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Articles 481 - 510 of 1047
Full-Text Articles in Medical Specialties
Chick Embryo Chorioallantoic Membrane As A Platform For Assessing The In Vivo Efficacy Of Chimeric Antigen Receptor T-Cell Therapy In Solid Tumors, Allison J Nipper, Emilie A K Warren, Kershena S Liao, Hsuan-Chen Liu, Chieko Michikawa, Caroline E Porter, Gabrielle A Wells, Mariana Villanueva, Fabio Henrique Brasil Da Costa, Ratna Veeramachaneni, Hugo Villanueva, Masataka Suzuki, Andrew G Sikora
Chick Embryo Chorioallantoic Membrane As A Platform For Assessing The In Vivo Efficacy Of Chimeric Antigen Receptor T-Cell Therapy In Solid Tumors, Allison J Nipper, Emilie A K Warren, Kershena S Liao, Hsuan-Chen Liu, Chieko Michikawa, Caroline E Porter, Gabrielle A Wells, Mariana Villanueva, Fabio Henrique Brasil Da Costa, Ratna Veeramachaneni, Hugo Villanueva, Masataka Suzuki, Andrew G Sikora
Faculty, Staff and Student Publications
The fertilized chicken egg chorioallantoic membrane (CAM), a highly vascularized membrane nourishing the developing embryo, also supports rapid growth of three-dimensional vascularized tumors from engrafted cells and tumor explants. Because murine xenograft models suffer limitations of time, cost, and scalability, we propose CAM tumors as a rapid, efficient screening tool for assessing anti-tumor efficacy of chimeric Ag receptor (CAR) T cells against solid tumors. We tested the efficacy of human epidermal growth factor receptor 2 (HER2)-specific CAR T cells against luminescent, HER2-expressing (FaDu, SCC-47) or HER2-negative (MDA-MB-468) CAM-engrafted tumors. Three days after tumor engraftment, HER2-specific CAR T cells were applied …
Mechanism And Rational Combinations With Gp-2250, A Novel Oxathiazine Derivative, In Ovarian Cancer, Mark S Kim, Deanna Glassman, Katelyn F Handley, Adrian Lankenau Ahumada, Nicholas B Jennings, Emine Bayraktar, Katherine Foster, Robiya Joseph, Sanghoon Lee, Robert L Coleman, Anil K Sood
Mechanism And Rational Combinations With Gp-2250, A Novel Oxathiazine Derivative, In Ovarian Cancer, Mark S Kim, Deanna Glassman, Katelyn F Handley, Adrian Lankenau Ahumada, Nicholas B Jennings, Emine Bayraktar, Katherine Foster, Robiya Joseph, Sanghoon Lee, Robert L Coleman, Anil K Sood
Faculty, Staff and Student Publications
BACKGROUND: GP-2250, a novel analog of taurultam (TRLT), has emerged as a potent anti-neoplastic drug; however, the mechanisms underlying its effects are not well understood. Here, we investigated the mechanism of action and the biological effects of GP-2250 using in vitro and in vivo models.
METHODS: We carried out a series of in vitro (MTT assay, Annexin V/PI assay, colony formation assay, reverse-phase protein array [RPPA], and HRLC/IC analysis) to determine the biological activity of GP-2250 and investigate the mechanism of action. In vivo experiments were carried out to determine the therapeutic efficacy of GP-2250 alone and in combination with …
Human Platelet Lysate Enhances In Vivo Activity Of Car-Vδ2 T Cells By Reducing Cellular Senescence And Apoptosis, Feiyan Mo, Chiou-Tsun Tsai, Rong Zheng, Chonghui Cheng, Helen E Heslop, Malcolm K Brenner, Maksim Mamonkin, Norihiro Watanabe
Human Platelet Lysate Enhances In Vivo Activity Of Car-Vδ2 T Cells By Reducing Cellular Senescence And Apoptosis, Feiyan Mo, Chiou-Tsun Tsai, Rong Zheng, Chonghui Cheng, Helen E Heslop, Malcolm K Brenner, Maksim Mamonkin, Norihiro Watanabe
Faculty, Staff and Students Publications
BACKGROUND AIMS: Vγ9Vδ2 T cells are an attractive cell platform for the off-the-shelf cancer immunotherapy as the result of their lack of alloreactivity and inherent multi-pronged cytotoxicity, which could be further amplified with chimeric antigen receptors (CARs). In this study, we sought to enhance the in vivo longevity of CAR-Vδ2 T cells by modulating ex vivo manufacturing conditions and selecting an optimal CAR costimulatory domain.
METHODS: Specifically, we compared the anti-tumor activity of Vδ2 T cells expressing anti-CD19 CARs with costimulatory endodomains derived from CD28, 4-1BB or CD27 and generated in either standard fetal bovine serum (FBS)- or human platelet …
Mapping The Single-Cell Differentiation Landscape Of Osteosarcoma, Danh D Truong, Corey Weistuch, Kevin A Murgas, Prasad Admane, Bridgette L King, Jes Chauviere Lee, Salah-E Lamhamedi-Cherradi, Jyothishmathi Swaminathan, Najat C Daw, Nancy Gordon, Vidya Gopalakrishnan, Richard G Gorlick, Neeta Somaiah, Joseph O Deasy, Antonios G Mikos, Allen Tannenbaum, Joseph Ludwig
Mapping The Single-Cell Differentiation Landscape Of Osteosarcoma, Danh D Truong, Corey Weistuch, Kevin A Murgas, Prasad Admane, Bridgette L King, Jes Chauviere Lee, Salah-E Lamhamedi-Cherradi, Jyothishmathi Swaminathan, Najat C Daw, Nancy Gordon, Vidya Gopalakrishnan, Richard G Gorlick, Neeta Somaiah, Joseph O Deasy, Antonios G Mikos, Allen Tannenbaum, Joseph Ludwig
Faculty, Staff and Student Publications
Purpose: The genetic intratumoral heterogeneity observed in human osteosarcomas poses challenges for drug development and the study of cell fate, plasticity, and differentiation, which are processes linked to tumor grade, cell metastasis, and survival.
