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Inflammation in the tumor-adjacent lung as a predictor of clinical outcome in lung adenocarcinoma

Dolgalev, Igor; Zhou, Hua; Murrell, Nina; Le, Hortense; Sakellaropoulos, Theodore; Coudray, Nicolas; Zhu, Kelsey; Vasudevaraja, Varshini; Yeaton, Anna; Goparaju, Chandra; Li, Yonghua; Sulaiman, Imran; Tsay, Jun-Chieh J; Meyn, Peter; Mohamed, Hussein; Sydney, Iris; Shiomi, Tomoe; Ramaswami, Sitharam; Narula, Navneet; Kulicke, Ruth; Davis, Fred P; Stransky, Nicolas; Smolen, Gromoslaw A; Cheng, Wei-Yi; Cai, James; Punekar, Salman; Velcheti, Vamsidhar; Sterman, Daniel H; Poirier, J T; Neel, Ben; Wong, Kwok-Kin; Chiriboga, Luis; Heguy, Adriana; Papagiannakopoulos, Thales; Nadorp, Bettina; Snuderl, Matija; Segal, Leopoldo N; Moreira, Andre L; Pass, Harvey I; Tsirigos, Aristotelis
Approximately 30% of early-stage lung adenocarcinoma patients present with disease progression after successful surgical resection. Despite efforts of mapping the genetic landscape, there has been limited success in discovering predictive biomarkers of disease outcomes. Here we performed a systematic multi-omic assessment of 143 tumors and matched tumor-adjacent, histologically-normal lung tissue with long-term patient follow-up. Through histologic, mutational, and transcriptomic profiling of tumor and adjacent-normal tissue, we identified an inflammatory gene signature in tumor-adjacent tissue as the strongest clinical predictor of disease progression. Single-cell transcriptomic analysis demonstrated the progression-associated inflammatory signature was expressed in both immune and non-immune cells, and cell type-specific profiling in monocytes further improved outcome predictions. Additional analyses of tumor-adjacent transcriptomic data from The Cancer Genome Atlas validated the association of the inflammatory signature with worse outcomes across cancers. Collectively, our study suggests that molecular profiling of tumor-adjacent tissue can identify patients at high risk for disease progression.
PMCID:10632519
PMID: 37938580
ISSN: 2041-1723
CID: 5609852

Tumor-intrinsic LKB1-LIF signaling axis establishes a myeloid niche to promote immune evasion and tumor growth

Rashidfarrokhi, Ali; Pillai, Ray; Hao, Yuan; Wu, Warren L; Karadal-Ferrena, Burcu; Dimitriadoy, Sofia G; Cross, Michael; Yeaton, Anna H; Huang, Shih Ming; Bhutkar, Arjun J; Herrera, Alberto; Rajalingam, Sahith; Hayashi, Makiko; Huang, Kuan-Lin; Bartnicki, Eric; Zavitsanou, Anastasia-Maria; Wohlhieter, Corrin A; Leboeuf, Sarah E; Chen, Ting; Loomis, Cynthia; Mezzano, Valeria; Kulicke, Ruth; Davis, Fred P; Stransky, Nicolas; Smolen, Gromoslaw A; Rudin, Charles M; Moreira, Andre L; Khanna, Kamal M; Pass, Harvey I; Wong, Kwok-Kin; Koide, Shohei; Tsirigos, Aristotelis; Koralov, Sergei B; Papagiannakopoulos, Thales
Tumor mutations can influence the surrounding microenvironment leading to suppression of anti-tumor immune responses and thereby contributing to tumor progression and failure of cancer therapies. Here we use genetically engineered lung cancer mouse models and patient samples to dissect how LKB1 mutations accelerate tumor growth by reshaping the immune microenvironment. Comprehensive immune profiling of LKB1 -mutant vs wildtype tumors revealed dramatic changes in myeloid cells, specifically enrichment of Arg1 + interstitial macrophages and SiglecF Hi neutrophils. We discovered a novel mechanism whereby autocrine LIF signaling in Lkb1 -mutant tumors drives tumorigenesis by reprogramming myeloid cells in the immune microenvironment. Inhibiting LIF signaling in Lkb1 -mutant tumors, via gene targeting or with a neutralizing antibody, resulted in a striking reduction in Arg1 + interstitial macrophages and SiglecF Hi neutrophils, expansion of antigen specific T cells, and inhibition of tumor progression. Thus, targeting LIF signaling provides a new therapeutic approach to reverse the immunosuppressive microenvironment of LKB1 -mutant tumors.
PMCID:10370066
PMID: 37502974
ISSN: 2692-8205
CID: 5743132

