501
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Ku BM, Kim Y, Lee KY, Kim SY, Sun JM, Lee SH, Ahn JS, Park K, Ahn MJ. Tumor infiltrated immune cell types support distinct immune checkpoint inhibitor outcomes in patients with advanced non-small cell lung cancer. Eur J Immunol 2021; 51:956-964. [PMID: 33506525 PMCID: PMC8248238 DOI: 10.1002/eji.202048966] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Revised: 10/13/2020] [Accepted: 01/25/2021] [Indexed: 12/20/2022]
Abstract
The evaluation of PD‐L1 expression alone has limitations in predicting clinical outcome in immune‐checkpoint inhibitors (ICI). This study aimed to evaluate the predictive and prognostic effects of the presence of various immune cells in pretreatment tissue samples and to identify determinants associated with response in patients with advanced non‐small cell lung cancer (NSCLC) treated with PD‐1 blockade. Immune cell distribution was heterogeneous and the most dominant immune cell type was T cells. Patients with durable clinical benefit (DCB) showed significantly higher PD‐L1 expression. The ratio of tumor/stroma region of T cell, B cell, and macrophage was significantly higher in patient with DCB. High intratumoral T‐ and B‐cell density (≥median) was associated with DCB in the low PD‐L1 expression (<50%) group. In univariate analyses, the overall survival (OS) benefit was shown according to intratumoral B‐cell density (p = 0.0337). The incidence of hyperprogressive disease (HPD) was 13.0%. The Chi‐square test revealed that HPD was significantly associated with intratumoral B‐cell density but not T‐cell or macrophage density. Our results demonstrate different predictive and prognostic values for infiltrating immune cells in tumor tissue, which may help in selecting patients for ICI.
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Affiliation(s)
- Bo Mi Ku
- Research Institute for Future Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Youjin Kim
- Division of Hematology-Oncology, Department of Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Kyoung Young Lee
- Research Institute for Future Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Sang-Yeob Kim
- Department of Convergence Medicine, University of Ulsan College of Medicine and Asan Medical Center, Seoul, Korea.,Asan Institute for Life Sciences, Asan Medical Center, Seoul, Korea
| | - Jong-Mu Sun
- Division of Hematology-Oncology, Department of Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Se-Hoon Lee
- Division of Hematology-Oncology, Department of Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Jin Seok Ahn
- Division of Hematology-Oncology, Department of Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Keunchil Park
- Division of Hematology-Oncology, Department of Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
| | - Myung-Ju Ahn
- Division of Hematology-Oncology, Department of Medicine, Samsung Changwon Hospital, Sungkyunkwan University School of Medicine, Changwon, Korea
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502
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Tavernari D, Battistello E, Dheilly E, Petruzzella AS, Mina M, Sordet-Dessimoz J, Peters S, Krueger T, Gfeller D, Riggi N, Oricchio E, Letovanec I, Ciriello G. Nongenetic Evolution Drives Lung Adenocarcinoma Spatial Heterogeneity and Progression. Cancer Discov 2021; 11:1490-1507. [PMID: 33563664 DOI: 10.1158/2159-8290.cd-20-1274] [Citation(s) in RCA: 57] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Revised: 12/21/2020] [Accepted: 01/22/2021] [Indexed: 11/16/2022]
Abstract
Cancer evolution determines molecular and morphologic intratumor heterogeneity and challenges the design of effective treatments. In lung adenocarcinoma, disease progression and prognosis are associated with the appearance of morphologically diverse tumor regions, termed histologic patterns. However, the link between molecular and histologic features remains elusive. Here, we generated multiomics and spatially resolved molecular profiles of histologic patterns from primary lung adenocarcinoma, which we integrated with molecular data from >2,000 patients. The transition from indolent to aggressive patterns was not driven by genetic alterations but by epigenetic and transcriptional reprogramming reshaping cancer cell identity. A signature quantifying this transition was an independent predictor of patient prognosis in multiple human cohorts. Within individual tumors, highly multiplexed protein spatial profiling revealed coexistence of immune desert, inflamed, and excluded regions, which matched histologic pattern composition. Our results provide a detailed molecular map of lung adenocarcinoma intratumor spatial heterogeneity, tracing nongenetic routes of cancer evolution. SIGNIFICANCE: Lung adenocarcinomas are classified based on histologic pattern prevalence. However, individual tumors exhibit multiple patterns with unknown molecular features. We characterized nongenetic mechanisms underlying intratumor patterns and molecular markers predicting patient prognosis. Intratumor patterns determined diverse immune microenvironments, warranting their study in the context of current immunotherapies.This article is highlighted in the In This Issue feature, p. 1307.
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Affiliation(s)
- Daniele Tavernari
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Department of Computational Biology, University of Lausanne (UNIL), Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | - Elena Battistello
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Department of Computational Biology, University of Lausanne (UNIL), Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland.,Swiss Institute for Experimental Cancer Research (ISREC), EPFL, Lausanne, Switzerland
| | - Elie Dheilly
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Swiss Institute for Experimental Cancer Research (ISREC), EPFL, Lausanne, Switzerland
| | - Aaron S Petruzzella
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Swiss Institute for Experimental Cancer Research (ISREC), EPFL, Lausanne, Switzerland
| | - Marco Mina
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Department of Computational Biology, University of Lausanne (UNIL), Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
| | | | - Solange Peters
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Department of Oncology, University Hospital of Lausanne (CHUV), Lausanne, Switzerland
| | - Thorsten Krueger
- Division of Thoracic Surgery, University Hospital of Lausanne (CHUV), Lausanne, Switzerland
| | - David Gfeller
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Department of Oncology, Ludwig Institute for Cancer Research, University of Lausanne (UNIL), Lausanne, