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Full-Text Articles in Biomedical Informatics

Antiangiogenic Tyrosine Kinase Inhibitors Have Differential Efficacy In Clear Cell Renal Cell Carcinoma In Bone, Stefan Maksimovic, Nina C Boscolo, Ludovica La Posta, Sergio Barrios, Mohammad Jad Moussa, Emanuela Gentile, Pedro I Pesquera, Wenjiao Li, Jianfeng Chen, Javier A Gomez, Akshay Basi, Jared K Burks, Christopher Alvarez-Breckenridge, Jianjun Gao, Matthew T Campbell, Eleonora Dondossola Oct 2024

Antiangiogenic Tyrosine Kinase Inhibitors Have Differential Efficacy In Clear Cell Renal Cell Carcinoma In Bone, Stefan Maksimovic, Nina C Boscolo, Ludovica La Posta, Sergio Barrios, Mohammad Jad Moussa, Emanuela Gentile, Pedro I Pesquera, Wenjiao Li, Jianfeng Chen, Javier A Gomez, Akshay Basi, Jared K Burks, Christopher Alvarez-Breckenridge, Jianjun Gao, Matthew T Campbell, Eleonora Dondossola

Faculty, Staff and Student Publications

Clear cell renal cell carcinoma (ccRCC) is the most prevalent kidney neoplasm; bone metastasis (BM) develops in 35% to 40% of metastatic patients and results in substantial morbidity and mortality, as well as medical costs. A key feature of ccRCC is the loss of function of the von Hippel-Lindau protein, which enhances angiogenesis via vascular endothelial growth factor release. Consequently, antiangiogenic tyrosine kinase inhibitors (TKI) emerged as a treatment for ccRCC. However, limited data about their efficacy in BM is available, and no systematic comparisons have been performed. We developed mouse models of bone and lung ccRCC tumors and compared …


In Vivo Crispr Screens Identify Mga As An Immunotherapy Target In Triple-Negative Breast Cancer, Xu Feng, Chang Yang, Yuanjian Huang, Dan Su, Chao Wang, Lori Lyn Wilson, Ling Yin, Mengfan Tang, Siting Li, Zhen Chen, Dandan Zhu, Shimin Wang, Shengzhe Zhang, Jie Zhang, Huimin Zhang, Litong Nie, Min Huang, Jae-Il Park, Traver Hart, Dadi Jiang, Kuirong Jiang, Junjie Chen Sep 2024

In Vivo Crispr Screens Identify Mga As An Immunotherapy Target In Triple-Negative Breast Cancer, Xu Feng, Chang Yang, Yuanjian Huang, Dan Su, Chao Wang, Lori Lyn Wilson, Ling Yin, Mengfan Tang, Siting Li, Zhen Chen, Dandan Zhu, Shimin Wang, Shengzhe Zhang, Jie Zhang, Huimin Zhang, Litong Nie, Min Huang, Jae-Il Park, Traver Hart, Dadi Jiang, Kuirong Jiang, Junjie Chen

Faculty, Staff and Student Publications

Understanding the mechanisms underlying immune evasion is crucial for developing novel anticancer modalities. To systematically uncover tumor-intrinsic genetic modulators involved in immune escape in tumor microenvironment, we performed genome-scale in vivo CRISPR screens in two syngeneic models and later expanded up to seven syngeneic models with a focused validation library. These data help us better understand tumor immune evasion and pave the way for developing effective therapeutics. Importantly, we uncovered that Mga depletion elicited an antitumor immune response and inhibited tumor growth in triple-negative breast cancer. Our findings suggest that Mga may play a role in modulating the tumor immune …


Longitudinal Intravascular Antibody Labeling Identified Regulatory T Cell Recruitment As A Therapeutic Target In A Mouse Model Of Lung Cancer, Sean-Luc Shanahan, Nikesh Kunder, Charles Inaku, Natalie B Hagan, Grace Gibbons, Nicolas Mathey-Andrews, Gayathri Anandappa, Shawn Soares, Kristen E Pauken, Tyler Jacks, Jason M Schenkel Sep 2024

Longitudinal Intravascular Antibody Labeling Identified Regulatory T Cell Recruitment As A Therapeutic Target In A Mouse Model Of Lung Cancer, Sean-Luc Shanahan, Nikesh Kunder, Charles Inaku, Natalie B Hagan, Grace Gibbons, Nicolas Mathey-Andrews, Gayathri Anandappa, Shawn Soares, Kristen E Pauken, Tyler Jacks, Jason M Schenkel

Faculty, Staff and Student Publications

Anticancer immunity is predicated on leukocyte migration into tumors. Once recruited, leukocytes undergo substantial reprogramming to adapt to the tumor microenvironment. A major challenge in the field is distinguishing recently recruited from resident leukocytes in tumors. In this study, we developed an intravascular Ab technique to label circulating mouse leukocytes before they migrate to tissues, providing unprecedented insight into the kinetics of recruitment. This approach unveiled the substantial role of leukocyte migration in tumor progression using a preclinical mouse model of lung adenocarcinoma. Regulatory T cells (Tregs), critical mediators of immunosuppression, were continuously and rapidly recruited into tumors throughout cancer …


Spatially Fractionated Grid Radiation Potentiates Immune-Mediated Tumor Control, Rebecca A Bekker, Nina Obertopp, Gage Redler, José Penagaricano, Jimmy J Caudell, Kosj Yamoah, Shari Pilon-Thomas, Eduardo G Moros, Heiko Enderling Sep 2024

Spatially Fractionated Grid Radiation Potentiates Immune-Mediated Tumor Control, Rebecca A Bekker, Nina Obertopp, Gage Redler, José Penagaricano, Jimmy J Caudell, Kosj Yamoah, Shari Pilon-Thomas, Eduardo G Moros, Heiko Enderling