Experimental design: To pinpoint errors in osteosarcoma differentiation, we transcriptionally profiled 31,527 cells from a tissue-engineered model that directs mesenchymal stem cells toward adipogenic and osteoblastic fates. Incorporating preexisting chondrocyte data, we applied trajectory analysis and non-negative matrix factorization to generate the first human mesenchymal differentiation atlas.
Results: This "roadmap" served as a reference to delineate the cellular composition of morphologically complex osteosarcoma tumors and quantify …
Sequential Inhibition Of Parp And Bet As A Rational Therapeutic Strategy For Glioblastoma, Xin Peng, Xin Huang, Shaolu Zhang, Naixin Zhang, Shengfan Huang, Yingying Wang, Zhenxing Zhong, Shan Zhu, Haiwang Gao, Zixiang Yu, Xiaotong Yan, Zhennan Tao, Yuxiang Dai, Zhe Zhang, Xi Chen, Feng Wang, Francois X Claret, Moshe Elkabets, Ning Ji, Yuxu Zhong, Dexin Kong
Sequential Inhibition Of Parp And Bet As A Rational Therapeutic Strategy For Glioblastoma, Xin Peng, Xin Huang, Shaolu Zhang, Naixin Zhang, Shengfan Huang, Yingying Wang, Zhenxing Zhong, Shan Zhu, Haiwang Gao, Zixiang Yu, Xiaotong Yan, Zhennan Tao, Yuxiang Dai, Zhe Zhang, Xi Chen, Feng Wang, Francois X Claret, Moshe Elkabets, Ning Ji, Yuxu Zhong, Dexin Kong
Faculty, Staff and Student Publications
PARP inhibitors (PARPi) hold substantial promise in treating glioblastoma (GBM). However, the adverse effects have restricted their broad application. Through unbiased transcriptomic and proteomic sequencing, it is discovered that the BET inhibitor (BETi) Birabresib profoundly alters the processes of DNA replication and cell cycle progression in GBM cells, beyond the previously reported impact of BET inhibition on homologous recombination repair. Through in vitro experiments using established GBM cell lines and patient-derived primary GBM cells, as well as in vivo orthotopic transplantation tumor experiments in zebrafish and nude mice, it is demonstrated that the concurrent administration of PARPi and BETi can …
Histone Serotonylation Regulates Ependymoma Tumorigenesis, Hsiao-Chi Chen, Peihao He, Malcolm Mcdonald, Michael R Williamson, Srinidhi Varadharajan, Brittney Lozzi, Junsung Woo, Dong-Joo Choi, Debosmita Sardar, Emmet Huang-Hobbs, Hua Sun, Siri M Ippagunta, Antrix Jain, Ganesh Rao, Thomas E Merchant, David W Ellison, Jeffrey L Noebels, Kelsey C Bertrand, Stephen C Mack, Benjamin Deneen
Histone Serotonylation Regulates Ependymoma Tumorigenesis, Hsiao-Chi Chen, Peihao He, Malcolm Mcdonald, Michael R Williamson, Srinidhi Varadharajan, Brittney Lozzi, Junsung Woo, Dong-Joo Choi, Debosmita Sardar, Emmet Huang-Hobbs, Hua Sun, Siri M Ippagunta, Antrix Jain, Ganesh Rao, Thomas E Merchant, David W Ellison, Jeffrey L Noebels, Kelsey C Bertrand, Stephen C Mack, Benjamin Deneen
Faculty, Staff and Students Publications
Bidirectional communication between tumors and neurons has emerged as a key facet of the tumor microenvironment that drives malignancy1,2. Another hallmark feature of cancer is epigenomic dysregulation, where alterations in gene expression influences cell states and interactions with the tumor microenvironment3. Ependymoma (EPN) is a pediatric brain tumor that relies on epigenomic remodeling to engender malignancy4,5; how these epigenetic mechanisms intersect with extrinsic neuronal signaling during EPN tumor progression is unknown. Here we show that activity of serotonergic neurons regulates EPN tumorigenesis, while serotonin itself also serves as an activating …
A Group 3 Medulloblastoma Stem Cell Program Is Maintained By Otx2-Mediated Alternative Splicing, Olivier Saulnier, Jamie Zagozewski, Lisa Liang, Liam D Hendrikse, Paul Layug, Victor Gordon, Kimberly A Aldinger, Parthiv Haldipur, Stephanie Borlase, Ludivine Coudière-Morrison, Ting Cai, Emma Martell, Naomi M Gonzales, Gareth Palidwor, Christopher J Porter, Stéphane Richard, Tanveer Sharif, Kathleen J Millen, Brad W Doble, Michael D Taylor, Tamra E Werbowetski-Ogilvie
A Group 3 Medulloblastoma Stem Cell Program Is Maintained By Otx2-Mediated Alternative Splicing, Olivier Saulnier, Jamie Zagozewski, Lisa Liang, Liam D Hendrikse, Paul Layug, Victor Gordon, Kimberly A Aldinger, Parthiv Haldipur, Stephanie Borlase, Ludivine Coudière-Morrison, Ting Cai, Emma Martell, Naomi M Gonzales, Gareth Palidwor, Christopher J Porter, Stéphane Richard, Tanveer Sharif, Kathleen J Millen, Brad W Doble, Michael D Taylor, Tamra E Werbowetski-Ogilvie
Faculty, Staff and Students Publications
