Biomedical Informatics Commons^™

Decoding Meningioma Heterogeneity And Neoplastic Cell-Macrophage Interaction Through Single-Cell Transcriptome Profiling Across Pathological Grades, Hailang Fan, Lairong Song, Jian Fan, Junpeng Ma, Xiaojie Li, Junting Zhang, Jian Hu, Zhen Wu, Dake Zhang, Liang Wang

Faculty, Staff and Student Publications

Background: Analyzing meningioma of distinct pathological types at the single-cell level can provide new and valuable insights into the specific biological mechanisms of each cellular subpopulation, as well as their vital interplay within the tumor microenvironment.

Methods: We recruited patients diagnosed with four distinct types of meningioma and performed single-cell RNA sequencing on their tumor samples, concurrently analyzing a publicly available dataset for comparison. Next, we separated the cells into discrete clusters and identified their unique identities. Using pseudotime analysis, we demonstrated cellular differentiation and dynamics. To investigate biological function, we employed weighted gene co-expression network analysis, gene regulatory network, …

Braf D594a Mutation Defines A Unique Biological And Immuno-Modulatory Subgroup Associated With Functional Cd8+ T Cell Infiltration In Colorectal Cancer, Wenjing Li, Chenyi Zhao, Wenhui Li, Yang Gong, Kaili Ma, Yujie Lu, Xiaowei Liu, Lianjun Zhang, Feng Guo

Faculty, Staff and Student Publications

BACKGROUND: BRAF non-V600 mutation occupies a relatively small but critical subset in colorectal cancer (CRC). However, little is known about the biological functions and impacts of BRAF class III mutation in CRC. Here, we aim to explore how D594A mutation impacts on biological behaviors and immune related signatures in murine CRC cells.

METHODS: BRAF V600E (class I), G469V (class II) and D594A (class III) mutant cell lines were established based on MC38 cells. The biological behaviors of cells were evaluated in respect of cell growth, cell proliferation, cell apoptosis, cell migration and invasion by the methods of colony-forming assay, CCK-8 …

Reap-2: An Interactive Quantitative Tool For Robust And Efficient Dose-Response Curve Estimation, Xinying Fang, Xinyi Liu, Vernon M Chinchilli, Michael Wang, Hong-Gang Wang, Nikolay V Dokholyan, Chan Shen, J Jack Lee, Shouhao Zhou

Faculty, Staff and Student Publications

REAP-2 is an interactive dose-response curve estimation tool for Robust and Efficient Assessment of drug Potency. It provides user-friendly dose-response curve estimation for in vitro studies and conducts statistical testing for model comparisons with a redesigned user interface. We also make a major update of the underlying estimation method with penalized beta regression, which demonstrates great reliability and accuracy in dose estimation and uncertainty quantification. In this note, we describe the method and implementation of REAP-2 with a highlight on potency estimation and drug comparison.

Immune-Depleted Tumor Microenvironment Is Associated With Poor Outcomes And Btk Inhibitor Resistance In Mantle Cell Lymphoma, Preetesh Jain, Krystle Nomie, Nikita Kotlov, Vitaiy Segodin, Holly Hill, Chi Young Ok, Ahmed Fetooh, Rashmi Kanagal-Shamanna, Francisco Vega, Alexander Bagaev, Nathan Fowler, Christopher R Flowers, Michael Wang

Faculty, Staff and Student Publications

Mantle cell lymphoma (MCL) is a generally aggressive B cell non-Hodgkin lymphoma (B-NHL). Outcomes of patients have improved in the era of Bruton’s tyrosine kinase inhibitors (BTKi). However, MCL patients can develop resistance to BTKi over time and can progress [1]. Ibrutinib resistance in MCL is correlated with an overexpression of OXPHOS, MYC and PI3K/AKT/m-TOR pathways. Somatic mutations in TP53, KMT2D, NSD2, SMARCA4, CCND1, TRAF2, NFKBIE genes are reported with ibrutinib resistance [2]. A few reports have also demonstrated that a decrease in T cell numbers [3, 4] or a downregulation of effector/cytotoxic …

High-Fat Diet, But Not Duration Of Lactation, Increases Mammary Gland Lymphatic Vessel Function And Subsequent Growth Of Inflammatory Breast Cancer Cells, Wintana Balema, Janelle Morton, Richard A Larson, Li Li, Fred Christian Velasquez, Natalie W Fowlkes, Savitri Krishnamurthy, Bisrat G Debeb, Eva Sevick-Muraca, Wendy A Woodward

