cell Clonotypic And Transcriptional Evolution Of Multiple Myeloma Precursor Disease, Minghao Dang, Ruiping Wang, Hans C Lee, Krina K Patel, Melody R Becnel, Guangchun Han, Sheeba K Thomas, Dapeng Hao, Yanshuo Chu, Donna M Weber, Pei Lin, Zuzana Lutter-Berka, David A Berrios Nolasco, Mei Huang, Hima Bansal, Xingzhi Song, Jianhua Zhang, Andrew Futreal, Luz Yurany Moreno Rueda, David E Symer, Michael R Green, Cristhiam M Rojas Hernandez, Michael Kroll, Vahid Afshar-Khargan, Libere J Ndacayisaba, Peter Kuhn, Sattva S Neelapu, Robert Z Orlowski, Linghua Wang, Elisabet E Manasanch
Single Cell Clonotypic And Transcriptional Evolution Of Multiple Myeloma Precursor Disease, Minghao Dang, Ruiping Wang, Hans C Lee, Krina K Patel, Melody R Becnel, Guangchun Han, Sheeba K Thomas, Dapeng Hao, Yanshuo Chu, Donna M Weber, Pei Lin, Zuzana Lutter-Berka, David A Berrios Nolasco, Mei Huang, Hima Bansal, Xingzhi Song, Jianhua Zhang, Andrew Futreal, Luz Yurany Moreno Rueda, David E Symer, Michael R Green, Cristhiam M Rojas Hernandez, Michael Kroll, Vahid Afshar-Khargan, Libere J Ndacayisaba, Peter Kuhn, Sattva S Neelapu, Robert Z Orlowski, Linghua Wang, Elisabet E Manasanch
Faculty, Staff and Student Publications
Multiple myeloma remains an incurable disease, and the cellular and molecular evolution from precursor conditions, including monoclonal gammopathy of undetermined significance and smoldering multiple myeloma, is incompletely understood. Here, we combine single-cell RNA and B cell receptor sequencing from fifty-two patients with myeloma precursors in comparison with myeloma and normal donors. Our comprehensive analysis reveals early genomic drivers of malignant transformation, distinct transcriptional features, and divergent clonal expansion in hyperdiploid versus non-hyperdiploid samples. Additionally, we observe intra-patient heterogeneity with potential therapeutic implications and identify distinct patterns of evolution from myeloma precursor disease to myeloma. We also demonstrate distinctive characteristics of …
Microcalcification Crystallography As A Potential Marker Of Dcis Recurrence, Sarah B Gosling, Emily L Arnold, Samantha K Davies, Hannah Cross, Ihssane Bouybayoune, Doriana Calabrese, Jayakrupakar Nallala, Sarah E Pinder, Liping Fu, Esther H Lips, Lorraine King, Jeffrey Marks, Allison Hall, Lars J Grimm, Thomas Lynch, Donna Pinto, Hilary Stobart, E Shelley Hwang, Jelle Wesseling, Kalotina Geraki, Nicholas Stone, Iain D Lyburn, Charlene Greenwood, Keith D Rogers, Grand Challenge Precision Consortium
Microcalcification Crystallography As A Potential Marker Of Dcis Recurrence, Sarah B Gosling, Emily L Arnold, Samantha K Davies, Hannah Cross, Ihssane Bouybayoune, Doriana Calabrese, Jayakrupakar Nallala, Sarah E Pinder, Liping Fu, Esther H Lips, Lorraine King, Jeffrey Marks, Allison Hall, Lars J Grimm, Thomas Lynch, Donna Pinto, Hilary Stobart, E Shelley Hwang, Jelle Wesseling, Kalotina Geraki, Nicholas Stone, Iain D Lyburn, Charlene Greenwood, Keith D Rogers, Grand Challenge Precision Consortium
Faculty, Staff and Student Publications
Ductal carcinoma in-situ (DCIS) accounts for 20-25% of all new breast cancer diagnoses. DCIS has an uncertain risk of progression to invasive breast cancer and a lack of predictive biomarkers may result in relatively high levels (~ 75%) of overtreatment. To identify unique prognostic biomarkers of invasive progression, crystallographic and chemical features of DCIS microcalcifications have been explored. Samples from patients with at least 5-years of follow up and no known recurrence (174 calcifications in 67 patients) or ipsilateral invasive breast cancer recurrence (179 microcalcifications in 57 patients) were studied. Significant differences were noted between the two groups including whitlockite …
Targeting Cxcr4 Abrogates Resistance To Trastuzumab By Blocking Cell Cycle Progression And Synergizes With Docetaxel In Breast Cancer Treatment, Shuying Liu, Shelly M Xie, Wenbin Liu, Mihai Gagea, Ariella B Hanker, Nguyen Nguyen, Akshara Singareeka Raghavendra, Gloria Yang-Kolodji, Fuliang Chu, Sattva S Neelapu, Adriano Marchese, Samir Hanash, Johann Zimmermann, Carlos L Arteaga, Debasish Tripathy