OTX2 is a transcription factor and known driver in medulloblastoma (MB), where it is amplified in a subset of tumours and overexpressed in most cases of group 3 and group 4 MB. Here we demonstrate a noncanonical role for OTX2 in group 3 MB alternative splicing. OTX2 associates with the large assembly of splicing regulators complex through protein-protein interactions and regulates a stem cell splicing program. OTX2 can directly or indirectly bind RNA and this may be partially independent of its DNA regulatory functions. OTX2 controls a pro-tumorigenic splicing program that is mirrored in human cerebellar rhombic lip origins. Among …
Pbi-05204, A Supercritical Co2 Extract Of Nerium Oleander, Suppresses Glioblastoma Stem Cells By Inhibiting Grp78 And Inducing Programmed Necroptotic Cell, Sharmistha Chakraborty, Daoyan Wei, Megan Tran, Frederick F Lang, Robert A Newman, Peiying Yang
Pbi-05204, A Supercritical Co2 Extract Of Nerium Oleander, Suppresses Glioblastoma Stem Cells By Inhibiting Grp78 And Inducing Programmed Necroptotic Cell, Sharmistha Chakraborty, Daoyan Wei, Megan Tran, Frederick F Lang, Robert A Newman, Peiying Yang
Faculty, Staff and Student Publications
Successful treatment of glioblastoma multiforme (GBM), an aggressive form of primary brain neoplasm, mandates the need to develop new therapeutic strategies. In this study, we investigated the potential of PBI-05204 in targeting GBM stem cells (GSCs) and the underlying mechanisms. Treatment with PBI-05204 significantly reduced both the number and size of tumor spheres derived from patient-derived GSCs (GBM9, GSC28 and TS543), and suppressed the tumorigenesis of GBM9 xenografts. Moreover, PBI-05204 treatment led to a significant decrease in the expression of CD44 and NANOG, crucial markers of progenitor stem cells, in GBM9 and GSC28 GSCs. This treatment also down-regulated GRP78 expression …
Bigh3 Mediates Apoptosis And Gap Junction Failure In Osteocytes During Renal Cell Carcinoma Bone Metastasis Progression, Tianhong Pan, Fengshuo Liu, Xiaoxin Hao, Shubo Wang, Murtaza Wasi, Jian H Song, Valerae O Lewis, Patrick P Lin, Bryan Moon, Justin E Bird, Theocharis Panaretakis, Sue-Hwa Lin, Danielle Wu, Mary C Farach-Carson, Liyun Wang, Ningyan Zhang, Zhiqiang An, Xiang H-F Zhang, Robert L Satcher
Bigh3 Mediates Apoptosis And Gap Junction Failure In Osteocytes During Renal Cell Carcinoma Bone Metastasis Progression, Tianhong Pan, Fengshuo Liu, Xiaoxin Hao, Shubo Wang, Murtaza Wasi, Jian H Song, Valerae O Lewis, Patrick P Lin, Bryan Moon, Justin E Bird, Theocharis Panaretakis, Sue-Hwa Lin, Danielle Wu, Mary C Farach-Carson, Liyun Wang, Ningyan Zhang, Zhiqiang An, Xiang H-F Zhang, Robert L Satcher
Faculty, Staff and Student Publications
Renal cell carcinoma (RCC) bone metastatis progression is driven by crosstalk between tumor cells and the bone microenvironment, which includes osteoblasts, osteoclasts, and osteocytes. RCC bone metastases (RCCBM) are predominantly osteolytic and resistant to antiresorptive therapy. The molecular mechanisms underlying pathologic osteolysis and disruption of bone homeostasis remain incompletely understood. We previously reported that BIGH3/TGFBI (transforming growth factor-beta-induced protein ig-h3, shortened to BIGH3 henceforth) secreted by colonizing RCC cells drives osteolysis by inhibiting osteoblast differentiation, impairing healing of osteolytic lesions, which is reversible with osteoanabolic agents. Here, we report that BIGH3 induces osteocyte apoptosis in both human RCCBM tissue specimens …
Pb-05204, A Supercritical Co2 Extract Of Nerium Oleander, Suppresses Glioblastoma Stem Cells By Inhibiting Grp78 And Inducing Programmed Necroptotic Cell Death, Sharmistha Chakraborty, Daoyan Wei, Megan Tran, Frederick F Lang, Robert A Newman, Peiying Yang
Pb-05204, A Supercritical Co2 Extract Of Nerium Oleander, Suppresses Glioblastoma Stem Cells By Inhibiting Grp78 And Inducing Programmed Necroptotic Cell Death, Sharmistha Chakraborty, Daoyan Wei, Megan Tran, Frederick F Lang, Robert A Newman, Peiying Yang
Faculty, Staff and Student Publications
Successful treatment of glioblastoma multiforme (GBM), an aggressive form of primary brain neoplasm, mandates the need to develop new therapeutic strategies. In this study, we investigated the potential of PBI-05204 in targeting GBM stem cells (GSCs) and the underlying mechanisms. Treatment with PBI-05204 significantly reduced both the number and size of tumor spheres derived from patient-derived GSCs (GBM9, GSC28 and TS543), and suppressed the tumorigenesis of GBM9 xenografts. Moreover, PBI-05204 treatment led to a significant decrease in the expression of CD44 and NANOG, crucial markers of progenitor stem cells, in GBM9 and GSC28 GSCs. This treatment also down-regulated GRP78 expression …
A First-In-Class Selective Inhibitor Of Egfr And Pi3k Offers A Single-Molecule Approach To Targeting Adaptive Resistance, Christopher E Whitehead, Elizabeth K Ziemke, Christy L Frankowski-Mcgregor, Rachel A Mumby, June Chung, Jinju Li, Nathaniel Osher, Oluwadara Coker, Veerabhadran Baladandayuthapani, Scott Kopetz, Judith S Sebolt-Leopold