Faculty, Staff and Student Publications

Inflammatory breast cancer (IBC) presents as rapid-onset swelling and breast skin changes caused by tumor emboli in the breast and breast skin lymphatics. IBC has been linked with obesity and duration of breastfeeding, but how these factors affect IBC tumor progression is not clear. We modeled the simultaneous effects of diet and weaning in mice on in vivo lymphatic function; on IBC tumor growth; and on aspects of the mammary gland microenvironment before and after IBC (SUM149) xenograft inoculation. We hypothesized that weaning status and diet would have synergistic effects on lymphatic function and the breast microenvironment to enhance IBC …

Endocrine Therapy Synergizes With Smac Mimetics To Potentiate Antigen Presentation And Tumor Regression In Hormone Receptor-Positive Breast Cancer, Francisco Hermida-Prado, Yingtian Xie, Shira Sherman, Zsuzsanna Nagy, Douglas Russo, Tara Akhshi, Zhengtao Chu, Avery Feit, Marco Campisi, Minyue Chen, Agostina Nardone, Cristina Guarducci, Klothilda Lim, Alba Font-Tello, Irene Lee, Juana García-Pedrero, Israel Cañadas, Judith Agudo, Ying Huang, Tal Sella, Qingchun Jin, Nabihah Tayob, Elizabeth A Mittendorf, Sara M Tolaney, Xintao Qiu, Henry Long, William F Symmans, Jia-Ren Lin, Sandro Santagata, Isabelle Bedrosian, Denise A Yardley, Ingrid A Mayer, Edward T Richardson, Giacomo Oliveira, Catherine J Wu, Eugene F Schuster, Mitch Dowsett, Alana L Welm, David Barbie, Otto Metzger, Rinath Jeselsohn

Faculty, Staff and Student Publications

Immunotherapies have yet to demonstrate significant efficacy in the treatment of hormone receptor-positive (HR+) breast cancer. Given that endocrine therapy (ET) is the primary approach for treating HR+ breast cancer, we investigated the effects of ET on the tumor immune microenvironment (TME) in HR+ breast cancer. Spatial proteomics of primary HR+ breast cancer samples obtained at baseline and after ET from patients enrolled in a neoadjuvant clinical trial (NCT02764541) indicated that ET upregulated β2-microglobulin and influenced the TME in a manner that promotes enhanced immunogenicity. To gain a deeper understanding of the underlying mechanisms, the intrinsic effects of …

Setd2 Loss And Atr Inhibition Synergize To Promote Cgas Signaling And Immunotherapy Response In Renal Cell Carcinoma, Xian-De Liu, Yan-Ting Zhang, Daniel J Mcgrail, Xuesong Zhang, Truong Lam, Anh Hoang, Elshad Hasanov, Ganiraju Manyam, Christine B Peterson, Haifeng Zhu, Shwetha V Kumar, Rehan Akbani, Patrick G Pilie, Nizar M Tannir, Guang Peng, Eric Jonasch

Faculty, Staff and Student Publications

PURPOSE: Immune checkpoint blockade (ICB) demonstrates durable clinical benefits in a minority of patients with renal cell carcinoma (RCC). We aimed to identify the molecular features that determine the response and develop approaches to enhance it.

EXPERIMENTAL DESIGN: We investigated the effects of SET domain-containing protein 2 (SETD2) loss on the DNA damage response pathway, the cytosolic DNA-sensing pathway, the tumor immune microenvironment, and the response to ataxia telangiectasia and rad3-related (ATR) and checkpoint inhibition in RCC.

RESULTS: ATR inhibition activated the cyclic GMP-AMP synthase (cGAS)-interferon regulatory factor 3 (IRF3)-dependent cytosolic DNA-sensing pathway, resulting in the concurrent expression of inflammatory …

Single-Cell Characterization Of Pulmonary Nodules Implicates Suppression Of Immunosurveillance Across Early Stages Of Lung Adenocarcinoma, Jane Yanagawa, Linh M Tran, Ramin Salehi-Rad, Raymond J Lim, Camelia Dumitras, Eileen Fung, William D Wallace, Ashley E Prosper, Gregory Fishbein, Conor Shea, Rui Hong, Bitta Kahangi, John J Deng, Adam C Gower, Bin Liu, Joshua D Campbell, Sarah A Mazzilli, Jennifer E Beane, Humam Kadara, Marc E Lenburg, Avrum E Spira, Denise R Aberle, Kostyantyn Krysan, Steven M Dubinett

Faculty, Staff and Student Publications

UNLABELLED: A greater understanding of molecular, cellular, and immunological changes during the early stages of lung adenocarcinoma development could improve diagnostic and therapeutic approaches in patients with pulmonary nodules at risk for lung cancer. To elucidate the immunopathogenesis of early lung tumorigenesis, we evaluated surgically resected pulmonary nodules representing the spectrum of early lung adenocarcinoma as well as associated normal lung tissues using single-cell RNA sequencing and validated the results by flow cytometry and multiplex immunofluorescence (MIF). Single-cell transcriptomics revealed a significant decrease in gene expression associated with cytolytic activities of tumor-infiltrating natural killer and natural killer T cells. This …