Faculty, Staff and Student Publications

Background: Tumor-immune interactions shape a developing tumor and its tumor immune microenvironment (TIME) resulting in either well-infiltrated, immunologically inflamed tumor beds, or immune deserts with low levels of infiltration. The pre-treatment immune make-up of the TIME is associated with treatment outcome; immunologically inflamed tumors generally exhibit better responses to radio- and immunotherapy than non-inflamed tumors. However, radiotherapy is known to induce opposing immunological consequences, resulting in both immunostimulatory and inhibitory responses. In fact, it is thought that the radiation-induced tumoricidal immune response is curtailed by subsequent applications of radiation. It is thus conceivable that spatially fractionated radiotherapy (SFRT), administered through …


Fibrotic Response To Anti-Csf-1r Therapy Potentiates Glioblastoma Recurrence, Spencer S Watson, Anoek Zomer, Nadine Fournier, Joao Lourenco, Manfredo Quadroni, Agnieszka Chryplewicz, Sina Nassiri, Pauline Aubel, Simona Avanthay, Davide Croci, Erik Abels, Marike L D Broekman, Douglas Hanahan, Jason T Huse, Roy T Daniel, Monika E Hegi, Krisztian Homicsko, Giulia Cossu, Andreas F Hottinger, Johanna A Joyce Sep 2024

Fibrotic Response To Anti-Csf-1r Therapy Potentiates Glioblastoma Recurrence, Spencer S Watson, Anoek Zomer, Nadine Fournier, Joao Lourenco, Manfredo Quadroni, Agnieszka Chryplewicz, Sina Nassiri, Pauline Aubel, Simona Avanthay, Davide Croci, Erik Abels, Marike L D Broekman, Douglas Hanahan, Jason T Huse, Roy T Daniel, Monika E Hegi, Krisztian Homicsko, Giulia Cossu, Andreas F Hottinger, Johanna A Joyce

Faculty, Staff and Student Publications

Glioblastoma recurrence is currently inevitable despite extensive standard-of-care treatment. In preclinical studies, an alternative strategy of targeting tumor-associated macrophages and microglia through CSF-1R inhibition was previously found to regress established tumors and significantly increase overall survival. However, recurrences developed in ∼50% of mice in long-term studies, which were consistently associated with fibrotic scars. This fibrotic response is observed following multiple anti-glioma therapies in different preclinical models herein and in patient recurrence samples. Multi-omics analyses of the post-treatment tumor microenvironment identified fibrotic areas as pro-tumor survival niches that encapsulated surviving glioma cells, promoted dormancy, and inhibited immune surveillance. The fibrotic treatment …


Targeting Igf2 To Reprogram The Tumor Microenvironment For Enhanced Viro-Immunotherapy, Min Hye Noh, Jin Muk Kang, Alexandra A Miller, Grace Nguyen, Minxin Huang, Ji Seon Shim, Alberto J Bueso-Perez, Sara A Murphy, Kimberly A Rivera-Caraballo, Yoshihiro Otani, Eunju Kim, Seung-Hee Yoo, Yuanqing Yan, Yeshavanth Banasavadi-Siddegowda, Hiroshi Nakashima, E Antonio Chiocca, Balveen Kaur, Zhongming Zhao, Tae Jin Lee, Ji Young Yoo Sep 2024

Targeting Igf2 To Reprogram The Tumor Microenvironment For Enhanced Viro-Immunotherapy, Min Hye Noh, Jin Muk Kang, Alexandra A Miller, Grace Nguyen, Minxin Huang, Ji Seon Shim, Alberto J Bueso-Perez, Sara A Murphy, Kimberly A Rivera-Caraballo, Yoshihiro Otani, Eunju Kim, Seung-Hee Yoo, Yuanqing Yan, Yeshavanth Banasavadi-Siddegowda, Hiroshi Nakashima, E Antonio Chiocca, Balveen Kaur, Zhongming Zhao, Tae Jin Lee, Ji Young Yoo

Faculty, Staff and Student Publications

BACKGROUND: The FDA approval of oncolytic herpes simplex-1 virus (oHSV) therapy underscores its therapeutic promise and safety as a cancer immunotherapy. Despite this promise, the current efficacy of oHSV is significantly limited to a small subset of patients largely due to the resistance in tumor and tumor microenvironment (TME).

METHODS: RNA sequencing (RNA-Seq) was used to identify molecular targets of oHSV resistance. Intracranial human and murine glioma or breast cancer brain metastasis (BCBM) tumor-bearing mouse models were employed to elucidate the mechanism underlying oHSV therapy-induced resistance.

RESULTS: Transcriptome analysis identified IGF2 as one of the top-secreted proteins following oHSV treatment. …


Neoadjuvant Parpi Or Chemotherapy In Ovarian Cancer Informs Targeting Effector Treg Cells For Homologous-Recombination-Deficient Tumors, Yikai Luo, Yu Xia, Dan Liu, Xiong Li, Huayi Li, Jiahao Liu, Dongchen Zhou, Yu Dong, Xin Li, Yiyu Qian, Cheng Xu, Kangjia Tao, Guannan Li, Wen Pan, Qing Zhong, Xingzhe Liu, Sen Xu, Zhi Wang, Ronghua Liu, Wei Zhang, Wanying Shan, Tian Fang, Siyuan Wang, Zikun Peng, Ping Jin, Ning Jin, Shennan Shi, Yuxin Chen, Mengjie Wang, Xiaofei Jiao, Mengshi Luo, Wenjian Gong, Ya Wang, Yue Yao, Yi Zhao, Xinlin Huang, Xuwo Ji, Zhaoren He, Guangnian Zhao, Rong Liu, Mingfu Wu, Gang Chen, Li Hong, Cocpo Consortium, Ding Ma, Yong Fang, Han Liang, Qinglei Gao Sep 2024

Neoadjuvant Parpi Or Chemotherapy In Ovarian Cancer Informs Targeting Effector Treg Cells For Homologous-Recombination-Deficient Tumors, Yikai Luo, Yu Xia, Dan Liu, Xiong Li, Huayi Li, Jiahao Liu, Dongchen Zhou, Yu Dong, Xin Li, Yiyu Qian, Cheng Xu, Kangjia Tao, Guannan Li, Wen Pan, Qing Zhong, Xingzhe Liu, Sen Xu, Zhi Wang, Ronghua Liu, Wei Zhang, Wanying Shan, Tian Fang, Siyuan Wang, Zikun Peng, Ping Jin, Ning Jin, Shennan Shi, Yuxin Chen, Mengjie Wang, Xiaofei Jiao, Mengshi Luo, Wenjian Gong, Ya Wang, Yue Yao, Yi Zhao, Xinlin Huang, Xuwo Ji, Zhaoren He, Guangnian Zhao, Rong Liu, Mingfu Wu, Gang Chen, Li Hong, Cocpo Consortium, Ding Ma, Yong Fang, Han Liang, Qinglei Gao