A First-In-Class Selective Inhibitor Of Egfr And Pi3k Offers A Single-Molecule Approach To Targeting Adaptive Resistance, Christopher E Whitehead, Elizabeth K Ziemke, Christy L Frankowski-Mcgregor, Rachel A Mumby, June Chung, Jinju Li, Nathaniel Osher, Oluwadara Coker, Veerabhadran Baladandayuthapani, Scott Kopetz, Judith S Sebolt-Leopold
Faculty, Staff and Student Publications
Despite tremendous progress in precision oncology, adaptive resistance mechanisms limit the long-term effectiveness of molecularly targeted agents. Here we evaluated the pharmacological profile of MTX-531 that was computationally designed to selectively target two key resistance drivers, epidermal growth factor receptor and phosphatidylinositol 3-OH kinase (PI3K). MTX-531 exhibits low-nanomolar potency against both targets with a high degree of specificity predicted by cocrystal structural analyses. MTX-531 monotherapy uniformly resulted in tumor regressions of squamous head and neck patient-derived xenograft (PDX) models. The combination of MTX-531 with mitogen-activated protein kinase kinase or KRAS-G12C inhibitors led to durable regressions of BRAF-mutant or KRAS-mutant colorectal …
P53r172h And P53r245w Hotspot Mutations Drive Distinct Transcriptomes In Mouse Mammary Tumors Through A Convergent Transcriptional Mediator, Joy M Mcdaniel, Rhiannon L Morrissey, Denada Dibra, Lalit R Patel, Shunbin Xiong, Yun Zhang, Gilda P Chau, Xiaoping Su, Yuan Qi, Adel K El-Naggar, Guillermina Lozano
P53r172h And P53r245w Hotspot Mutations Drive Distinct Transcriptomes In Mouse Mammary Tumors Through A Convergent Transcriptional Mediator, Joy M Mcdaniel, Rhiannon L Morrissey, Denada Dibra, Lalit R Patel, Shunbin Xiong, Yun Zhang, Gilda P Chau, Xiaoping Su, Yuan Qi, Adel K El-Naggar, Guillermina Lozano
Faculty, Staff and Student Publications
Aggressive breast cancers harbor TP53 missense mutations. Tumor cells with TP53 missense mutations exhibit enhanced growth and survival through transcriptional rewiring. To delineate how TP53 mutations in breast cancer contribute to tumorigenesis and progression in vivo, we created a somatic mouse model driven by mammary epithelial cell-specific expression of Trp53 mutations. Mice developed primary mammary tumors reflecting the human molecular subtypes of luminal A, luminal B, HER2-enriched, and triple-negative breast cancer with metastases. Transcriptomic analyses comparing MaPR172H/− or MaPR245W/− mammary tumors to MaP−/− tumors revealed (1) differences in cancer-associated pathways activated in both p53 …
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
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 …
Smyd5 Methylation Of Rpl40 Links Ribosomal Output To Gastric Cancer, Juhyung Park, Jibo Wu, Krzysztof J Szkop, Jinho Jeong, Predrag Jovanovic, Dylan Husmann, Natasha M Flores, Joel W Francis, Ying-Jiun C Chen, Ana Morales Benitez, Emily Zahn, Shumei Song, Jaffer A Ajani, Linghua Wang, Kamini Singh, Ola Larsson, Benjamin A Garcia, Ivan Topisirovic, Or Gozani, Pawel K Mazur
Smyd5 Methylation Of Rpl40 Links Ribosomal Output To Gastric Cancer, Juhyung Park, Jibo Wu, Krzysztof J Szkop, Jinho Jeong, Predrag Jovanovic, Dylan Husmann, Natasha M Flores, Joel W Francis, Ying-Jiun C Chen, Ana Morales Benitez, Emily Zahn, Shumei Song, Jaffer A Ajani, Linghua Wang, Kamini Singh, Ola Larsson, Benjamin A Garcia, Ivan Topisirovic, Or Gozani, Pawel K Mazur
Faculty, Staff and Student Publications
Dysregulated transcription due to disruption in histone lysine methylation dynamics is an established contributor to tumorigenesis1,2. However, whether analogous pathologic epigenetic mechanisms act directly on the ribosome to advance oncogenesis is unclear. Here we find that trimethylation of the core ribosomal protein L40 (rpL40) at lysine 22 (rpL40K22me3) by the lysine methyltransferase SMYD5 regulates mRNA translation output to promote malignant progression of gastric adenocarcinoma (GAC) with lethal peritoneal ascites. A biochemical-proteomics strategy identifies the monoubiquitin fusion protein partner rpL40 (ref. 3) as the principal physiological substrate of SMYD5 across diverse samples. Inhibiting the SMYD5-rpL40K22me3 axis in GAC cell lines reprogrammes …
Antitumor Activity Of A Novel Lair1 Antagonist In Combination With Anti-Pd1 To Treat Collagen-Rich Solid Tumors, Bertha L Rodriguez, Jiawei Huang, Laura Gibson, Jared J Fradette, Hung-I H Chen, Kikuye Koyano, Czrina Cortez, Betty Li, Carmence Ho, Amir M Ashique, Vicky Y Lin, Suzanne Crawley, Julie M Roda, Peirong Chen, Bin Fan, Jeong Kim, James Sissons, Jonathan Sitrin, Daniel D Kaplan, Don L Gibbons, Lee B Rivera