Targeting Cxcr4 Abrogates Resistance To Trastuzumab By Blocking Cell Cycle Progression And Synergizes With Docetaxel In Breast Cancer Treatment, Shuying Liu, Shelly M Xie, Wenbin Liu, Mihai Gagea, Ariella B Hanker, Nguyen Nguyen, Akshara Singareeka Raghavendra, Gloria Yang-Kolodji, Fuliang Chu, Sattva S Neelapu, Adriano Marchese, Samir Hanash, Johann Zimmermann, Carlos L Arteaga, Debasish Tripathy
Faculty, Staff and Student Publications
Background: Although trastuzumab and other HER2-targeted therapies have significantly improved survival in patients with HER2 overexpressed or amplified (HER2+) breast cancer, a significant proportion of patients do not respond or eventually develop clinical resistance. Strategies to reverse trastuzumab resistance remain a high clinical priority. We were the first to report the role of CXCR4 in trastuzumab resistance. The present study aims to explore the therapeutic potential of targeting CXCR4 and better understand the associated mechanisms.
Methods: Immunofluorescent staining, confocal microscopy analysis, and immunoblotting were used to analyze CXCR4 expression. BrdU incorporation assays and flow cytometry were used to analyze dynamic …
17Β-Estradiol Promotes Extracellular Vesicle Release And Selective Mirna Loading In Erα-Positive Breast Cancer, Rares Drula, Barbara Pardini, Xiao Fu, Mireia Cruz De Los Santos, Ancuta Jurj, Lan Pang, Sherien M El-Daly, Linda Fabris, Erik Knutsen, Mihnea P Dragomir, Recep Bayraktar, Yongfeng Li, Meng Chen, Filippo Del Vecchio, Léa Berland, Jessica Dae, Daniel Fan, Masayoshi Shimizu, Anh M Tran, Mercedes Barzi, Carlotta Pioppini, Angelica M Gutierrez, Cristina Ivan, Salyna Meas, Carolyn S Hall, Suresh K Alahari, Ioana Berindan-Neagoe, Muller Fabbri, Anthony Lucci, Banu Arun, Simone Anfossi, George A Calin
17Β-Estradiol Promotes Extracellular Vesicle Release And Selective Mirna Loading In Erα-Positive Breast Cancer, Rares Drula, Barbara Pardini, Xiao Fu, Mireia Cruz De Los Santos, Ancuta Jurj, Lan Pang, Sherien M El-Daly, Linda Fabris, Erik Knutsen, Mihnea P Dragomir, Recep Bayraktar, Yongfeng Li, Meng Chen, Filippo Del Vecchio, Léa Berland, Jessica Dae, Daniel Fan, Masayoshi Shimizu, Anh M Tran, Mercedes Barzi, Carlotta Pioppini, Angelica M Gutierrez, Cristina Ivan, Salyna Meas, Carolyn S Hall, Suresh K Alahari, Ioana Berindan-Neagoe, Muller Fabbri, Anthony Lucci, Banu Arun, Simone Anfossi, George A Calin
Faculty, Staff and Student Publications
The causes and consequences of abnormal biogenesis of extracellular vesicles (EVs) are not yet well understood in malignancies, including in breast cancers (BCs). Given the hormonal signaling dependence of estrogen receptor-positive (ER+) BC, we hypothesized that 17β-estradiol (estrogen) might influence EV production and microRNA (miRNA) loading. We report that physiological doses of 17β-estradiol promote EV secretion specifically from ER+ BC cells via inhibition of miR-149-5p, hindering its regulatory activity on SP1, a transcription factor that regulates the EV biogenesis factor nSMase2. Additionally, miR-149-5p downregulation promotes hnRNPA1 expression, responsible for the loading of let-7's miRNAs into EVs. In multiple patient cohorts, …
Cxcr2 Expression During Melanoma Tumorigenesis Controls Transcriptional Programs That Facilitate Tumor Growth, J Yang, K Bergdorf, C Yan, W Luo, S C Chen, G D Ayers, Q Liu, X Liu, M Boothby, V L Weiss, S M Groves, A N Oleskie, X Zhang, D Y Maeda, J A Zebala, V Quaranta, A Richmond
Cxcr2 Expression During Melanoma Tumorigenesis Controls Transcriptional Programs That Facilitate Tumor Growth, J Yang, K Bergdorf, C Yan, W Luo, S C Chen, G D Ayers, Q Liu, X Liu, M Boothby, V L Weiss, S M Groves, A N Oleskie, X Zhang, D Y Maeda, J A Zebala, V Quaranta, A Richmond
Faculty, Staff and Student Publications
Background: Though the CXCR2 chemokine receptor is known to play a key role in cancer growth and response to therapy, a direct link between expression of CXCR2 in tumor progenitor cells during induction of tumorigenesis has not been established.