Faculty, Staff and Student Publications

Homologous recombination deficiency (HRD) is prevalent in cancer, sensitizing tumor cells to poly (ADP-ribose) polymerase (PARP) inhibition. However, the impact of HRD and related therapies on the tumor microenvironment (TME) remains elusive. Our study generates single-cell gene expression and T cell receptor profiles, along with validatory multimodal datasets from >100 high-grade serous ovarian cancer (HGSOC) samples, primarily from a phase II clinical trial (NCT04507841). Neoadjuvant monotherapy with the PARP inhibitor (PARPi) niraparib achieves impressive 62.5% and 73.6% response rates per RECIST v.1.1 and GCIG CA125, respectively. We identify effector regulatory T cells (eTregs) as key responders to HRD …


Pancreatic Epithelial Il17/Il17ra Signaling Drives B7-H4 Expression To Promote Tumorigenesis, Susana Castro-Pando, Rian M Howell, Le Li, Marilina Mascaro, Erika Y Faraoni, Olivereen Le Roux, David Romanin, Virginia Tahan, Erick Riquelme, Yu Zhang, Jay K Kolls, James P Allison, Guillermina Lozano, Seyed J Moghaddam, Florencia Mcallister Sep 2024

Pancreatic Epithelial Il17/Il17ra Signaling Drives B7-H4 Expression To Promote Tumorigenesis, Susana Castro-Pando, Rian M Howell, Le Li, Marilina Mascaro, Erika Y Faraoni, Olivereen Le Roux, David Romanin, Virginia Tahan, Erick Riquelme, Yu Zhang, Jay K Kolls, James P Allison, Guillermina Lozano, Seyed J Moghaddam, Florencia Mcallister

Faculty, Staff and Student Publications

IL17 is required for the initiation and progression of pancreatic cancer, particularly in the context of inflammation, as previously shown by genetic and pharmacological approaches. However, the cellular compartment and downstream molecular mediators of IL17-mediated pancreatic tumorigenesis have not been fully identified. This study examined the cellular compartment required by generating transgenic animals with IL17 receptor A (IL17RA), which was genetically deleted from either the pancreatic epithelial compartment or the hematopoietic compartment via generation of IL17RA-deficient (IL17-RA-/-) bone marrow chimeras, in the context of embryonically activated or inducible Kras. Deletion of IL17RA from the pancreatic epithelial compartment, but not from …


Identification Of Hypoxia-Alcamhigh Macrophage- Exhausted T Cell Axis In Tumor Microenvironment Remodeling For Immunotherapy Resistance, Zhenzhen Xun, Huanran Zhou, Mingyi Shen, Yao Liu, Chengcao Sun, Yanhua Du, Zhou Jiang, Liuqing Yang, Qing Zhang, Chunru Lin, Qingsong Hu, Youqiong Ye, Leng Han Sep 2024

Identification Of Hypoxia-Alcamhigh Macrophage- Exhausted T Cell Axis In Tumor Microenvironment Remodeling For Immunotherapy Resistance, Zhenzhen Xun, Huanran Zhou, Mingyi Shen, Yao Liu, Chengcao Sun, Yanhua Du, Zhou Jiang, Liuqing Yang, Qing Zhang, Chunru Lin, Qingsong Hu, Youqiong Ye, Leng Han

Faculty, Staff and Student Publications

Although hypoxia is known to be associated with immune resistance, the adaptability to hypoxia by different cell populations in the tumor microenvironment and the underlying mechanisms remain elusive. This knowledge gap has hindered the development of therapeutic strategies to overcome tumor immune resistance induced by hypoxia. Here, bulk, single-cell, and spatial transcriptomics are integrated to characterize hypoxia associated with immune escape during carcinogenesis and reveal a hypoxia-based intercellular communication hub consisting of malignant cells, ALCAM


Vascular Heterogeneity Of Tight Junction Claudins Guides Organotropic Metastasis, Xunian Zhou, Valerie S Lebleu, Eliot Fletcher-Sananikone, Jiha Kim, Jianli Dai, Bingrui Li, Chia-Chin Wu, Hikaru Sugimoto, Toru Miyake, Lisa M Becker, Olga V Volpert, Erica Lawson, Cristina Espinosa Da Silva, Sarah I Patel, Akane Kizu, Ehsan A Ehsanipour, Di Sha, Jose Antonio Karam, Kathleen M Mcandrews, Raghu Kalluri Sep 2024

Vascular Heterogeneity Of Tight Junction Claudins Guides Organotropic Metastasis, Xunian Zhou, Valerie S Lebleu, Eliot Fletcher-Sananikone, Jiha Kim, Jianli Dai, Bingrui Li, Chia-Chin Wu, Hikaru Sugimoto, Toru Miyake, Lisa M Becker, Olga V Volpert, Erica Lawson, Cristina Espinosa Da Silva, Sarah I Patel, Akane Kizu, Ehsan A Ehsanipour, Di Sha, Jose Antonio Karam, Kathleen M Mcandrews, Raghu Kalluri

Faculty, Staff and Student Publications

Carcinomas are associated with metastasis to specific organs while sparing others. Breast cancer presents with lung metastasis but rarely kidney metastasis. Using this difference as an example, we queried the mechanism(s) behind the proclivity for organ-specific metastasis. We used spontaneous and implant models of metastatic mammary carcinoma coupled with inflammatory tissue fibrosis, single-cell sequencing analyses and functional studies to unravel the causal determinants of organ-specific metastasis. Here we show that lung metastasis is facilitated by angiopoietin 2 (Ang2)-mediated suppression of lung-specific endothelial tight junction protein Claudin 5, which is augmented by the inflammatory fibrotic microenvironment and prevented by anti-Ang2 blocking …