Antitumor Activity Of A Novel Lair1 Antagonist In Combination With Anti-Pd1 To Treat Collagen-Rich Solid Tumors, Bertha L Rodriguez, Jiawei Huang, Laura Gibson, Jared J Fradette, Hung-I H Chen, Kikuye Koyano, Czrina Cortez, Betty Li, Carmence Ho, Amir M Ashique, Vicky Y Lin, Suzanne Crawley, Julie M Roda, Peirong Chen, Bin Fan, Jeong Kim, James Sissons, Jonathan Sitrin, Daniel D Kaplan, Don L Gibbons, Lee B Rivera
Faculty, Staff and Student Publications
We recently reported that resistance to PD-1 blockade in a refractory lung cancer-derived model involved increased collagen deposition and the collagen-binding inhibitory receptor leukocyte-associated immunoglobulin-like receptor 1 (LAIR1). Thus, we hypothesized that LAIR1 and collagen cooperated to suppress therapeutic response. In this study, we report that LAIR1 is associated with tumor stroma and is highly expressed by intratumoral myeloid cells in both human tumors and mouse models of cancer. Stroma-associated myeloid cells exhibit a suppressive phenotype and correlate with LAIR1 expression in human cancer. NGM438, a novel humanized LAIR1 antagonist mAb, elicits myeloid inflammation and allogeneic T-cell responses by binding …
A Scaled Proteomic Discovery Study For Prostate Cancer Diagnostic Markers Using Proteograph, Matthew E K Chang, Jane Lange, Jessie May Cartier, Travis W Moore, Sophia M Soriano, Brenna Albracht, Michael Krawitzky, Harendra Guturu, Amir Alavi, Alexey Stukalov, Xiaoyuan Zhou, Eltaher M Elgierari, Jessica Chu, Ryan Benz, Juan C Cuevas, Shadi Ferdosi, Daniel Hornburg, Omid Farokhzad, Asim Siddiqui, Serafim Batzoglou, Robin J Leach, Michael A Liss, Ryan P Kopp, Mark R Flory
A Scaled Proteomic Discovery Study For Prostate Cancer Diagnostic Markers Using Proteograph, Matthew E K Chang, Jane Lange, Jessie May Cartier, Travis W Moore, Sophia M Soriano, Brenna Albracht, Michael Krawitzky, Harendra Guturu, Amir Alavi, Alexey Stukalov, Xiaoyuan Zhou, Eltaher M Elgierari, Jessica Chu, Ryan Benz, Juan C Cuevas, Shadi Ferdosi, Daniel Hornburg, Omid Farokhzad, Asim Siddiqui, Serafim Batzoglou, Robin J Leach, Michael A Liss, Ryan P Kopp, Mark R Flory
Faculty, Staff and Student Publications
There is a significant unmet need for clinical reflex tests that increase the specificity of prostate-specific antigen blood testing, the longstanding but imperfect tool for prostate cancer diagnosis. Towards this endpoint, we present the results from a discovery study that identifies new prostate-specific antigen reflex markers in a large-scale patient serum cohort using differentiating technologies for deep proteomic interrogation. We detect known prostate cancer blood markers as well as novel candidates. Through bioinformatic pathway enrichment and network analysis, we reveal associations of differentially abundant proteins with cytoskeletal, metabolic, and ribosomal activities, all of which have been previously associated with prostate …
Onecut2 Acts As A Lineage Plasticity Driver In Adenocarcinoma As Well As Neuroendocrine Variants Of Prostate Cancer, Chen Qian, Qian Yang, Mirja Rotinen, Rongrong Huang, Hyoyoung Kim, Brad Gallent, Yiwu Yan, Radu M Cadaneanu, Baohui Zhang, Salma Kaochar, Stephen J Freedland, Edwin M Posadas, Leigh Ellis, Dolores Di Vizio, Colm Morrissey, Peter S Nelson, Lauren Brady, Ramachandran Murali, Moray J Campbell, Wei Yang, Beatrice S Knudsen, Elahe A Mostaghel, Huihui Ye, Isla P Garraway, Sungyong You, Michael R Freeman
Onecut2 Acts As A Lineage Plasticity Driver In Adenocarcinoma As Well As Neuroendocrine Variants Of Prostate Cancer, Chen Qian, Qian Yang, Mirja Rotinen, Rongrong Huang, Hyoyoung Kim, Brad Gallent, Yiwu Yan, Radu M Cadaneanu, Baohui Zhang, Salma Kaochar, Stephen J Freedland, Edwin M Posadas, Leigh Ellis, Dolores Di Vizio, Colm Morrissey, Peter S Nelson, Lauren Brady, Ramachandran Murali, Moray J Campbell, Wei Yang, Beatrice S Knudsen, Elahe A Mostaghel, Huihui Ye, Isla P Garraway, Sungyong You, Michael R Freeman
Faculty, Staff and Students Publications
Androgen receptor- (AR-) indifference is a mechanism of resistance to hormonal therapy in prostate cancer (PC). Here we demonstrate that ONECUT2 (OC2) activates resistance through multiple drivers associated with adenocarcinoma, stem-like and neuroendocrine (NE) variants. Direct OC2 gene targets include the glucocorticoid receptor (GR; NR3C1) and the NE splicing factor SRRM4, which are key drivers of lineage plasticity. Thus, OC2, despite its previously described NEPC driver function, can indirectly activate a portion of the AR cistrome through epigenetic activation of GR. Mechanisms by which OC2 regulates gene expression include promoter binding, enhancement of genome-wide chromatin accessibility, and super-enhancer reprogramming. Pharmacologic …