Methods: To characterize the role of CXCR2 during melanoma tumorigenesis, we generated tamoxifen-inducible tyrosinase-promoter driven BrafV600E/Pten-/-/Cxcr2-/- and NRasQ61R/INK4a-/-/Cxcr2-/- melanoma models. In addition, the effects of a CXCR1/CXCR2 antagonist, SX-682, on melanoma tumorigenesis were evaluated in BrafV600E/Pten-/- and NRasQ61R/INK4a-/- mice and in melanoma cell lines. Potential mechanisms by which Cxcr2 affects melanoma tumorigenesis in these murine models were explored using RNAseq, mMCP-counter, …
A Highly Selective Humanized Ddr1 Mab Reverses Immune Exclusion By Disrupting Collagen Fiber Alignment In Breast Cancer, Junquan Liu, Huai-Chin Chiang, Wei Xiong, Victor Laurent, Samuel C Griffiths, Jasmin Dülfer, Hui Deng, Xiujie Sun, Y Whitney Yin, Wenliang Li, Laurent P Audoly, Zhiqiang An, Thomas Schürpf, Rong Li, Ningyan Zhang
A Highly Selective Humanized Ddr1 Mab Reverses Immune Exclusion By Disrupting Collagen Fiber Alignment In Breast Cancer, Junquan Liu, Huai-Chin Chiang, Wei Xiong, Victor Laurent, Samuel C Griffiths, Jasmin Dülfer, Hui Deng, Xiujie Sun, Y Whitney Yin, Wenliang Li, Laurent P Audoly, Zhiqiang An, Thomas Schürpf, Rong Li, Ningyan Zhang
Faculty, Staff and Student Publications
BACKGROUND: Immune exclusion (IE) where tumors deter the infiltration of immune cells into the tumor microenvironment has emerged as a key mechanism underlying immunotherapy resistance. We recently reported a novel role of discoidin domain-containing receptor 1 (DDR1) in promoting IE in breast cancer and validated its critical role in IE using neutralizing rabbit monoclonal antibodies (mAbs) in multiple mouse tumor models.
METHODS: To develop a DDR1-targeting mAb as a potential cancer therapeutic, we humanized mAb9 with a complementarity-determining region grafting strategy. The humanized antibody named PRTH-101 is currently being tested in a Phase 1 clinical trial. We determined the binding …
A Novel Integrated Approach To Predicting Cancer Immunotherapy Efficacy, Ruihan Luo, Jacqueline Chyr, Jianguo Wen, Yanfei Wang, Weiling Zhao, Xiaobo Zhou
A Novel Integrated Approach To Predicting Cancer Immunotherapy Efficacy, Ruihan Luo, Jacqueline Chyr, Jianguo Wen, Yanfei Wang, Weiling Zhao, Xiaobo Zhou
Faculty, Staff and Student Publications
Immunotherapies have revolutionized cancer treatment modalities; however, predicting clinical response accurately and reliably remains challenging. Neoantigen load is considered as a fundamental genetic determinant of therapeutic response. However, only a few predicted neoantigens are highly immunogenic, with little focus on intratumor heterogeneity (ITH) in the neoantigen landscape and its link with different features in the tumor microenvironment. To address this issue, we comprehensively characterized neoantigens arising from nonsynonymous mutations and gene fusions in lung cancer and melanoma. We developed a composite NEO2IS to characterize interplays between cancer and CD8+ T-cell populations. NEO2IS improved prediction accuracy of patient responses to immune-checkpoint …
Adaptive Immunity In Genitourinary Cancers, Madhuri Koti, Trinity Bivalacqua, Peter C Black, Toni Cathomen, Matthew D Galsky, James L Gulley, Molly A Ingersoll, Ashish M Kamat, Wassim Kassouf, D Robert Siemens, Jianjun Gao
Adaptive Immunity In Genitourinary Cancers, Madhuri Koti, Trinity Bivalacqua, Peter C Black, Toni Cathomen, Matthew D Galsky, James L Gulley, Molly A Ingersoll, Ashish M Kamat, Wassim Kassouf, D Robert Siemens, Jianjun Gao
Faculty, Staff and Student Publications
Context: While urothelial and renal cell cancers have exhibited modest responses to novel immune checkpoint inhibitors targeting the programmed death ligand 1 and its receptor, response rates in patients with prostate cancer have remained poor. The factors underlying suboptimal outcomes observed in patients treated with novel immunotherapies are still to be resolved.