A Machine Learning Approach That Measures Ph Using Acidocest Mri Of Iopamidol, Tianzhe Li, Julio Cárdenas-Rodríguez, Priya N Trakru, Mark D Pagel

Faculty, Staff and Student Publications

Tumor acidosis is an important biomarker for aggressive tumors, and extracellular pH (pHe) of the tumor microenvironment can be used to predict and evaluate tumor responses to chemotherapy and immunotherapy. AcidoCEST MRI measures tumor pHe by exploiting the pH-dependent chemical exchange saturation transfer (CEST) effect of iopamidol, an exogenous CT agent repurposed for CEST MRI. However, all pH fitting methodologies for acidoCEST MRI data have limitations. Herein we present results of the application of machine learning for extracting pH values from CEST Z-spectra of iopamidol. We acquired 36,000 experimental CEST spectra from 200 phantoms of iopamidol prepared at five concentrations, …

Kunitz-Type Protease Inhibitor Tfpi2 Remodels Stemness And Immunosuppressive Tumor Microenvironment In Glioblastoma, Lizhi Pang, Madeline Dunterman, Songlin Guo, Fatima Khan, Yang Liu, Erfan Taefi, Atousa Bahrami, Changiz Geula, Wen-Hao Hsu, Craig Horbinski, Charles David James, Peiwen Chen

Faculty, Staff and Student Publications

Glioblastoma (GBM) tumors consist of multiple cell populations, including self-renewing glioblastoma stem cells (GSCs) and immunosuppressive microglia. Here we identified Kunitz-type protease inhibitor TFPI2 as a critical factor connecting these cell populations and their associated GBM hallmarks of stemness and immunosuppression. TFPI2 promotes GSC self-renewal and tumor growth via activation of the c-Jun N-terminal kinase-signal transducer and activator of transcription (STAT)3 pathway. Secreted TFPI2 interacts with its functional receptor CD51 on microglia to trigger the infiltration and immunosuppressive polarization of microglia through activation of STAT6 signaling. Inhibition of the TFPI2-CD51-STAT6 signaling axis activates T cells and synergizes with anti-PD1 therapy …

Pd-1 Blockade In Combination With Dasatinib Potentiates Induction Of Anti-Acute Lymphocytic Leukemia Immunity, Paul Koller, Natalia Baran, Karine Harutyunyan, Antonio Cavazos, Saradhi Mallampati, Renee L Chin, Zhou Jiang, Xian Sun, Heng-Huan Lee, Jennifer L Hsu, Patrick Williams, Xuelin Huang, Michael A Curran, Mien-Chie Hung, Marina Konopleva

Faculty, Staff and Student Publications

Immunotherapy, in the form of hematopoietic stem cell transplantation (HSCT), has been part of the standard of care in the treatment of acute leukemia for over 40 years. Trials evaluating novel immunotherapeutic approaches, such as targeting the programmed death-1 (PD-1) pathway, have unfortunately not yielded comparable results to those seen in solid tumors. Major histocompatibility complex (MHC) proteins are cell surface proteins essential for the adaptive immune system to recognize self versus non-self. MHC typing is used to determine donor compatibility when evaluating patients for HSCT. Recently, loss of MHC class II (MHC II) was shown to be a mechanism …

Single-Cell Dissection Of Tumor Microenvironmental Response And Resistance To Cancer Therapy, Yikai Luo, Han Liang

Faculty, Staff and Student Publications

Cancer treatment strategies have evolved significantly over the years, with chemotherapy, targeted therapy, and immunotherapy as major pillars. Each modality leads to unique treatment outcomes by interacting with the tumor microenvironment (TME), which imposes a fundamental selective pressure on cancer progression. The advent of single-cell profiling technologies has revolutionized our understanding of the intricate and heterogeneous nature of the TME at an unprecedented resolution. This review delves into the commonalities and differential manifestations of how cancer therapies reshape the microenvironment in diverse cancer types. We highlight how groundbreaking immune checkpoint blockade (ICB) strategies alone or in combination with tumor-targeting treatments …

Differential Effects Of Pancreatic Cancer-Derived Extracellular Vesicles Driving A Suppressive Environment, Anurag Purushothaman, Jacqueline Oliva-Ramírez, Warapen Treekitkarnmongkol, Deivendran Sankaran, Mark W Hurd, Nagireddy Putluri, Anirban Maitra, Cara Haymaker, Subrata Sen