Transcriptomic Analysis Reveals The Anti-Cancer Effect Of Gestational Mesenchymal Stem Cell Secretome, Salvatore Vaiasicca, Gianmarco Melone, David W James, Marcos Quintela, Jing Xiao, Seydou Yao, Richard H Finnell, Robert S Conlan, Lewis W Francis, Bruna Corradetti
Transcriptomic Analysis Reveals The Anti-Cancer Effect Of Gestational Mesenchymal Stem Cell Secretome, Salvatore Vaiasicca, Gianmarco Melone, David W James, Marcos Quintela, Jing Xiao, Seydou Yao, Richard H Finnell, Robert S Conlan, Lewis W Francis, Bruna Corradetti
Faculty, Staff and Students Publications
The environment created during embryogenesis contributes to reducing aberrations that drive structural malformations and tumorigenesis. In this study, we investigate the anti-cancer effect of mesenchymal stem cells (MSCs) derived from 2 different gestational tissues, the amniotic fluid (AF) and the chorionic villi (CV), with emphasis on their secretome. Transcriptomic analysis was performed on patient-derived AF- and CV-MSCs collected during prenatal diagnosis and identified both mRNAs and lncRNAs, involved in tissue homeostasis and inhibiting biological processes associated with the etiology of aggressive cancers while regulating immune pathways shown to be important in chronic disorders. Secretome enrichment analysis also identified soluble moieties …
Clinical And Genomic Landscape Of Ras Mutations In Gynecologic Cancers, Ji Son, Yingao Zhang, Heather Lin, Oriol Mirallas, Pablo Alvarez Ballesteros, Mirella Nardo, Natalie Clark, R Tyler Hillman, Erick Campbell, Vijaykumar Holla, Amber M Johnson, Amadeo B Biter, Ying Yuan, Lauren P Cobb, David M Gershenson, Amir A Jazaeri, Karen H Lu, Pamela T Soliman, Shannon N Westin, Elizabeth D Euscher, Barrett C Lawson, Richard K Yang, Funda Meric-Bernstam, David S Hong
Clinical And Genomic Landscape Of Ras Mutations In Gynecologic Cancers, Ji Son, Yingao Zhang, Heather Lin, Oriol Mirallas, Pablo Alvarez Ballesteros, Mirella Nardo, Natalie Clark, R Tyler Hillman, Erick Campbell, Vijaykumar Holla, Amber M Johnson, Amadeo B Biter, Ying Yuan, Lauren P Cobb, David M Gershenson, Amir A Jazaeri, Karen H Lu, Pamela T Soliman, Shannon N Westin, Elizabeth D Euscher, Barrett C Lawson, Richard K Yang, Funda Meric-Bernstam, David S Hong
Faculty, Staff and Student Publications
Purpose: We aimed to describe RAS mutations in gynecologic cancers as they relate to clinicopathologic and genomic features, survival, and therapeutic implications.
Experimental design: Gynecologic cancers with available somatic molecular profiling data at our institution between February 2010 and August 2022 were included and grouped by RAS mutation status. Overall survival was estimated by the Kaplan-Meier method, and multivariable analysis was performed using the Cox proportional hazard model.
Results: Of 3,328 gynecologic cancers, 523 (15.7%) showed any RAS mutation. Patients with RAS-mutated tumors were younger (57 vs. 60 years nonmutated), had a higher prevalence of endometriosis (27.3% vs. 16.9%), and …
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
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. …
Leukocyte Immunoglobulin-Like Receptor B1 (Lilrb1) Protects Human Multiple Myeloma Cells From Ferroptosis By Maintaining Cholesterol Homeostasis, Miao Xian, Qiang Wang, Liuling Xiao, Ling Zhong, Wei Xiong, Lingqun Ye, Pan Su, Chuanchao Zhang, Yabo Li, Robert Z Orlowski, Fenghuang Zhan, Siddhartha Ganguly, Youli Zu, Jianfei Qian, Qing Yi
Leukocyte Immunoglobulin-Like Receptor B1 (Lilrb1) Protects Human Multiple Myeloma Cells From Ferroptosis By Maintaining Cholesterol Homeostasis, Miao Xian, Qiang Wang, Liuling Xiao, Ling Zhong, Wei Xiong, Lingqun Ye, Pan Su, Chuanchao Zhang, Yabo Li, Robert Z Orlowski, Fenghuang Zhan, Siddhartha Ganguly, Youli Zu, Jianfei Qian, Qing Yi
Faculty, Staff and Student Publications
Multiple myeloma (MM) is a hematologic malignancy characterized by uncontrolled proliferation of plasma cells in the bone marrow. MM patients with aggressive progression have poor survival, emphasizing the urgent need for identifying new therapeutic targets. Here, we show that the leukocyte immunoglobulin-like receptor B1 (LILRB1), a transmembrane receptor conducting negative immune response, is a top-ranked gene associated with poor prognosis in MM patients. LILRB1 deficiency inhibits MM progression in vivo by enhancing the ferroptosis of MM cells. Mechanistic studies reveal that LILRB1 forms a complex with the low-density lipoprotein receptor (LDLR) and LDLR adapter protein 1 (LDLRAP1) to facilitate LDL/cholesterol …
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
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. …