Objective: To review the literature and describe the key adaptive immune physiological events associated with cancer progression and therapeutic response in genitourinary (GU) cancers.
Evidence acquisition: We performed a nonsystematic, collaborative narrative review to highlight recent advancements leading to the current state of knowledge on the critical mediators …
A 3d Perfusable Platform For In Vitro Culture Of Patient Derived Xenografts, Lindsey K Sablatura, Kristin M Bircsak, Peter Shepherd, Madhavi Bathina, Karla Queiroz, Mary C Farach-Carson, Rick A Kittles, Pamela E Constantinou, Anthony Saleh, Nora M Navone, Daniel A Harrington
A 3d Perfusable Platform For In Vitro Culture Of Patient Derived Xenografts, Lindsey K Sablatura, Kristin M Bircsak, Peter Shepherd, Madhavi Bathina, Karla Queiroz, Mary C Farach-Carson, Rick A Kittles, Pamela E Constantinou, Anthony Saleh, Nora M Navone, Daniel A Harrington
Faculty, Staff and Student Publications
Many advanced cancer models, such as patient-derived xenografts (PDXs), offer significant benefits in their preservation of the native tumor's heterogeneity and susceptibility to treatments, but face significant barriers to use in their reliance on a rodent host for propagation and screening. PDXs remain difficult to implement in vitro, particularly in configurations that enable both detailed cellular analysis and high-throughput screening (HTS). Complex multilineage co-cultures with stromal fibroblasts, endothelium, and other cellular and structural components of the tumor microenvironment (TME) further complicate ex vivo implementation. Herein, the culture of multiple prostate cancer (PCa)-derived PDX models as 3D clusters within engineered biomimetic …
Pan-Cancer T Cell Atlas Links A Cellular Stress Response State To Immunotherapy Resistance, Yanshuo Chu, Enyu Dai, Yating Li, Guangchun Han, Guangsheng Pei, Davis R Ingram, Krupa Thakkar, Jiang-Jiang Qin, Minghao Dang, Xiuning Le, Can Hu, Qing Deng, Ansam Sinjab, Pravesh Gupta, Ruiping Wang, Dapeng Hao, Fuduan Peng, Xinmiao Yan, Yunhe Liu, Shumei Song, Shaojun Zhang, John V Heymach, Alexandre Reuben, Yasir Y Elamin, Melissa P Pizzi, Yang Lu, Rossana Lazcano, Jian Hu, Mingyao Li, Michael Curran, Andrew Futreal, Anirban Maitra, Amir A Jazaeri, Jaffer A Ajani, Charles Swanton, Xiang-Dong Cheng, Hussein A Abbas, Maura Gillison, Krishna Bhat, Alexander J Lazar, Michael Green, Kevin Litchfield, Humam Kadara, Cassian Yee, Linghua Wang
Pan-Cancer T Cell Atlas Links A Cellular Stress Response State To Immunotherapy Resistance, Yanshuo Chu, Enyu Dai, Yating Li, Guangchun Han, Guangsheng Pei, Davis R Ingram, Krupa Thakkar, Jiang-Jiang Qin, Minghao Dang, Xiuning Le, Can Hu, Qing Deng, Ansam Sinjab, Pravesh Gupta, Ruiping Wang, Dapeng Hao, Fuduan Peng, Xinmiao Yan, Yunhe Liu, Shumei Song, Shaojun Zhang, John V Heymach, Alexandre Reuben, Yasir Y Elamin, Melissa P Pizzi, Yang Lu, Rossana Lazcano, Jian Hu, Mingyao Li, Michael Curran, Andrew Futreal, Anirban Maitra, Amir A Jazaeri, Jaffer A Ajani, Charles Swanton, Xiang-Dong Cheng, Hussein A Abbas, Maura Gillison, Krishna Bhat, Alexander J Lazar, Michael Green, Kevin Litchfield, Humam Kadara, Cassian Yee, Linghua Wang
Faculty, Staff and Student Publications
Tumor-infiltrating T cells offer a promising avenue for cancer treatment, yet their states remain to be fully characterized. Here we present a single-cell atlas of T cells from 308,048 transcriptomes across 16 cancer types, uncovering previously undescribed T cell states and heterogeneous subpopulations of follicular helper, regulatory and proliferative T cells. We identified a unique stress response state, TSTR, characterized by heat shock gene expression. TSTR cells are detectable in situ in the tumor microenvironment across various cancer types, mostly within lymphocyte aggregates or potential tertiary lymphoid structures in tumor beds or surrounding tumor edges. T cell states/compositions correlated with …
Concomitant Targeting Of Flt3 And Btk Overcomes Flt3 Inhibitor Resistance In Acute Myeloid Leukemia Through The Inhibition Of Autophagy, Weiguo Zhang, Guopan Yu, Hongying Zhang, Mahesh Basyal, Charlie Ly, Bin Yuan, Vivian Ruvolo, Sujan Piya, Seemana Bhattacharya, Qi Zhang, Gautam Borthakur, Venkata Battula, Marina Konopleva, William G Rice, Michael Andreeff
Concomitant Targeting Of Flt3 And Btk Overcomes Flt3 Inhibitor Resistance In Acute Myeloid Leukemia Through The Inhibition Of Autophagy, Weiguo Zhang, Guopan Yu, Hongying Zhang, Mahesh Basyal, Charlie Ly, Bin Yuan, Vivian Ruvolo, Sujan Piya, Seemana Bhattacharya, Qi Zhang, Gautam Borthakur, Venkata Battula, Marina Konopleva, William G Rice, Michael Andreeff
Faculty, Staff and Student Publications
Strategies to overcome resistance to FMS-like tyrosine kinase 3 (FLT3)-targeted therapy in acute myeloid leukemia (AML) are urgently needed. We identified autophagy as one of the resistance mechanisms, induced by hypoxia and the bone marrow microenvironment via activation of Bruton tyrosine kinase (BTK). Suppressing autophagy/BTK sensitized FLT3- mutated AML to FLT3 inhibitor-induced apoptosis. Furthermore, co-targeting FLT3/BTK/aurora kinases with a novel multikinase inhibitor CG-806 (luxeptinib) induced profound apoptosis in FLT3-mutated AML by co-suppressing FLT3/BTK, antagonizing autophagy, and causing leukemia cell death in FLT3-wildtype AML by aurora kinase-mediated G2/M arrest and polyploidy, in addition to FLT3 inhibition. Thus, CG-806 exerted profound anti-leukemia …
Adjuvant Therapy With Oncolytic Adenovirus Delta-24-Rgdox After Intratumoral Adoptive T-Cell Therapy Promotes Antigen Spread To Sustain Systemic Antitumor Immunity, Hong Jiang, Dong Ho Shin, Yanhua Yi, Xuejun Fan, Joy Gumin, Jiasen He, Andrew G Gillard, Frederick F Lang, Candelaria Gomez-Manzano, Juan Fueyo
Adjuvant Therapy With Oncolytic Adenovirus Delta-24-Rgdox After Intratumoral Adoptive T-Cell Therapy Promotes Antigen Spread To Sustain Systemic Antitumor Immunity, Hong Jiang, Dong Ho Shin, Yanhua Yi, Xuejun Fan, Joy Gumin, Jiasen He, Andrew G Gillard, Frederick F Lang, Candelaria Gomez-Manzano, Juan Fueyo
Faculty, Staff and Student Publications
Cancer cell heterogeneity and immunosuppressive tumor microenvironment (TME) pose a challenge in treating solid tumors with adoptive cell therapies targeting limited tumor-associated antigens (TAA), such as chimeric antigen receptor T-cell therapy. We hypothesize that oncolytic adenovirus Delta-24-RGDOX activates the TME and promote antigen spread to potentiate the abscopal effect of adoptive TAA-targeting T cells in localized intratumoral treatment. Herein, we used C57BL/6 mouse models with disseminated tumors derived from B16 melanoma cell lines to assess therapeutic effects and antitumor immunity. gp100-specific pmel-1 or ovalbumin (OVA)-specific OT-I T cells were injected into the first subcutaneous tumor, followed by three injections of …