Inferring Super-Resolution Tissue Architecture By Integrating Spatial Transcriptomics With Histology, Daiwei Zhang, Amelia Schroeder, Hanying Yan, Haochen Yang, Jian Hu, Michelle Y Y Lee, Kyung S Cho, Katalin Susztak, George X Xu, Michael D Feldman, Edward B Lee, Emma E Furth, Linghua Wang, Mingyao Li Sep 2024

Inferring Super-Resolution Tissue Architecture By Integrating Spatial Transcriptomics With Histology, Daiwei Zhang, Amelia Schroeder, Hanying Yan, Haochen Yang, Jian Hu, Michelle Y Y Lee, Kyung S Cho, Katalin Susztak, George X Xu, Michael D Feldman, Edward B Lee, Emma E Furth, Linghua Wang, Mingyao Li

Faculty, Staff and Student Publications

Spatial transcriptomics (ST) has demonstrated enormous potential for generating intricate molecular maps of cells within tissues. Here we present iStar, a method based on hierarchical image feature extraction that integrates ST data and high-resolution histology images to predict spatial gene expression with super-resolution. Our method enhances gene expression resolution to near-single-cell levels in ST and enables gene expression prediction in tissue sections where only histology images are available.


Meti: Deep Profiling Of Tumor Ecosystems By Integrating Cell Morphology And Spatial Transcriptomics, Jiahui Jiang, Yunhe Liu, Jiangjiang Qin, Jianfeng Chen, Jingjing Wu, Melissa P Pizzi, Rossana Lazcano, Kohei Yamashita, Zhiyuan Xu, Guangsheng Pei, Kyung Serk Cho, Yanshuo Chu, Ansam Sinjab, Fuduan Peng, Xinmiao Yan, Guangchun Han, Ruiping Wang, Enyu Dai, Yibo Dai, Bogdan A Czerniak, Andrew Futreal, Anirban Maitra, Alexander Lazar, Humam Kadara, Amir A Jazaeri, Xiangdong Cheng, Jaffer Ajani, Jianjun Gao, Jian Hu, Linghua Wang Aug 2024

Meti: Deep Profiling Of Tumor Ecosystems By Integrating Cell Morphology And Spatial Transcriptomics, Jiahui Jiang, Yunhe Liu, Jiangjiang Qin, Jianfeng Chen, Jingjing Wu, Melissa P Pizzi, Rossana Lazcano, Kohei Yamashita, Zhiyuan Xu, Guangsheng Pei, Kyung Serk Cho, Yanshuo Chu, Ansam Sinjab, Fuduan Peng, Xinmiao Yan, Guangchun Han, Ruiping Wang, Enyu Dai, Yibo Dai, Bogdan A Czerniak, Andrew Futreal, Anirban Maitra, Alexander Lazar, Humam Kadara, Amir A Jazaeri, Xiangdong Cheng, Jaffer Ajani, Jianjun Gao, Jian Hu, Linghua Wang

Faculty, Staff and Student Publications

Recent advances in spatial transcriptomics (ST) techniques provide valuable insights into cellular interactions within the tumor microenvironment (TME). However, most analytical tools lack consideration of histological features and rely on matched single-cell RNA sequencing data, limiting their effectiveness in TME studies. To address this, we introduce the Morphology-Enhanced Spatial Transcriptome Analysis Integrator (METI), an end-to-end framework that maps cancer cells and TME components, stratifies cell types and states, and analyzes cell co-localization. By integrating spatial transcriptomics, cell morphology, and curated gene signatures, METI enhances our understanding of the molecular landscape and cellular interactions within the tissue. We evaluate the performance …


Epcam-Targeted Betulinic Acid Analogue Nanotherapy Improves Therapeutic Efficacy And Induces Anti-Tumorigenic Immune Response In Colorectal Cancer Tumor Microenvironment, Debasmita Dutta, Ashique Al Hoque, Brahamacharry Paul, Jun Hyoung Park, Chinmay Chowdhury, Mohiuddin Quadir, Soumyabrata Banerjee, Arghadip Choudhury, Soumik Laha, Nayim Sepay, Priyanka Boro, Benny Abraham Kaipparettu, Biswajit Mukherjee Aug 2024

Epcam-Targeted Betulinic Acid Analogue Nanotherapy Improves Therapeutic Efficacy And Induces Anti-Tumorigenic Immune Response In Colorectal Cancer Tumor Microenvironment, Debasmita Dutta, Ashique Al Hoque, Brahamacharry Paul, Jun Hyoung Park, Chinmay Chowdhury, Mohiuddin Quadir, Soumyabrata Banerjee, Arghadip Choudhury, Soumik Laha, Nayim Sepay, Priyanka Boro, Benny Abraham Kaipparettu, Biswajit Mukherjee

Faculty, Staff and Students Publications

Background: Betulinic acid (BA) has been well investigated for its antiproliferative and mitochondrial pathway-mediated apoptosis-inducing effects on various cancers. However, its poor solubility and off-target activity have limited its utility in clinical trials. Additionally, the immune modulatory role of betulinic acid analogue in the tumor microenvironment (TME) is largely unknown. Here, we designed a potential nanotherapy for colorectal cancer (CRC) with a lead betulinic acid analogue, named as 2c, carrying a 1,2,3-triazole-moiety attached to BA through a linker, found more effective than BA for inhibiting CRC cell lines, and was chosen here for this investigation. Epithelial cell adhesion molecule (EpCAM) …


The Complex Molecular Epileptogenesis Landscape Of Glioblastoma, Victoria Soeung, Ralph B Puchalski, Jeffrey L Noebels Aug 2024

The Complex Molecular Epileptogenesis Landscape Of Glioblastoma, Victoria Soeung, Ralph B Puchalski, Jeffrey L Noebels