PhosphoDisco: a toolkit for co-regulated phosphorylation module discovery in phosphoproteomic data

Schraink, Tobias; Blumenberg, Lili; Hussey, Grant; George, Sabrina; Miller, Brecca; Mathew, Nithu; González-Robles, Tania J; Sviderskiy, Vladislav; Papagiannakopoulos, Thales; Possemato, Richard; Fenyö, David; Ruggles, Kelly V
Kinases are key players in cancer-relevant pathways and are the targets of many successful precision cancer therapies (1, 2). Phosphoproteomics is a powerful approach to study kinase activity and has been used increasingly for the characterization of tumor samples leading to the identification of novel chemotherapeutic targets and biomarkers (3-10). Finding co-regulated phosphorylation sites which represent potential kinase-substrate sets or members of the same signaling pathway allows us to harness this data to identify clinically relevant and targetable alterations in signaling cascades. Unfortunately, studies have found that databases of co-regulated phosphorylation sites (11, 12) are only experimentally supported in a small number of substrate sets (13, 14). To address the inherent challenge of defining co-regulated phosphorylation modules relevant to a given dataset, we developed PhosphoDisco, a toolkit for determining co-regulated phosphorylation modules. We applied this approach to tandem mass spectrometry based phosphoproteomic data for breast and non-small cell lung cancer and identified canonical as well as putative new phosphorylation site modules. Our analysis identified several interesting modules in each cohort. Among these was a new cell cycle checkpoint module enriched in basal breast cancer samples and a module of PRKC isozymes putatively co-regulated by CDK12 in lung cancer. We demonstrate that modules defined by PhosphoDisco can be used to further personalized cancer treatment strategies by establishing active signaling pathways in a given patient tumor or set of tumors, and in providing new ways to classify tumors based on signaling activity.
PMID: 37394063
ISSN: 1535-9484
CID: 5538912

Glutamine antagonist DRP-104 suppresses tumor growth and enhances response to checkpoint blockade in KEAP1 mutant lung cancer

Pillai, Ray; LeBoeuf, Sarah E; Hao, Yuan; New, Connie; Blum, Jenna L E; Rashidfarrokhi, Ali; Huang, Shih Ming; Bahamon, Christian; Wu, Warren L; Karadal-Ferrena, Burcu; Herrera, Alberto; Ivanova, Ellie; Cross, Michael; Bossowski, Jozef P; Ding, Hongyu; Hayashi, Makiko; Rajalingam, Sahith; Karakousi, Triantafyllia; Sayin, Volkan I; Khanna, Kamal M; Wong, Kwok-Kin; Wild, Robert; Tsirigos, Aristotelis; Poirier, John T; Rudin, Charles M; Davidson, Shawn M; Koralov, Sergei B; Papagiannakopoulos, Thales
Loss-of-function mutations in KEAP1 frequently occur in lung cancer and are associated with resistance to standard of care treatment, highlighting the need for the development of targeted therapies. We have previously shown that KEAP1 mutant tumors have increased glutamine consumption to support the metabolic rewiring associated with NRF2 activation. Here, using patient-derived xenograft models and antigenic orthotopic lung cancer models, we show that the novel glutamine antagonist DRP-104 impairs the growth of KEAP1 mutant tumors. We find that DRP-104 suppresses KEAP1 mutant tumor growth by inhibiting glutamine-dependent nucleotide synthesis and promoting anti-tumor CD4 and CD8 T cell responses. Using multimodal single-cell sequencing and ex vivo functional assays, we discover that DRP-104 reverses T cell exhaustion and enhances the function of CD4 and CD8 T cells culminating in an improved response to anti-PD1 therapy. Our pre-clinical findings provide compelling evidence that DRP-104, currently in phase 1 clinical trials, offers a promising therapeutic approach for treating patients with KEAP1 mutant lung cancer. Furthermore, we demonstrate that by combining DRP-104 with checkpoint inhibition, we can achieve suppression of tumor intrinsic metabolism and augmentation of anti-tumor T cell responses.
PMID: 37425844
ISSN: 2692-8205
CID: 5743142