Circulating Succinate-Modifying Metabolites Accurately Classify And Reflect The Status Of Fumarate Hydratase-Deficient Renal Cell Carcinoma, Liang Zheng, Zi-Ran Zhu, Tal Sneh, Wei-Tuo Zhang, Zao-Yu Wang, Guang-Yu Wu, Wei He, Hong-Gang Qi, Hang Wang, Xiao-Yu Wu, Jonatan Fernández-García, Ifat Abramovich, Yun-Ze Xu, Jin Zhang, Eyal Gottlieb
Circulating Succinate-Modifying Metabolites Accurately Classify And Reflect The Status Of Fumarate Hydratase-Deficient Renal Cell Carcinoma, Liang Zheng, Zi-Ran Zhu, Tal Sneh, Wei-Tuo Zhang, Zao-Yu Wang, Guang-Yu Wu, Wei He, Hong-Gang Qi, Hang Wang, Xiao-Yu Wu, Jonatan Fernández-García, Ifat Abramovich, Yun-Ze Xu, Jin Zhang, Eyal Gottlieb
Faculty, Staff and Student Publications
Germline or somatic loss-of-function mutations of fumarate hydratase (FH) predispose patients to an aggressive form of renal cell carcinoma (RCC). Since other than tumor resection there is no effective therapy for metastatic FH-deficient RCC, an accurate method for early diagnosis is needed. Although MRI or CT scans are offered, they cannot differentiate FH-deficient tumors from other RCCs. Therefore, finding noninvasive plasma biomarkers suitable for rapid diagnosis, screening, and surveillance would improve clinical outcomes. Taking advantage of the robust metabolic rewiring that occurs in FH-deficient cells, we performed plasma metabolomics analysis and identified 2 tumor-derived metabolites, succinyl-adenosine and succinic-cysteine, as excellent …
Differential Gene Expression Of Fresh Tissue And Patient-Derived Explants’ Matricellular Proteins Augment Inflammatory Breast Cancer Metastasis: The Possible Role Of Il-6 And Mcp-1, Alshaimaa Tarek, Hossam Taha Mohamed, Aya Ali El-Sharkawy, Shrouk Khalaf El-Sayed, Jon Mark Hirshon, Wendy A Woodward, Mohamed El-Shinawi, Mona Mostafa Mohamed
Differential Gene Expression Of Fresh Tissue And Patient-Derived Explants’ Matricellular Proteins Augment Inflammatory Breast Cancer Metastasis: The Possible Role Of Il-6 And Mcp-1, Alshaimaa Tarek, Hossam Taha Mohamed, Aya Ali El-Sharkawy, Shrouk Khalaf El-Sayed, Jon Mark Hirshon, Wendy A Woodward, Mohamed El-Shinawi, Mona Mostafa Mohamed
Faculty, Staff and Student Publications
BACKGROUND: Matricellular proteins comprising matrisome and adhesome are responsible for structure integrity and interactions between cells in the tumour microenvironment of breast cancer. Changes in the gene expression of matrisome and adhesome augment metastasis. Since inflammatory breast cancer (IBC) is characterized by high metastatic behaviour. Herein, we compared the gene expression profile of matrisome and adhesome in non-IBC and IBC in fresh tissue and ex vivo patient-derived explants (PDEs) and we also compared the secretory inflammatory mediators of PDEs in non-IBC and IBC to identify secretory cytokines participate in cross-talk between cells via interactions with matrisome and adhisome.