Faculty, Staff and Students Publications

The cortical microenvironment surrounding malignant glioblastoma is a source of depolarizing crosstalk favoring hyperexcitability, tumor expansion, and immune evasion. Neosynaptogenesis, excess glutamate, and altered intrinsic membrane currents contribute to excitability dyshomeostasis, yet only half of the cases develop seizures, suggesting that tumor and host genomics, along with location, rather than mass effect, play a critical role. We analyzed the spatial contours and expression of 358 clinically validated human epilepsy genes in the human glioblastoma transcriptome compared to non-tumor adult and developing cortex datasets. Nearly half, including dosage-sensitive genes whose expression levels are securely linked to monogenic epilepsy, are strikingly enriched …


Prostate Cancer-Induced Endothelial-Cell-To-Osteoblast Transition Drives Immunosuppression In The Bone-Tumor Microenvironment Through Wnt Pathway-Induced M2 Macrophage Polarization, Guoyu Yu, Paul G Corn, Celia Sze Ling Mak, Xin Liang, Miao Zhang, Patricia Troncoso, Jian H Song, Song-Chang Lin, Xingzhi Song, Jingjing Liu, Jianhua Zhang, Christopher J Logothetis, Marites P Melancon, Theocharis Panaretakis, Guocan Wang, Sue-Hwa Lin Aug 2024

Prostate Cancer-Induced Endothelial-Cell-To-Osteoblast Transition Drives Immunosuppression In The Bone-Tumor Microenvironment Through Wnt Pathway-Induced M2 Macrophage Polarization, Guoyu Yu, Paul G Corn, Celia Sze Ling Mak, Xin Liang, Miao Zhang, Patricia Troncoso, Jian H Song, Song-Chang Lin, Xingzhi Song, Jingjing Liu, Jianhua Zhang, Christopher J Logothetis, Marites P Melancon, Theocharis Panaretakis, Guocan Wang, Sue-Hwa Lin

Faculty, Staff and Student Publications

Immune checkpoint therapy has limited efficacy for patients with bone-metastatic castration-resistant prostate cancer (bmCRPC). To improve immunotherapy for bmCRPC, we aimed to identify the mechanism of bmCRPC-induced changes in the immune microenvironment. Among bmCRPC patients, higher levels of a 32-gene M2-like macrophage signature in bone metastasis samples correlated with shorter overall survival. Immunohistochemistry showed that CD206-positive (CD206+) macrophages were enriched in bmCRPC bone biopsy specimens compared with primary tumors or lymph node metastases. In preclinical osteogenic prostate cancer (Pca) xenograft models, CD206+ macrophages were recruited to areas with tumor-induced bone. RNA sequencing (RNAseq) analysis showed higher expression of an M2-like …


Personalized Neoantigen Vaccines As Early Intervention In Untreated Patients With Lymphoplasmacytic Lymphoma: A Non-Randomized Phase 1 Trial, Szymon J Szymura, Lin Wang, Tiantian Zhang, Soung-Chul Cha, Joo Song, Zhenyuan Dong, Aaron Anderson, Elizabeth Oh, Vincent Lee, Zhe Wang, Sapna Parshottam, Sheetal Rao, Jasper B Olsem, Brandon N Crumpton, Hans C Lee, Elisabet E Manasanch, Sattva Neelapu, Larry W Kwak, Sheeba K Thomas Aug 2024

Personalized Neoantigen Vaccines As Early Intervention In Untreated Patients With Lymphoplasmacytic Lymphoma: A Non-Randomized Phase 1 Trial, Szymon J Szymura, Lin Wang, Tiantian Zhang, Soung-Chul Cha, Joo Song, Zhenyuan Dong, Aaron Anderson, Elizabeth Oh, Vincent Lee, Zhe Wang, Sapna Parshottam, Sheetal Rao, Jasper B Olsem, Brandon N Crumpton, Hans C Lee, Elisabet E Manasanch, Sattva Neelapu, Larry W Kwak, Sheeba K Thomas

Faculty, Staff and Student Publications

Lymphoplasmacytic lymphoma (LPL) is an incurable low-grade lymphoma with no standard therapy. Nine asymptomatic patients treated with a first-in-human, neoantigen DNA vaccine experienced no dose limiting toxicities (primary endpoint, NCT01209871). All patients achieve stable disease or better, with one minor response, and median time to progression of 72+ months. Post-vaccine single-cell transcriptomics reveal dichotomous antitumor responses, with reduced tumor B-cells (tracked by unique B cell receptor) and their survival pathways, but no change in clonal plasma cells. Downregulation of human leukocyte antigen (HLA) class II molecules and paradoxical upregulation of insulin-like growth factor (IGF) by the latter suggest resistance mechanisms. …


The Oncolytic Adenovirus Delta-24-Rgd In Combination With Onc201 Induces A Potent Antitumor Response In Pediatric High-Grade And Diffuse Midline Glioma Models, Daniel De La Nava, Iker Ausejo-Mauleon, Virginia Laspidea, Marisol Gonzalez-Huarriz, Andrea Lacalle, Noelia Casares, Marta Zalacain, Lucía Marrodan, Marc García-Moure, Maria C Ochoa, Antonio Carlos Tallon-Cobos, Reyes Hernandez-Osuna, Javier Marco-Sanz, Laasya Dhandapani, Irati Hervás-Corpión, Oren J Becher, Javad Nazarian, Sabine Mueller, Timothy N Phoenix, Jasper Van Der Lugt, Mikel Hernaez, Elizabeth Guruceaga, Carl Koschmann, Sriram Venneti, Joshua E Allen, Matthew D Dun, Juan Fueyo, Candelaria Gomez-Manzano, Jaime Gallego Perez-Larraya, Ana Patiño-García, Sara Labiano, Marta M Alonso Aug 2024

The Oncolytic Adenovirus Delta-24-Rgd In Combination With Onc201 Induces A Potent Antitumor Response In Pediatric High-Grade And Diffuse Midline Glioma Models, Daniel De La Nava, Iker Ausejo-Mauleon, Virginia Laspidea, Marisol Gonzalez-Huarriz, Andrea Lacalle, Noelia Casares, Marta Zalacain, Lucía Marrodan, Marc García-Moure, Maria C Ochoa, Antonio Carlos Tallon-Cobos, Reyes Hernandez-Osuna, Javier Marco-Sanz, Laasya Dhandapani, Irati Hervás-Corpión, Oren J Becher, Javad Nazarian, Sabine Mueller, Timothy N Phoenix, Jasper Van Der Lugt, Mikel Hernaez, Elizabeth Guruceaga, Carl Koschmann, Sriram Venneti, Joshua E Allen, Matthew D Dun, Juan Fueyo, Candelaria Gomez-Manzano, Jaime Gallego Perez-Larraya, Ana Patiño-García, Sara Labiano, Marta M Alonso

Faculty, Staff and Student Publications

BACKGROUND: Pediatric high-grade gliomas (pHGGs), including diffuse midline gliomas (DMGs), are aggressive pediatric tumors with one of the poorest prognoses. Delta-24-RGD and ONC201 have shown promising efficacy as single agents for these tumors. However, the combination of both agents has not been evaluated.