Faculty, Staff and Student Publications

Pancreatic ductal adenocarcinoma (PDAC) cells display extensive crosstalk with their surrounding environment to regulate tumor growth, immune evasion, and metastasis. Recent advances have attributed many of these interactions to intercellular communication mediated by small extracellular vesicles (sEVs), involving cancer-associated fibroblasts (CAF). To explore the impact of sEVs on monocyte lineage transition as well as the expression of checkpoint receptors and activation markers, peripheral blood monocytes from healthy subjects were exposed to PDAC-derived sEVs. Additionally, to analyze the role of sEV-associated HA in immune regulation and tissue-resident fibroblasts, monocytes and pancreatic stellate cells were cultured in the presence of PDAC sEVs …

Axl-Initiated Paracrine Activation Of Pstat3 Enhances Mesenchymal And Vasculogenic Supportive Features Of Tumor-Associated Macrophages, Chia-Nung Hung, Meizhen Chen, Daniel T Dearmond, Cheryl H-L Chiu, Catherine A Limboy, Xi Tan, Meena Kusi, Chih-Wei Chou, Li-Ling Lin, Zhao Zhang, Chiou-Miin Wang, Chun-Liang Chen, Kohzoh Mitsuya, Pawel A Osmulski, Maria E Gaczynska, Nameer B Kirma, Ratna K Vadlamudi, Don L Gibbons, Steve Warner, Andrew J Brenner, Daruka Mahadevan, Joel E Michalek, Tim H-M Huang, Josephine A Taverna

Faculty, Staff and Student Publications

Tumor-associated macrophages (TAMs) are integral to the development of complex tumor microenvironments (TMEs) and can execute disparate cellular programs in response to extracellular cues. However, upstream signaling processes underpinning this phenotypic plasticity remain to be elucidated. Here, we report that concordant AXL-STAT3 signaling in TAMs is triggered by lung cancer cells or cancer-associated fibroblasts in the cytokine milieu. This paracrine action drives TAM differentiation toward a tumor-promoting "M2-like" phenotype with upregulation of CD163 and putative mesenchymal markers, contributing to TAM heterogeneity and diverse cellular functions. One of the upregulated markers, CD44, mediated by AXL-IL-11-pSTAT3 signaling cascade, enhances macrophage ability to …

Krasg12d Inhibition Reprograms The Tumor Microenvironment Of Early And Advanced Pancreatic Cancer To Promote Fas-Mediated Killing By Cd8+ T Cells, Krishnan K Mahadevan, Kathleen M Mcandrews, Valerie S Lebleu, Sujuan Yang, Hengyu Lyu, Bingrui Li, Amari M Sockwell, Michelle L Kirtley, Sami J Morse, Barbara A Moreno Diaz, Michael P Kim, Ningping Feng, Anastasia M Lopez, Paola A Guerrero, Francesca Paradiso, Hikaru Sugimoto, Kent A Arian, Haoqiang Ying, Yasaman Barekatain, Lakshmi Kavitha Sthanam, Patience J Kelly, Anirban Maitra, Timothy P Heffernan, Raghu Kalluri

Faculty, Staff and Student Publications

The KRASG12D mutation is present in nearly half of pancreatic adenocarcinomas (PDAC). We investigated the effects of inhibiting the KRASG12D mutant protein with MRTX1133, a non-covalent small molecule inhibitor of KRASG12D, on early and advanced PDAC and its influence on the tumor microenvironment. Employing 16 different models of KRASG12D-driven PDAC, we demonstrate that MRTX1133 reverses early PDAC growth, increases intratumoral CD8+ effector T cells, decreases myeloid infiltration, and reprograms cancer associated fibroblasts. MRTX1133 leads to regression of both established PanINs and advanced PDAC. Regression of advanced PDAC requires CD8+ T cells and immune checkpoint blockade (ICB) synergizes with MRTX1133 …

Aerobic Exercise Alters The Melanoma Microenvironment And Modulates Erk5 S496 Phosphorylation, Hannah Savage, Sumedha Pareek, Jonghae Lee, Riccardo Ballarò, Darlan Conterno Minussi, Karma Hayek, Mumina Sadullozoda, Brooke S Lochmann, Jennifer L Mcquade, Emily C Lavoy, Enrica Marmonti, Hetal Patel, Guangyu Wang, Masaki Imanishi, Sivareddy Kotla, Jun-Ichi Abe, Keri Schadler

Faculty, Staff and Student Publications

Exercise changes the tumor microenvironment by remodeling blood vessels and increasing infiltration by cytotoxic immune cells. The mechanisms driving these changes remain unclear. Herein, we demonstrate that exercise normalizes tumor vasculature and upregulates endothelial expression of VCAM1 in YUMMER 1.7 and B16F10 murine models of melanoma but differentially regulates tumor growth, hypoxia, and the immune response. We found that exercise suppressed tumor growth and increased CD8+ T-cell infiltration in YUMMER but not in B16F10 tumors. Single-cell RNA sequencing and flow cytometry revealed exercise modulated the number and phenotype of tumor-infiltrating CD8+ T cells and myeloid cells. Specifically, exercise caused a …

Time For Bugs: The Immune Microenvironment And Microbes In Precancer, Mikayla Borthwick Bowen, Beth A Helmink, Jennifer A Wargo, Melinda S Yates

Faculty, Staff and Student Publications

Major advances in our understanding of the tumor immune microenvironment (TIME) in established cancer have been made, including the influence of host-intrinsic (host genomics) and -extrinsic factors (such as diet and the microbiome) on treatment response. Nonetheless, the immune and microbiome milieu across the spectrum of precancerous tissue and early neoplasia is a growing area of interest. There are emerging data describing the contribution of the immune microenvironment and microbiota on benign and premalignant tissues, with opportunities to target these factors in cancer prevention and interception. Throughout this review, we provide rationale for not only the critical need to further …

Interleukin-10 In Cancer Immunotherapy: From Bench To Bedside, Mohamad Adham Salkeni, Aung Naing

Faculty, Staff and Student Publications

Interleukin (IL)-10 was one of the first cytokines to be recognized. However, its functionality in promoting antitumor immunity was described more recently. Context- and concentration-dependent biological effects are the hallmarks of the pleiotropic role of IL-10. Despite reducing tumor-promoting inflammation, IL-10 may have a role in rejuvenating exhausted tumor-resident T cells. Contrary to the assumption that IL-10 produces an immunosuppressive tumor microenvironment (TME), it promotes activation of tumor-resident CD8+ T cells, which aids tumor rejection. Emerging data from published early-Phase trials have shown mixed results in different tumor types. In this review, we summarize the biological effects of IL-10 and …

Ras Gtpases And Interleaflet Coupling In The Plasma Membrane, Junchen Liu, Neha Arora, Yong Zhou

Faculty, Staff and Student Publications

RAS genes are frequently mutated in cancer. The primary signaling compartment of wild-type and constitutively active oncogenic mutant RAS proteins is the inner leaflet of the plasma membrane (PM). Thus, a better understanding of the unique environment of the PM inner leaflet is important to shed further light on RAS function. Over the past few decades, an integrated approach of superresolution imaging, molecular dynamic simulations, and biophysical assays has yielded new insights into the capacity of RAS proteins to sort lipids with specific headgroups and acyl chains, to assemble signaling nanoclusters on the inner PM. RAS proteins also sense and …

Aerobic Exercise Alters The Melanoma Microenvironment And Modulates Erk5 S496 Phosphorylatio, Hannah Savage, Sumedha Pareek, Jonghae Lee, Riccardo Ballarò, Darlan Conterno Minussi, Karma Hayek, Mumina Sadullozoda, Brooke S Lochmann, Jennifer L Mcquade, Emily C Lavoy, Enrica Marmonti, Hetal Patel, Guangyu Wang, Masaki Imanishi, Sivareddy Kotla, Jun-Ichi Abe, Keri Schadler

Faculty, Staff and Student Publications

Exercise changes the tumor microenvironment by remodeling blood vessels and increasing infiltration by cytotoxic immune cells. The mechanisms driving these changes remain unclear. Herein, we demonstrate that exercise normalizes tumor vasculature and upregulates endothelial expression of VCAM1 in YUMMER 1.7 and B16F10 murine models of melanoma but differentially regulates tumor growth, hypoxia, and the immune response. We found that exercise suppressed tumor growth and increased CD8+ T-cell infiltration in YUMMER but not in B16F10 tumors. Single-cell RNA sequencing and flow cytometry revealed exercise modulated the number and phenotype of tumor-infiltrating CD8+ T cells and myeloid cells. Specifically, exercise caused a …

Autotaxin Suppresses Cytotoxic T Cells Via Lpar5 To Promote Anti-Pd-1 Resistance In Non-Small Cell Lung Cancer, Jessica M Konen, B Leticia Rodriguez, Haoyi Wu, Jared J Fradette, Laura Gibson, Lixia Diao, Jing Wang, Stephanie Schmidt, Ignacio I Wistuba, Jianjun Zhang, Don L Gibbons

Faculty, Staff and Student Publications

Non-small cell lung cancers that harbor concurrent KRAS and TP53 (KP) mutations are immunologically warm tumors with partial responsiveness to anti-PD-(L)1 blockade; however, most patients observe little or no durable clinical benefit. To identify novel tumor-driven resistance mechanisms, we developed a panel of KP murine lung cancer models with intrinsic resistance to anti-PD-1 and queried differential gene expression between these tumors and anti-PD-1-sensitive tumors. We found that the enzyme autotaxin (ATX), and the metabolite it produces, lysophosphatidic acid (LPA), were significantly upregulated in resistant tumors and that ATX directly modulated antitumor immunity, with its expression negatively correlating with total and …