METHODS: Fifty …
Kras-Dependency In Pancreatic Ductal Adenocarcinoma: Mechanisms Of Escaping In Resistance To Kras Inhibitors And Perspectives Of Therapy, Enrico Gurreri, Giannicola Genovese, Luigi Perelli, Antonio Agostini, Geny Piro, Carmine Carbone, Giampaolo Tortora
Kras-Dependency In Pancreatic Ductal Adenocarcinoma: Mechanisms Of Escaping In Resistance To Kras Inhibitors And Perspectives Of Therapy, Enrico Gurreri, Giannicola Genovese, Luigi Perelli, Antonio Agostini, Geny Piro, Carmine Carbone, Giampaolo Tortora
Faculty, Staff and Student Publications
Pancreatic ductal adenocarcinoma (PDAC) is still one of the deadliest cancers in oncology because of its increasing incidence and poor survival rate. More than 90% of PDAC patients are KRAS mutated (KRASmu), with KRASG12D and KRASG12V being the most common mutations. Despite this critical role, its characteristics have made direct targeting of the RAS protein extremely difficult. KRAS regulates development, cell growth, epigenetically dysregulated differentiation, and survival in PDAC through activation of key downstream pathways, such as MAPK-ERK and PI3K-AKT-mammalian target of rapamycin (mTOR) signaling, in a KRAS-dependent manner. KRASmu induces the occurrence of acinar-to-ductal metaplasia (ADM) and pancreatic intraepithelial …
Toll-Like Receptors 2, 4, And 9 Modulate Promoting Effect Of Copd-Like Airway Inflammation On K-Ras-Driven Lung Cancer Through Activation Of The Myd88/Nf-ĸb Pathway In The Airway Epithelium, Walter V Velasco, Nasim Khosravi, Susana Castro-Pando, Nelly Torres-Garza, Maria T Grimaldo, Avantika Krishna, Michael J Clowers, Misha Umer, Sabah Tariq Amir, Diana Del Bosque, Soudabeh Daliri, Maria Miguelina De La Garza, Marco Ramos-Castaneda, Scott E Evans, Seyed Javad Moghaddam
Toll-Like Receptors 2, 4, And 9 Modulate Promoting Effect Of Copd-Like Airway Inflammation On K-Ras-Driven Lung Cancer Through Activation Of The Myd88/Nf-ĸb Pathway In The Airway Epithelium, Walter V Velasco, Nasim Khosravi, Susana Castro-Pando, Nelly Torres-Garza, Maria T Grimaldo, Avantika Krishna, Michael J Clowers, Misha Umer, Sabah Tariq Amir, Diana Del Bosque, Soudabeh Daliri, Maria Miguelina De La Garza, Marco Ramos-Castaneda, Scott E Evans, Seyed Javad Moghaddam
Faculty, Staff and Student Publications
INTRODUCTION: Toll-like receptors (TLRs) are an extensive group of proteins involved in host defense processes that express themselves upon the increased production of endogenous damage-associated molecular patterns (DAMPs) and pathogen-associated molecular patterns (PAMPs) due to the constant contact that airway epithelium may have with pathogenic foreign antigens. We have previously shown that COPD-like airway inflammation induced by exposure to an aerosolized lysate of nontypeable
METHODS: In the present study, we have dissected the role of TLRs in this process by knocking out TLR2, 4, and 9 and analyzing how these deletions affect the promoting effect of COPD-like airway inflammation on …
Deciphering Tumor Ecosystems At Super Resolution From Spatial Transcriptomics With Tesla, Jian Hu, Kyle Coleman, Daiwei Zhang, Edward B Lee, Humam Kadara, Linghua Wang, Mingyao Li
Deciphering Tumor Ecosystems At Super Resolution From Spatial Transcriptomics With Tesla, Jian Hu, Kyle Coleman, Daiwei Zhang, Edward B Lee, Humam Kadara, Linghua Wang, Mingyao Li
Faculty, Staff and Student Publications
Cell populations in the tumor microenvironment (TME), including their abundance, composition, and spatial location, are critical determinants of patient response to therapy. Recent advances in spatial transcriptomics (ST) have enabled the comprehensive characterization of gene expression in the TME. However, popular ST platforms, such as Visium, only measure expression in low-resolution spots and have large tissue areas that are not covered by any spots, which limits their usefulness in studying the detailed structure of TME. Here, we present TESLA, a machine learning framework for tissue annotation with pixel-level resolution in ST. TESLA integrates histological information with gene expression to annotate …
Phase Ii Trial Of Neoadjuvant Sitravatinib Plus Nivolumab In Patients Undergoing Nephrectomy For Locally Advanced Clear Cell Renal Cell Carcinoma, Jose A Karam, Pavlos Msaouel, Cara L Haymaker, Surena F Matin, Matthew T Campbell, Amado J Zurita, Amishi Y Shah, Ignacio I Wistuba, Enrica Marmonti, Dzifa Y Duose, Edwin R Parra, Luisa Maren Solis Soto, Caddie Laberiano-Fernandez, Marisa Lozano, Alice Abraham, Max Hallin, Curtis D Chin, Peter Olson, Hirak Der-Torossian, Xiaohong Yan, Nizar M Tannir, Christopher G Wood
Phase Ii Trial Of Neoadjuvant Sitravatinib Plus Nivolumab In Patients Undergoing Nephrectomy For Locally Advanced Clear Cell Renal Cell Carcinoma, Jose A Karam, Pavlos Msaouel, Cara L Haymaker, Surena F Matin, Matthew T Campbell, Amado J Zurita, Amishi Y Shah, Ignacio I Wistuba, Enrica Marmonti, Dzifa Y Duose, Edwin R Parra, Luisa Maren Solis Soto, Caddie Laberiano-Fernandez, Marisa Lozano, Alice Abraham, Max Hallin, Curtis D Chin, Peter Olson, Hirak Der-Torossian, Xiaohong Yan, Nizar M Tannir, Christopher G Wood
Faculty, Staff and Student Publications
Sitravatinib is an immunomodulatory tyrosine kinase inhibitor that can augment responses when combined with programmed death-1 inhibitors such as nivolumab. We report a single-arm, interventional, phase 2 study of neoadjuvant sitravatinib in combination with nivolumab in patients with locally advanced clear cell renal cell carcinoma (ccRCC) prior to curative nephrectomy (NCT03680521). The primary endpoint was objective response rate (ORR) prior to surgery with a null hypothesis ORR = 5% and the alternative hypothesis set at ORR = 30%. Secondary endpoints were safety; pharmacokinetics (PK) of sitravatinib; immune effects, including changes in programmed cell death-ligand 1 expression; time-to-surgery; and disease-free survival …
Spatial Transcriptomics Depict Ligand-Receptor Cross-Talk Heterogeneity At The Tumor-Stroma Interface In Long-Term Ovarian Cancer Survivors, Sammy Ferri-Borgogno, Ying Zhu, Jianting Sheng, Jared K Burks, Javier A Gomez, Kwong Kwok Wong, Stephen T C Wong, Samuel C Mok
Spatial Transcriptomics Depict Ligand-Receptor Cross-Talk Heterogeneity At The Tumor-Stroma Interface In Long-Term Ovarian Cancer Survivors, Sammy Ferri-Borgogno, Ying Zhu, Jianting Sheng, Jared K Burks, Javier A Gomez, Kwong Kwok Wong, Stephen T C Wong, Samuel C Mok
Faculty, Staff and Student Publications
Advanced high-grade serous ovarian cancer (HGSC) is an aggressive disease that accounts for 70% of all ovarian cancer deaths. Nevertheless, 15% of patients diagnosed with advanced HGSC survive more than 10 years. The elucidation of predictive markers of these long-term survivors (LTS) could help identify therapeutic targets for the disease, and thus improve patient survival rates. To investigate the stromal heterogeneity of the tumor microenvironment (TME) in ovarian cancer, we used spatial transcriptomics to generate spatially resolved transcript profiles in treatment-naïve advanced HGSC from LTS and short-term survivors (STS) and determined the association between cancer-associated fibroblasts (CAF) heterogeneity and survival …
Comparative Tumor Microenvironment Analysis Of Primary And Recurrent Ovarian Granulosa Cell Tumors, Eleonora Khlebus, Veena K Vuttaradhi, Thomas Welte, Namrata Khurana, Joseph Celestino, Hannah C Beird, Curtis Gumbs, Latasha Little, Alejandra Flores Legarreta, Bryan M Fellman, Tri Nguyen, Barrett Lawson, Sammy Ferri-Borgogno, Samuel C Mok, Russell R Broaddus, David M Gershenson, P Andrew Futreal, R Tyler Hillman
Comparative Tumor Microenvironment Analysis Of Primary And Recurrent Ovarian Granulosa Cell Tumors, Eleonora Khlebus, Veena K Vuttaradhi, Thomas Welte, Namrata Khurana, Joseph Celestino, Hannah C Beird, Curtis Gumbs, Latasha Little, Alejandra Flores Legarreta, Bryan M Fellman, Tri Nguyen, Barrett Lawson, Sammy Ferri-Borgogno, Samuel C Mok, Russell R Broaddus, David M Gershenson, P Andrew Futreal, R Tyler Hillman
Faculty, Staff and Student Publications
Adult-type granulosa cell tumors (aGCT) are rare ovarian sex cord tumors with few effective treatments for recurrent disease. The objective of this study was to characterize the tumor microenvironment (TME) of primary and recurrent aGCTs and to identify correlates of disease recurrence. Total RNA sequencing (RNA-seq) was performed on 24 pathologically confirmed, cryopreserved aGCT samples, including 8 primary and 16 recurrent tumors. After read alignment and quality-control filtering, DESeq2 was used to identify differentially expressed genes (DEG) between primary and recurrent tumors. Functional enrichment pathway analysis and gene set enrichment analysis was performed using “clusterProfiler” and “GSVA” R packages. TME …