METHODS: The production of functional viruses was assessed by immunoblotting and replication assays. The antitumor effect was evaluated in a panel of human and murine pHGG and DMG cell lines. RNAseq, the seahorse stress test, mitochondrial DNA content, and γH2A.X immunofluorescence were used to perform mechanistic studies. Mouse models of both diseases were used to assess the …


Tumour-Intrinsic Endomembrane Trafficking By Arf6 Shapes An Immunosuppressive Microenvironment That Drives Melanomagenesis And Response To Checkpoint Blockade Therapy, Yinshen Wee, Junhua Wang, Emily C Wilson, Coulson P Rich, Aaron Rogers, Zongzhong Tong, Evelyn Degroot, Y N Vashisht Gopal, Michael A Davies, H Atakan Ekiz, Joshua K H Tay, Chris Stubben, Kenneth M Boucher, Juan M Oviedo, Keke C Fairfax, Matthew A Williams, Sheri L Holmen, Roger K Wolff, Allie H Grossmann Aug 2024

Tumour-Intrinsic Endomembrane Trafficking By Arf6 Shapes An Immunosuppressive Microenvironment That Drives Melanomagenesis And Response To Checkpoint Blockade Therapy, Yinshen Wee, Junhua Wang, Emily C Wilson, Coulson P Rich, Aaron Rogers, Zongzhong Tong, Evelyn Degroot, Y N Vashisht Gopal, Michael A Davies, H Atakan Ekiz, Joshua K H Tay, Chris Stubben, Kenneth M Boucher, Juan M Oviedo, Keke C Fairfax, Matthew A Williams, Sheri L Holmen, Roger K Wolff, Allie H Grossmann

Faculty, Staff and Student Publications

Tumour-host immune interactions lead to complex changes in the tumour microenvironment (TME), impacting progression, metastasis and response to therapy. While it is clear that cancer cells can have the capacity to alter immune landscapes, our understanding of this process is incomplete. Herein we show that endocytic trafficking at the plasma membrane, mediated by the small GTPase ARF6, enables melanoma cells to impose an immunosuppressive TME that accelerates tumour development. This ARF6-dependent TME is vulnerable to immune checkpoint blockade therapy (ICB) but in murine melanoma, loss of Arf6 causes resistance to ICB. Likewise, downregulation of ARF6 in patient tumours correlates with …


Tumoral Interferon Beta Induces An Immune-Stimulatory Phenotype In Tumor-Associated Macrophages In Melanoma Brain Metastases, Julia Gellert, Dennis A Agardy, Swaminathan Kumar, Alexandros Kourtesakis, Tamara Boschert, Kristine Jähne, Michael O Breckwoldt, Lukas Bunse, Wolfgang Wick, Michael A Davies, Michael Platten, Theresa Bunse Aug 2024

Tumoral Interferon Beta Induces An Immune-Stimulatory Phenotype In Tumor-Associated Macrophages In Melanoma Brain Metastases, Julia Gellert, Dennis A Agardy, Swaminathan Kumar, Alexandros Kourtesakis, Tamara Boschert, Kristine Jähne, Michael O Breckwoldt, Lukas Bunse, Wolfgang Wick, Michael A Davies, Michael Platten, Theresa Bunse

Faculty, Staff and Student Publications

Type I interferons (IFN) are immune-stimulatory cytokines involved in antiviral and antitumor immune responses. They enhance the efficacy of immunogenic anticancer therapies such as radiotherapy by activating both innate and adaptive immune cells. Macrophages are one of the most abundant innate immune cells in the immune microenvironment of melanoma brain metastases (MBM) and can exert potent immune-suppressive functions. Here, we investigate the potential of tumoral type I IFNs to repolarize tumor-associated macrophages (TAM) in two murine MBM models and assess the effects of radiotherapy-induced type I IFN on TAMs in a transcriptomic MBM patient dataset. In mice, we describe a …


The Significant Role Of Amino Acid Metabolic Reprogramming In Cancer, Xiaohong Liu, Bo Ren, Jie Ren, Minzhi Gu, Lei You, Yupei Zhao Jul 2024

The Significant Role Of Amino Acid Metabolic Reprogramming In Cancer, Xiaohong Liu, Bo Ren, Jie Ren, Minzhi Gu, Lei You, Yupei Zhao

Faculty, Staff and Student Publications

Amino acid metabolism plays a pivotal role in tumor microenvironment, influencing various aspects of cancer progression. The metabolic reprogramming of amino acids in tumor cells is intricately linked to protein synthesis, nucleotide synthesis, modulation of signaling pathways, regulation of tumor cell metabolism, maintenance of oxidative stress homeostasis, and epigenetic modifications. Furthermore, the dysregulation of amino acid metabolism also impacts tumor microenvironment and tumor immunity. Amino acids can act as signaling molecules that modulate immune cell function and immune tolerance within the tumor microenvironment, reshaping the anti-tumor immune response and promoting immune evasion by cancer cells. Moreover, amino acid metabolism can …


Tsg-6+ Cancer-Associated Fibroblasts Modulate Myeloid Cell Responses And Impair Anti-Tumor Response To Immune Checkpoint Therapy In Pancreatic Cancer, Swetha Anandhan, Shelley Herbrich, Sangeeta Goswami, Baoxiang Guan, Yulong Chen, Marc Daniel Macaluso, Sonali Jindal, Seanu Meena Natarajan, Samuel W Andrewes, Liangwen Xiong, Ashwat Nagarajan, Sreyashi Basu, Derek Ng Tang, Jielin Liu, Jimin Min, Anirban Maitra, Padmanee Sharma Jul 2024