Triple-Negative Breast Tumors Are Dependent On Mutant P53 For Growth And Survival, Denada Dibra, Sydney M Moyer, Adel K El-Naggar, Yuan Qi, Xiaoping Su, Guillermina Lozano

Faculty, Staff and Student Publications

The TP53 tumor suppressor gene is mutated early in the majority of patients with triple-negative breast cancer (TNBC). The most frequent TP53 alterations are missense mutations that contribute to tumor aggressiveness. We developed an autochthonous somatic K14-Cre driven TNBC mouse model with p53R172H and p53R245W mutations in which mutant p53 can be toggled on and off genetically while leaving the tumor microenvironment intact and wild-type for p53. These mice develop TNBCs with a median latency of 1 y. Deletion of mutant p53R172H or p53R245W in vivo in these tumors blunts their tumor growth and significantly extends survival of mice. Downstream …

Spatial Immunoprofiling Of Adenoid Cystic Carcinoma Reveals B7-H4 Is A Therapeutic Target For Aggressive Tumors, Luana Guimaraes Sousa, Daniel J Mcgrail, Felippe Lazar Neto, Kaiyi Li, Mario L Marques-Piubelli, Sammy Ferri-Borgogno, Hui Dai, Yoshitsugu Mitani, Nicole Spardy Burr, Zachary A Cooper, Krista Kinneer, Maria Angelica Cortez, Shiaw-Yih Lin, Diana Bell, Adel El Naggar, Jared Burks, Renata Ferrarotto

Faculty, Staff and Student Publications

PURPOSE: Adenoid cystic carcinoma (ACC) is a heterogeneous malignancy, and no effective systemic therapy exists for metastatic disease. We previously described two prognostic ACC molecular subtypes with distinct therapeutic vulnerabilities, ACC-I and ACC-II. In this study, we explored the ACC tumor microenvironment (TME) using RNA-sequencing and spatial biology to identify potential therapeutic targets.

EXPERIMENTAL DESIGN: Tumor samples from 62 ACC patients with available RNA-sequencing data that had been collected as part of previous studies were stained with a panel of 28 validated metal-tagged antibodies. Imaging mass cytometry (IMC) was performed using the Fluidigm Helios CyTOF instrument and analyzed with Visiopharm …

Evolution Of Immune And Stromal Cell States And Ecotypes During Gastric Adenocarcinoma Progression, Ruiping Wang, Shumei Song, Jiangjiang Qin, Katsuhiro Yoshimura, Fuduan Peng, Yanshuo Chu, Yuan Li, Yibo Fan, Jiankang Jin, Minghao Dang, Enyu Dai, Guangsheng Pei, Guangchun Han, Dapeng Hao, Yating Li, Deyali Chatterjee, Kazuto Harada, Melissa Pool Pizzi, Ailing W Scott, Ghia Tatlonghari, Xinmiao Yan, Zhiyuan Xu, Can Hu, Shaowei Mo, Namita Shanbhag, Yang Lu, Matheus Sewastjanow-Silva, Ahmed Adel Fouad Abdelhakeem, Guang Peng, Samir M Hanash, George A Calin, Cassian Yee, Pawel Mazur, Autumn N Marsden, Andrew Futreal, Zhenning Wang, Xiangdong Cheng, Jaffer A Ajani, Linghua Wang

Faculty, Staff and Student Publications

Understanding tumor microenvironment (TME) reprogramming in gastric adenocarcinoma (GAC) progression may uncover novel therapeutic targets. Here, we performed single-cell profiling of precancerous lesions, localized and metastatic GACs, identifying alterations in TME cell states and compositions as GAC progresses. Abundant IgA+ plasma cells exist in the premalignant microenvironment, whereas immunosuppressive myeloid and stromal subsets dominate late-stage GACs. We identified six TME ecotypes (EC1–6). EC1 is exclusive to blood, while EC4, EC5, and EC2 are highly enriched in uninvolved tissues, premalignant lesions, and metastases, respectively. EC3 and EC6, two distinct ecotypes in primary GACs, associate with histopathological and genomic characteristics, and prognosis. …

Characterizing Cancer Metabolism From Bulk And Single-Cell Rna-Seq Data Using Metaflux, Yuefan Huang, Vakul Mohanty, Merve Dede, Kyle Tsai, May Daher, Li Li, Katayoun Rezvani, Ken Chen