Impact Of Isotype On The Mechanism Of Action Of Agonist Anti-Ox40 Antibodies In Cancer: Implications For Therapeutic Combinations, Jane E Willoughby, Lang Dou, Sabyasachi Bhattacharya, Heather Jackson, Laura Seestaller-Wehr, David Kilian, Laura Bover, Kui S Voo, Kerry L Cox, Tom Murray, Mel John, Hong Shi, Paul Bojczuk, Junping Jing, Heather Niederer, Andrew J Shepherd, Laura Hook, Stephanie Hopley, Tatyana Inzhelevskaya, Chris A Penfold, C Ian Mockridge, Vikki English, Sara J Brett, Roopa Srinivasan, Christopher Hopson, James Smothers, Axel Hoos, Elaine Paul, Stephen L Martin, Peter J Morley, Niranjan Yanamandra, Mark S Cragg
Impact Of Isotype On The Mechanism Of Action Of Agonist Anti-Ox40 Antibodies In Cancer: Implications For Therapeutic Combinations, Jane E Willoughby, Lang Dou, Sabyasachi Bhattacharya, Heather Jackson, Laura Seestaller-Wehr, David Kilian, Laura Bover, Kui S Voo, Kerry L Cox, Tom Murray, Mel John, Hong Shi, Paul Bojczuk, Junping Jing, Heather Niederer, Andrew J Shepherd, Laura Hook, Stephanie Hopley, Tatyana Inzhelevskaya, Chris A Penfold, C Ian Mockridge, Vikki English, Sara J Brett, Roopa Srinivasan, Christopher Hopson, James Smothers, Axel Hoos, Elaine Paul, Stephen L Martin, Peter J Morley, Niranjan Yanamandra, Mark S Cragg
Faculty, Staff and Student Publications
BACKGROUND: OX40 has been widely studied as a target for immunotherapy with agonist antibodies taken forward into clinical trials for cancer where they are yet to show substantial efficacy. Here, we investigated potential mechanisms of action of anti-mouse (m) OX40 and anti-human (h) OX40 antibodies, including a clinically relevant monoclonal antibody (mAb) (GSK3174998) and evaluated how isotype can alter those mechanisms with the aim to develop improved antibodies for use in rational combination treatments for cancer.
METHODS: Anti-mOX40 and anti-hOX40 mAbs were evaluated in a number of in vivo models, including an OT-I adoptive transfer immunization model in hOX40 knock-in …
Hur Controls Glutaminase Rna Metabolism, Douglas Adamoski, Larissa M Dos Reis, Ana Carolina Paschoalini Mafra, Felipe Corrêa-Da-Silva, Pedro Manoel Mendes De Moraes-Vieira, Ioana Berindan-Neagoe, George A Calin, Sandra Martha Gomes Dias
Hur Controls Glutaminase Rna Metabolism, Douglas Adamoski, Larissa M Dos Reis, Ana Carolina Paschoalini Mafra, Felipe Corrêa-Da-Silva, Pedro Manoel Mendes De Moraes-Vieira, Ioana Berindan-Neagoe, George A Calin, Sandra Martha Gomes Dias
Faculty, Staff and Student Publications
Glutaminase (GLS) is directly related to cell growth and tumor progression, making it a target for cancer treatment. The RNA-binding protein HuR (encoded by the ELAVL1 gene) influences mRNA stability and alternative splicing. Overexpression of ELAVL1 is common in several cancers, including breast cancer. Here we show that HuR regulates GLS mRNA alternative splicing and isoform translation/stability in breast cancer. Elevated ELAVL1 expression correlates with high levels of the glutaminase isoforms C (GAC) and kidney-type (KGA), which are associated with poor patient prognosis. Knocking down ELAVL1 reduces KGA and increases GAC levels, enhances glutamine anaplerosis into the TCA cycle, and …
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
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 …
Post-Immunotherapy Ctla-4 Ig Treatment Improves Antitumor Efficacy, Stephen Mok, Didem Ağaç Çobanoğlu, Huey Liu, James J Mancuso, James P Allison
Post-Immunotherapy Ctla-4 Ig Treatment Improves Antitumor Efficacy, Stephen Mok, Didem Ağaç Çobanoğlu, Huey Liu, James J Mancuso, James P Allison
Faculty, Staff and Student Publications
Immune checkpoint therapies (ICT) improve overall survival of patients with cancer but may cause immune-related adverse events (irAEs) such as myocarditis. Cytotoxic T lymphocyte-associated antigen 4 immunoglobulin fusion protein (CTLA-4 Ig), an inhibitor of T cell costimulation through CD28, reverses irAEs in animal models. However, concerns exist about potentially compromising antitumor response of ICT. In mouse tumor models, we administered CTLA-4 Ig 1) concomitantly with ICT or 2) after ICT completion. Concomitant treatment reduced antitumor efficacy, while post-ICT administration improved efficacy without affecting frequency and function of CD8 T cells. The improved response was independent of the ICT used, whether …
Loss Of The Dna Repair Gene Rnase H2 Identifies A Unique Subset Of Ddr-Deficient Leiomyosarcomas, Michael S Nakazawa, Ian M Silverman, Victoria Rimkunas, Artur Veloso, Dominik Glodzik, Adrienne Johnson, Toshiro K Ohsumi, Shreyaskumar R Patel, Anthony P Conley, Christina L Roland, Pamela T Soliman, Hannah C Beird, Chia-Chin Wu, Davis R Ingram, Rossana Lazcano, Dawon Song, Khalida M Wani, Alexander J Lazar, Timothy A Yap, Wei-Lien Wang, J Andrew Livingston