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

Faculty, Staff and Student Publications

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


Intratumoral Immune Triads Are Required For Immunotherapy-Mediated Elimination Of Solid Tumors, Gabriel Espinosa-Carrasco, Edison Chiu, Aurora Scrivo, Paul Zumbo, Asim Dave, Doron Betel, Sung Wook Kang, Hee-Jin Jang, Matthew D Hellmann, Bryan M Burt, Hyun-Sung Lee, Andrea Schietinger Jul 2024

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

Faculty, Staff and Students Publications

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


Context-Dependent T-Box Transcription Factor Family: From Biology To Targeted Therapy, Siwen Li, Xiangyuan Luo, Mengyu Sun, Yijun Wang, Zerui Zhang, Junqing Jiang, Dian Hu, Jiaqian Zhang, Zhangfan Wu, Yufei Wang, Wenjie Huang, Limin Xia Jul 2024

Context-Dependent T-Box Transcription Factor Family: From Biology To Targeted Therapy, Siwen Li, Xiangyuan Luo, Mengyu Sun, Yijun Wang, Zerui Zhang, Junqing Jiang, Dian Hu, Jiaqian Zhang, Zhangfan Wu, Yufei Wang, Wenjie Huang, Limin Xia

Faculty, Staff and Student Publications

T-BOX factors belong to an evolutionarily conserved family of transcription factors. T-BOX factors not only play key roles in growth and development but are also involved in immunity, cancer initiation, and progression. Moreover, the same T-BOX molecule exhibits different or even opposite effects in various developmental processes and tumor microenvironments. Understanding the multiple roles of context-dependent T-BOX factors in malignancies is vital for uncovering the potential of T-BOX-targeted cancer therapy. We summarize the physiological roles of T-BOX factors in different developmental processes and their pathological roles observed when their expression is dysregulated. We also discuss their regulatory roles in tumor …


Genetically Engineering Glycolysis In T Cells Increases Their Antitumor Function, Raphaëlle Toledano Zur, Orna Atar, Tilda Barliya, Shiran Hoogi, Ifat Abramovich, Eyal Gottlieb, Noga Ron-Harel, Cyrille J Cohen Jul 2024

Genetically Engineering Glycolysis In T Cells Increases Their Antitumor Function, Raphaëlle Toledano Zur, Orna Atar, Tilda Barliya, Shiran Hoogi, Ifat Abramovich, Eyal Gottlieb, Noga Ron-Harel, Cyrille J Cohen

Faculty, Staff and Student Publications

BACKGROUND: T cells play a central role in the antitumor response. However, they often face numerous hurdles in the tumor microenvironment, including the scarcity of available essential metabolites such as glucose and amino acids. Moreover, cancer cells can monopolize these resources to thrive and proliferate by upregulating metabolite transporters and maintaining a high metabolic rate, thereby outcompeting T cells.

METHODS: Herein, we sought to improve T-cell antitumor function in the tumor vicinity by enhancing their glycolytic capacity to better compete with tumor cells. To achieve this, we engineered human T cells to express a key glycolysis enzyme, phosphofructokinase, in conjunction …


Machine Learning Identifies Prognostic Subtypes Of The Tumor Microenvironment Of Nsclc, Duo Yu, Michael J Kane, Eugene J Koay, Ignacio I Wistuba, Brian P Hobbs Jul 2024

Machine Learning Identifies Prognostic Subtypes Of The Tumor Microenvironment Of Nsclc, Duo Yu, Michael J Kane, Eugene J Koay, Ignacio I Wistuba, Brian P Hobbs

Faculty, Staff and Student Publications

The tumor microenvironment (TME) plays a fundamental role in tumorigenesis, tumor progression, and anti-cancer immunity potential of emerging cancer therapeutics. Understanding inter-patient TME heterogeneity, however, remains a challenge to efficient drug development. This article applies recent advances in machine learning (ML) for survival analysis to a retrospective study of NSCLC patients who received definitive surgical resection and immune pathology following surgery. ML methods are compared for their effectiveness in identifying prognostic subtypes. Six survival models, including Cox regression and five survival machine learning methods, were calibrated and applied to predict survival for NSCLC patients based on PD-L1 expression, CD3 expression, …


Genetic Deletion Of Galectin-3 Inhibits Pancreatic Cancer Progression And Enhances The Efficacy Of Immunotherapy, Daowei Yang, Xinlei Sun, Rohan Moniruzzaman, Hua Wang, Citu Citu, Zhongming Zhao, Ignacio I Wistuba, Huamin Wang, Anirban Maitra, Yang Chen Jul 2024

Genetic Deletion Of Galectin-3 Inhibits Pancreatic Cancer Progression And Enhances The Efficacy Of Immunotherapy, Daowei Yang, Xinlei Sun, Rohan Moniruzzaman, Hua Wang, Citu Citu, Zhongming Zhao, Ignacio I Wistuba, Huamin Wang, Anirban Maitra, Yang Chen

Faculty, Staff and Student Publications

Background & aims: Pancreatic ductal adenocarcinoma (PDAC) has a desmoplastic tumor stroma and immunosuppressive microenvironment. Galectin-3 (GAL3) is enriched in PDAC, highly expressed by cancer cells and myeloid cells. However, the functional roles of GAL3 in the PDAC microenvironment remain elusive.