Faculty, Staff and Student Publications

Cells often alter metabolic strategies under nutrient-deprived conditions to support their survival and growth. Characterizing metabolic reprogramming in the tumor microenvironment (TME) is of emerging importance in cancer research and patient care. However, recent technologies only measure a subset of metabolites and cannot provide in situ measurements. Computational methods such as flux balance analysis (FBA) have been developed to estimate metabolic flux from bulk RNA-seq data and can potentially be extended to single-cell RNA-seq (scRNA-seq) data. However, it is unclear how reliable current methods are, particularly in TME characterization. Here, we present a computational framework METAFlux (METAbolic Flux balance analysis) …

Genome-Scale Methylation Analysis In Blood And Tumor Identifies Immune Profile, Age Acceleration, And Dna Methylation Alterations Associated With Bladder Cancer Outcomes, Ji-Qing Chen

Dartmouth College Ph.D Dissertations

Bladder cancer patients receive frequent screening due to the high tumor recurrence rate (more than 60%). Nowadays, the conventional monitoring method relies on cystoscopy which is highly invasive and increases patient morbidity and burden to the health care system with frequent follow-up. As a result, it is urgent to explore novel markers related to the outcomes of bladder cancer. Immune profiles have been associated with cancer outcomes and may have the potential to be biomarkers for outcomes management. However, little work has been conducted to investigate the associations of immune cell profiles with bladder cancer outcomes. Here, I utilized the …

Spatial Transcriptomics Of Intraductal Papillary Mucinous Neoplasms Of The Pancreas Identifies Nkx6-2 As A Driver Of Gastric Differentiation And Indolent Biological Potential, Marta Sans, Yuki Makino, Jimin Min, Kimal I Rajapakshe, Michele Yip-Schneider, C Max Schmidt, Mark W Hurd, Jared K Burks, Javier A Gomez, Fredrik I Thege, Johannes F Fahrmann, Robert A Wolff, Michael P Kim, Paola A Guerrero, Anirban Maitra

Faculty, Staff and Student Publications

Intraductal Papillary Mucinous Neoplasms (IPMNs) of the pancreas are bona fide precursor lesions of pancreatic ductal adenocarcinoma (PDAC). The most common subtype of IPMNs harbor a gastric foveolar-type epithelium, and these low-grade mucinous neoplasms are harbingers of IPMNs with high-grade dysplasia and cancer. The molecular underpinning of gastric differentiation in IPMNs is unknown, although identifying drivers of this indolent phenotype might enable opportunities for intercepting progression to high-grade IPMN and cancer. We conducted spatial transcriptomics on a cohort of IPMNs, followed by orthogonal and cross species validation studies, which established the transcription factor NKX6-2 as a key determinant of gastric …

Novel Murine Glioblastoma Models That Reflect The Immunotherapy Resistance Profile Of A Human Disease, Chao-Hsien Chen, Renee L Chin, Genevieve P Hartley, Spencer T Lea, Brian J Engel, Cheng-En Hsieh, Rishika Prasad, Jason Roszik, Takashi Shingu, Gregory A Lizee, Amy B Heimberger, Steven W Millward, Jian Hu, David S Hong, Michael A Curran

Faculty, Staff and Student Publications

BACKGROUND: The lack of murine glioblastoma models that mimic the immunobiology of human disease has impeded basic and translational immunology research. We, therefore, developed murine glioblastoma stem cell lines derived from Nestin-CreERT2QkL/L; Trp53L/L; PtenL/L (QPP) mice driven by clinically relevant genetic mutations common in human glioblastoma. This study aims to determine the immune sensitivities of these QPP lines in immunocompetent hosts and their underlying mechanisms.

METHODS: The differential responsiveness of QPP lines was assessed in the brain and flank in untreated, anti-PD-1, or anti-CTLA-4 treated mice. The impact of genomic landscape on the responsiveness of each tumor was measured through …

Analysis Of Genomic And Immune Intratumor Heterogeneity In Linitis Plastica Via Multiregional Exome And T-Cell Receptor Sequencing, Jin Huang, Guofeng Zhao, Qiu Peng, Xin Yi, Liyan Ji, Jing Li, Pansong Li, Yanfang Guan, Jie Ge, Ling Chen, Runzhe Chen, Xin Hu, Won-Chul Lee, Alexandre Reuben, P Andrew Futreal, Xuefeng Xia, Jian Ma, Jianjun Zhang, Zihua Chen