Loss Of The Dna Repair Gene Rnase H2 Identifies A Unique Subset Of Ddr-Deficient Leiomyosarcomas, Michael S Nakazawa, Ian M Silverman, Victoria Rimkunas, Artur Veloso, Dominik Glodzik, Adrienne Johnson, Toshiro K Ohsumi, Shreyaskumar R Patel, Anthony P Conley, Christina L Roland, Pamela T Soliman, Hannah C Beird, Chia-Chin Wu, Davis R Ingram, Rossana Lazcano, Dawon Song, Khalida M Wani, Alexander J Lazar, Timothy A Yap, Wei-Lien Wang, J Andrew Livingston
Faculty, Staff and Student Publications
Targeting the DNA damage response (DDR) pathway is an emerging therapeutic approach for leiomyosarcoma (LMS), and loss of RNase H2, a DDR pathway member, is a potentially actionable alteration for DDR-targeted treatments. Therefore, we designed a protein- and genomic-based RNase H2 screening assay to determine its prevalence and prognostic significance. Using a selective RNase H2 antibody on a pan-tumor microarray (TMA), RNase H2 loss was more common in LMS (11.5%, 9/78) than across all tumors (3.8%, 32/843). In a separate LMS cohort, RNase H2 deficiency was confirmed in uterine LMS (U-LMS, 21%, 23/108) and soft-tissue LMS (ST-LMS; 30%, 39/102). In …
Inhibition Of Malt1 And Bcl2 Induces Synergistic Antitumor Activity In Models Of B-Cell Lymphoma, Joshua P Plotnik, Adam E Richardson, Haopeng Yang, Estela Rojas, Velitchka Bontcheva, Colleen Dowell, Sydney Parsons, Ashley Wilson, Vida Ravanmehr, Christine Will, Paul Jung, Haizhong Zhu, Sarathy Karunan Partha, Sanjay C Panchal, Raghuveer Singh Mali, Frederick J Kohlhapp, Ryan A Mcclure, Cyril Y Ramathal, Mariam D George, Manisha Jhala, Nathaniel L Elsen, Wei Qiu, Russell A Judge, Chin Pan, Anthony Mastracchio, Jared Henderson, Jonathan A Meulbroek, Michael R Green, William N Pappano
Inhibition Of Malt1 And Bcl2 Induces Synergistic Antitumor Activity In Models Of B-Cell Lymphoma, Joshua P Plotnik, Adam E Richardson, Haopeng Yang, Estela Rojas, Velitchka Bontcheva, Colleen Dowell, Sydney Parsons, Ashley Wilson, Vida Ravanmehr, Christine Will, Paul Jung, Haizhong Zhu, Sarathy Karunan Partha, Sanjay C Panchal, Raghuveer Singh Mali, Frederick J Kohlhapp, Ryan A Mcclure, Cyril Y Ramathal, Mariam D George, Manisha Jhala, Nathaniel L Elsen, Wei Qiu, Russell A Judge, Chin Pan, Anthony Mastracchio, Jared Henderson, Jonathan A Meulbroek, Michael R Green, William N Pappano
Faculty, Staff and Student Publications
The activated B cell (ABC) subset of diffuse large B-cell lymphoma (DLBCL) is characterized by chronic B-cell receptor signaling and associated with poor outcomes when treated with standard therapy. In ABC-DLBCL, MALT1 is a core enzyme that is constitutively activated by stimulation of the B-cell receptor or gain-of-function mutations in upstream components of the signaling pathway, making it an attractive therapeutic target. We discovered a novel small-molecule inhibitor, ABBV-MALT1, that potently shuts down B-cell signaling selectively in ABC-DLBCL preclinical models leading to potent cell growth and xenograft inhibition. We also identified a rational combination partner for ABBV-MALT1 in the BCL2 …
Epigenetic Activation Of Sox11 Is Associated With Recurrence And Progression Of Ductal Carcinoma In Situ To Invasive Breast Cancer, Warapen Treekitkarnmongkol, Vandna Shah, Kazuharu Kai, Hiroshi Katayama, Justin Wong, Farah A Ladha, Tristian Nguyen, Brian Menegaz, Wei Lu, Fei Yang, Barbara Mino, Ximing Tang, Mihai Gagea, Harsh Batra, Maria Gabriela Raso, Ignacio I Wistuba, Savitri Krishnamurthy, Sarah E Pinder, Elinor J Sawyer, Alastair M Thompson, Subrata Sen
Epigenetic Activation Of Sox11 Is Associated With Recurrence And Progression Of Ductal Carcinoma In Situ To Invasive Breast Cancer, Warapen Treekitkarnmongkol, Vandna Shah, Kazuharu Kai, Hiroshi Katayama, Justin Wong, Farah A Ladha, Tristian Nguyen, Brian Menegaz, Wei Lu, Fei Yang, Barbara Mino, Ximing Tang, Mihai Gagea, Harsh Batra, Maria Gabriela Raso, Ignacio I Wistuba, Savitri Krishnamurthy, Sarah E Pinder, Elinor J Sawyer, Alastair M Thompson, Subrata Sen
Faculty, Staff and Student Publications
Background: Risk of recurrence and progression of ductal carcinoma in situ (DCIS) to invasive cancer remains uncertain, emphasizing the need for developing predictive biomarkers of aggressive DCIS.
Methods: Human cell lines and mouse models of disease progression were analyzed for candidate risk predictive biomarkers identified and validated in two independent DCIS cohorts.
Results: RNA profiling of normal mammary and DCIS tissues (n = 48) revealed that elevated SOX11 expression correlates with MKI67, EZH2, and DCIS recurrence score. The 21T human cell line model of DCIS progression to invasive cancer and two mouse models developing mammary intraepithelial neoplasia confirmed the findings. …
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
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, …