Methods: We generated a novel transgenic mouse model (LSL-KrasG12D/+;Trp53loxP/loxP;Pdx1-Cre;Lgals3-/- [KPPC;Lgals3-/-]) that allows the genetic depletion of GAL3 from both cancer cells and myeloid cells in spontaneous PDAC formation. Single-cell RNA-sequencing analysis was used to identify the alterations in the tumor microenvironment upon GAL3 depletion. We investigated both the cancer cell-intrinsic function and immunosuppressive function of GAL3. We also evaluated …


Type I Conventional Dendritic Cells Facilitate Immunotherapy In Pancreatic Cancer, Krishnan K Mahadevan, Allison M Dyevoich, Yang Chen, Bingrui Li, Hikaru Sugimoto, Amari M Sockwell, Kathleen M Mcandrews, Lakshmi Kavitha Sthanam, Huamin Wang, Shabnam Shalapour, Stephanie S Watowich, Raghu Kalluri Jun 2024

Type I Conventional Dendritic Cells Facilitate Immunotherapy In Pancreatic Cancer, Krishnan K Mahadevan, Allison M Dyevoich, Yang Chen, Bingrui Li, Hikaru Sugimoto, Amari M Sockwell, Kathleen M Mcandrews, Lakshmi Kavitha Sthanam, Huamin Wang, Shabnam Shalapour, Stephanie S Watowich, Raghu Kalluri

Faculty, Staff and Student Publications

Inflammation and tissue damage associated with pancreatitis can precede or occur concurrently with pancreatic ductal adenocarcinoma (PDAC). We demonstrate that in PDAC coupled with pancreatitis (ptPDAC), antigen-presenting type I conventional dendritic cells (cDC1s) are specifically activated. Immune checkpoint blockade therapy (iCBT) leads to cytotoxic CD8+ T cell activation and elimination of ptPDAC with restoration of life span even upon PDAC rechallenge. Using PDAC antigen-loaded cDC1s as a vaccine, immunotherapy-resistant PDAC was rendered sensitive to iCBT with elimination of tumors. cDC1 vaccination coupled with iCBT identified specific CDR3 sequences in the tumor-infiltrating CD8+ T cells with potential therapeutic importance. This study …


Sting Agonist 8803 Reprograms The Immune Microenvironment And Increases Survival In Preclinical Models Of Glioblastoma, Hinda Najem, Spencer T Lea, Shashwat Tripathi, Lisa Hurley, Chao-Hsien Chen, Ivana William, Moloud Sooreshjani, Michelle Bowie, Genevieve Hartley, Corey Dussold, Sebastian Pacheco, Crismita Dmello, Catalina Lee-Chang, Kathleen Mccortney, Alicia Steffens, Jordain Walshon, Martina Ott, Jun Wei, Anantha Marisetty, Irina Balyasnikova, Roger Stupp, Rimas V Lukas, Jian Hu, Charles David James, Craig M Horbinski, Maciej S Lesniak, David M Ashley, Waldemar Priebe, Leonidas C Platanias, Michael A Curran, Amy B Heimberger Jun 2024

Sting Agonist 8803 Reprograms The Immune Microenvironment And Increases Survival In Preclinical Models Of Glioblastoma, Hinda Najem, Spencer T Lea, Shashwat Tripathi, Lisa Hurley, Chao-Hsien Chen, Ivana William, Moloud Sooreshjani, Michelle Bowie, Genevieve Hartley, Corey Dussold, Sebastian Pacheco, Crismita Dmello, Catalina Lee-Chang, Kathleen Mccortney, Alicia Steffens, Jordain Walshon, Martina Ott, Jun Wei, Anantha Marisetty, Irina Balyasnikova, Roger Stupp, Rimas V Lukas, Jian Hu, Charles David James, Craig M Horbinski, Maciej S Lesniak, David M Ashley, Waldemar Priebe, Leonidas C Platanias, Michael A Curran, Amy B Heimberger

Faculty, Staff and Student Publications

STING agonists can reprogram the tumor microenvironment to induce immunological clearance within the central nervous system. Using multiplexed sequential immunofluorescence (SeqIF) and the Ivy Glioblastoma Atlas, STING expression was found in myeloid populations and in the perivascular space. The STING agonist 8803 increased median survival in multiple preclinical models of glioblastoma, including QPP8, an immune checkpoint blockade-resistant model, where 100% of mice were cured. Ex vivo flow cytometry profiling during the therapeutic window demonstrated increases in myeloid tumor trafficking and activation, alongside enhancement of CD8+ T cell and NK effector responses. Treatment with 8803 reprogrammed microglia to express costimulatory CD80/CD86 …


From Pre-Clinical To Translational Brain Metastasis Research: Current Challenges And Emerging Opportunities, Emilija Aleksandrovic, Siyuan Zhang, Dihua Yu Jun 2024

From Pre-Clinical To Translational Brain Metastasis Research: Current Challenges And Emerging Opportunities, Emilija Aleksandrovic, Siyuan Zhang, Dihua Yu

Faculty, Staff and Student Publications

Brain metastasis, characterized by poor clinical outcomes, is a devastating disease. Despite significant mechanistic and therapeutic advances in recent years, pivotal improvements in clinical interventions have remained elusive. The heterogeneous nature of the primary tumor of origin, complications in drug delivery across the blood-brain barrier, and the distinct microenvironment collectively pose formidable clinical challenges in developing new treatments for patients with brain metastasis. Although current preclinical models have deepened our basic understanding of the disease, much of the existing research on brain metastasis has employed a reductionist approach. This approach, which often relies on either in vitro systems or in …


Immune Checkpoint Blockade Resistance In Lung Cancer: Emerging Mechanisms And Therapeutic Opportunities, Jessica M Konen, Haoyi Wu, Don L Gibbons Jun 2024

Immune Checkpoint Blockade Resistance In Lung Cancer: Emerging Mechanisms And Therapeutic Opportunities, Jessica M Konen, Haoyi Wu, Don L Gibbons

Faculty, Staff and Student Publications

Immune checkpoint blockade (ICB) therapy works by inhibiting suppressive checkpoints that become upregulated after T cell activation, like PD-1/PD-L1 and CTLA-4. While the initial FDA approvals of ICB have revolutionized cancer therapies and fueled a burgeoning immuno-oncology field, more recent clinical development of new agents has been slow. Here, focusing on lung cancer, we review the latest research uncovering tumor cell intrinsic and extrinsic ICB resistance mechanisms as major hurdles to treatment efficacy and clinical progress. These include genomic and non-genomic tumor cell alterations, along with host and microenvironmental factors like the microbiome, metabolite accumulation, and hypoxia. Together, these factors …