Faculty, Staff and Student Publications

The molecular landscape and the intratumor heterogeneity (ITH) architecture of gastric linitis plastica (LP) are poorly understood. We performed whole-exome sequencing (WES) and T-cell receptor (TCR) sequencing on 40 tumor regions from four LP patients. The landscape and ITH at the genomic and immunological levels in LP tumors were compared with multiple cancers that have previously been reported. The lymphocyte infiltration was further assessed by immunohistochemistry (IHC) in LP tumors. In total, we identified 6339 non-silent mutations from multi-samples, with a median tumor mutation burden (TMB) of 3.30 mutations per Mb, comparable to gastric adenocarcinoma from the Cancer Genome Atlas …

Spatial Analyses Of Immune Cell Infiltration In Cancer: Current Methods And Future Directions: A Report Of The International Immuno-Oncology Biomarker Working Group On Breast Cancer, David B Page, Glenn Broeckx, Chowdhury Arif Jahangir, Sara Verbandt, Rajarsi R Gupta, Jeppe Thagaard, Reena Khiroya, Zuzana Kos, Khalid Abduljabbar, Gabriela Acosta Haab, Balazs Acs, Guray Akturk, Jonas S Almeida, Isabel Alvarado-Cabrero, Farid Azmoudeh-Ardalan, Sunil Badve, Nurkhairul Bariyah Baharun, Enrique R Bellolio, Vydehi Bheemaraju, Kim Rm Blenman, Luciana Botinelly Mendonça Fujimoto, Najat Bouchmaa, Octavio Burgues, Maggie Chon U Cheang, Francesco Ciompi, Lee Ad Cooper, An Coosemans, Germán Corredor, Flavio Luis Dantas Portela, Frederik Deman, Sandra Demaria, Sarah N Dudgeon, Mahmoud Elghazawy, Scott Ely, Claudio Fernandez-Martín, Susan Fineberg, Stephen B Fox, William M Gallagher, Jennifer M Giltnane, Sacha Gnjatic, Paula I Gonzalez-Ericsson, Anita Grigoriadis, Niels Halama, Matthew G Hanna, Aparna Harbhajanka, Alexandros Hardas, Steven N Hart, Johan Hartman, Stephen Hewitt, Akira I Hida, Hugo M Horlings, Zaheed Husain, Evangelos Hytopoulos, Sheeba Irshad, Emiel Am Janssen, Mohamed Kahila, Tatsuki R Kataoka, Kosuke Kawaguchi, Durga Kharidehal, Andrey I Khramtsov, Umay Kiraz, Pawan Kirtani, Liudmila L Kodach, Konstanty Korski, Anikó Kovács, Anne-Vibeke Laenkholm, Corinna Lang-Schwarz, Denis Larsimont, Jochen K Lennerz, Marvin Lerousseau, Xiaoxian Li, Amy Ly, Anant Madabhushi, Sai K Maley, Vidya Manur Narasimhamurthy, Douglas K Marks, Elizabeth S Mcdonald, Ravi Mehrotra, Stefan Michiels, Fayyaz Ul Amir Afsar Minhas, Shachi Mittal, David A Moore, Shamim Mushtaq, Hussain Nighat, Thomas Papathomas, Frederique Penault-Llorca, Rashindrie D Perera, Christopher J Pinard, Juan Carlos Pinto-Cardenas, Giancarlo Pruneri, Lajos Pusztai, Arman Rahman, Nasir Mahmood Rajpoot, Bernardo Leon Rapoport, Tilman T Rau, Jorge S Reis-Filho, Joana M Ribeiro, David Rimm, Anne Vincent-Salomon, Manuel Salto-Tellez, Joel Saltz, Shahin Sayed, Kalliopi P Siziopikou, Christos Sotiriou, Albrecht Stenzinger, Maher A Sughayer, Daniel Sur, Fraser Symmans, Sunao Tanaka, Timothy Taxter, Sabine Tejpar, Jonas Teuwen, E Aubrey Thompson, Trine Tramm, William T Tran, Jeroen Van Der Laak, Paul J Van Diest, Gregory E Verghese, Giuseppe Viale, Michael Vieth, Noorul Wahab, Thomas Walter, Yannick Waumans, Hannah Y Wen, Wentao Yang, Yinyin Yuan, Sylvia Adams, John Mark Seaverns Bartlett, Sibylle Loibl, Carsten Denkert, Peter Savas, Sherene Loi, Roberto Salgado, Elisabeth Specht Stovgaard

Faculty, Staff and Student Publications

Modern histologic imaging platforms coupled with machine learning methods have provided new opportunities to map the spatial distribution of immune cells in the tumor microenvironment. However, there exists no standardized method for describing or analyzing spatial immune cell data, and most reported spatial analyses are rudimentary. In this review, we provide an overview of two approaches for reporting and analyzing spatial data (raster versus vector-based). We then provide a compendium of spatial immune cell metrics that have been reported in the literature, summarizing prognostic associations in the context of a variety of cancers. We conclude by discussing two well-described clinical …