SOX9 drives KRAS-induced lung adenocarcinoma progression and suppresses anti-tumor immunity

Zhong, Hua; Lu, Wen; Tang, Yong; Wiel, Clotilde; Wei, Yong; Cao, Jian; Riedlinger, Gregory; Papagiannakopoulos, Thales; Guo, Jessie Yanxiang; Bergo, Martin O; Kang, Yibin; Ganesan, Shridar; Sabaawy, Hatim E; Pine, Sharon R
The SOX9 transcription factor ensures proper tissue development and homeostasis and has been implicated in promoting tumor progression. However, the role of SOX9 as a driver of lung adenocarcinoma (LUAD), or any cancer, remains unclear. Using CRISPR/Cas9 and Cre-LoxP gene knockout approaches in the KrasG12D-driven mouse LUAD model, we found that loss of Sox9 significantly reduces lung tumor development, burden and progression, contributing to significantly longer overall survival. SOX9 consistently drove organoid growth in vitro, but SOX9-promoted tumor growth was significantly attenuated in immunocompromised mice compared to syngeneic mice. We demonstrate that SOX9 suppresses immune cell infiltration and functionally suppresses tumor associated CD8+ T, natural killer and dendritic cells. These data were validated by flow cytometry, gene expression, RT-qPCR, and immunohistochemistry analyses in KrasG12D-driven murine LUAD, then confirmed by interrogating bulk and single-cell gene expression repertoires and immunohistochemistry in human LUAD. Notably, SOX9 significantly elevates collagen-related gene expression and substantially increases collagen fibers. We propose that SOX9 increases tumor stiffness and inhibits tumor-infiltrating dendritic cells, thereby suppressing CD8+ T cell and NK cell infiltration and activity. Thus, SOX9 drives KrasG12D-driven lung tumor progression and inhibits anti-tumor immunity at least partly by modulating the tumor microenvironment.
PMID: 37258742
ISSN: 1476-5594
CID: 5507622

Metabolic Reprogramming by Histone Deacetylase Inhibition Selectively Targets NRF2-activated tumors

Karagiannis, Dimitris; Wu, Warren; Li, Albert; Hayashi, Makiko; Chen, Xiao; Yip, Michaela; Mangipudy, Vaibhav; Xu, Xinjing; Sánchez-Rivera, Francisco J; Soto-Feliciano, Yadira M; Ye, Jiangbin; Papagiannakopoulos, Thales; Lu, Chao
Interplay between metabolism and chromatin signaling have been implicated in cancer initiation and progression. However, whether and how metabolic reprogramming in tumors generates specific epigenetic vulnerabilities remain unclear. Lung adenocarcinoma (LUAD) tumors frequently harbor mutations that cause aberrant activation of the NRF2 antioxidant pathway and drive aggressive and chemo-resistant disease. We performed a chromatin-focused CRISPR screen and report that NRF2 activation sensitized LUAD cells to genetic and chemical inhibition of class I histone deacetylases (HDAC). This association was consistently observed across cultured cells, syngeneic mouse models and patient-derived xenografts. HDAC inhibition causes widespread increases in histone H4 acetylation (H4ac) at intergenic regions, but also drives re-targeting of H4ac reader protein BRD4 away from promoters with high H4ac levels and transcriptional downregulation of corresponding genes. Integrative epigenomic, transcriptomic and metabolomic analysis demonstrates that these chromatin changes are associated with reduced flux into amino acid metabolism and de novo nucleotide synthesis pathways that are preferentially required for the survival of NRF2-active cancer cells. Together, our findings suggest that metabolic alterations such as NRF2 activation could serve as biomarkers for effective repurposing of HDAC inhibitors to treat solid tumors.
PMCID:10168258
PMID: 37162970
ISSN: 2692-8205
CID: 5507612

In vivo metabolomics identifies CD38 as an emergent vulnerability in LKB1 -mutant lung cancer

Deng, Jiehui; Peng, David H; Fenyo, David; Yuan, Hao; Lopez, Alfonso; Levin, Daniel S; Meynardie, Mary; Quinteros, Mari; Ranieri, Michela; Sahu, Soumyadip; Lau, Sally C M; Shum, Elaine; Velcheti, Vamsidhar; Punekar, Salman R; Rekhtman, Natasha; Dowling, Catríona M; Weerasekara, Vajira; Xue, Yun; Ji, Hongbin; Siu, Yik; Jones, Drew; Hata, Aaron N; Shimamura, Takeshi; Poirier, John T; Rudin, Charles M; Hattori, Takamitsu; Koide, Shohei; Papagiannakopoulos, Thales; Neel, Benjamin G; Bardeesy, Nabeel; Wong, Kwok-Kin
UNLABELLED:. Surprisingly, compared with other genetic subsets, murine and human LKB1-mutant NSCLC show marked overexpression of the NAD+-catabolizing ectoenzyme, CD38 on the surface of tumor cells. Loss of LKB1 or inactivation of Salt-Inducible Kinases (SIKs)-key downstream effectors of LKB1- induces CD38 transcription induction via a CREB binding site in the CD38 promoter. Treatment with the FDA-approved anti-CD38 antibody, daratumumab, inhibited growth of LKB1-mutant NSCLC xenografts. Together, these results reveal CD38 as a promising therapeutic target in patients with LKB1 mutant lung cancer. SIGNIFICANCE/CONCLUSIONS:tumor suppressor of lung adenocarcinoma patients and are associated with resistance to current treatments. Our study identified CD38 as a potential therapeutic target that is highly overexpressed in this specific subtype of cancer, associated with a shift in NAD homeostasis.
PMCID:10153147
PMID: 37131623
ISSN: 2692-8205
CID: 5507602

NRF2 activation induces NADH-reductive stress, providing a metabolic vulnerability in lung cancer

Weiss-Sadan, Tommy; Ge, Maolin; Hayashi, Makiko; Gohar, Magdy; Yao, Cong-Hui; de Groot, Adriaan; Harry, Stefan; Carlin, Alexander; Fischer, Hannah; Shi, Lei; Wei, Ting-Yu; Adelmann, Charles H; Wolf, Konstantin; Vornbäumen, Tristan; Dürr, Benedikt R; Takahashi, Mariko; Richter, Marianne; Zhang, Junbing; Yang, Tzu-Yi; Vijay, Vindhya; Fisher, David E; Hata, Aaron N; Haigis, Marcia C; Mostoslavsky, Raul; Bardeesy, Nabeel; Papagiannakopoulos, Thales; Bar-Peled, Liron
PMID: 37019082
ISSN: 1932-7420
CID: 5507592

NRF2 activation induces NADH-reductive stress, providing a metabolic vulnerability in lung cancer

Weiss-Sadan, Tommy; Ge, Maolin; Hayashi, Makiko; Gohar, Magdy; Yao, Cong-Hui; de Groot, Adriaan; Harry, Stefan; Carlin, Alexander; Fischer, Hannah; Shi, Lei; Wei, Ting-Yu; Adelmann, Charles H; Wolf, Konstantin; Vornbäumen, Tristan; Dürr, Benedikt R; Takahashi, Mariko; Richter, Marianne; Zhang, Junbing; Yang, Tzu-Yi; Vijay, Vindhya; Fisher, David E; Hata, Aaron N; Haigis, Marcia C; Mostoslavsky, Raul; Bardeesy, Nabeel; Papagiannakopoulos, Thales; Bar-Peled, Liron
Multiple cancers regulate oxidative stress by activating the transcription factor NRF2 through mutation of its negative regulator, KEAP1. NRF2 has been studied extensively in KEAP1-mutant cancers; however, the role of this pathway in cancers with wild-type KEAP1 remains poorly understood. To answer this question, we induced NRF2 via pharmacological inactivation of KEAP1 in a panel of 50+ non-small cell lung cancer cell lines. Unexpectedly, marked decreases in viability were observed in >13% of the cell lines-an effect that was rescued by NRF2 ablation. Genome-wide and targeted CRISPR screens revealed that NRF2 induces NADH-reductive stress, through the upregulation of the NAD+-consuming enzyme ALDH3A1. Leveraging these findings, we show that cells treated with KEAP1 inhibitors or those with endogenous KEAP1 mutations are selectively vulnerable to Complex I inhibition, which impairs NADH oxidation capacity and potentiates reductive stress. Thus, we identify reductive stress as a metabolic vulnerability in NRF2-activated lung cancers.
PMCID:9998367
PMID: 36841242
ISSN: 1932-7420
CID: 5432322

DNA methylation profiling identifies subgroups of lung adenocarcinoma with distinct immune cell composition, DNA methylation age, and clinical outcome

Guidry, Kayla; Vasudevaraja, Varshini; Labbe, Kristen; Mohamed, Hussein; Serrano, Jonathan; Guidry, Brett W; DeLorenzo, Michael; Zhang, Hua; Deng, Jiehui; Sahu, Soumyadip; Almonte, Christina; Moreira, Andre L; Tsirigos, Aristotelis; Papagiannakopoulos, Thales; Pass, Harvey; Snuderl, Matija; Wong, Kwok-Kin
PURPOSE/OBJECTIVE:Lung adenocarcinoma (LUAD) is a clinically heterogenous disease, which is highlighted by the unpredictable recurrence in low-stage tumors and highly variable responses observed in patients treated with immunotherapies, which cannot be explained by mutational profiles. DNA methylation-based classification and understanding of microenviromental heterogeneity may allow stratification into clinically relevant molecular subtypes of LUADs. EXPERIMENTAL DESIGN/METHODS:We characterize the genome-wide DNA methylation landscape of 88 resected LUAD tumors. Exome sequencing focusing on a panel of cancer-related genes was used to genotype these adenocarcinoma samples. Bioinformatic and statistical tools, the immune cell composition, DNA methylation age (DNAm age), and DNA methylation clustering were used to identify clinically relevant subgroups. RESULTS:Deconvolution of DNA methylation data identified immunologically hot and cold subsets of lung adenocarcinomas. Additionally, concurrent factors were analyzed that could affect the immune microenvironment, such as smoking history, ethnicity, or presence of KRAS or TP53 mutations. When the DNAm age was calculated, a lower DNAm age was correlated with the presence of a set of oncogenic drivers, poor overall survival, and specific immune cell populations. Unsupervised DNA methylation clustering identified 6 molecular subgroups of LUAD tumors with distinct clinical and microenvironmental characteristics. CONCLUSIONS:Our results demonstrate that DNA methylation signatures can stratify lung adenocarcinoma into clinically relevant subtypes, and thus such classification of LUAD at the time of resection may lead to better methods in predicting tumor recurrence and therapy responses.
PMID: 35802677
ISSN: 1557-3265
CID: 5280672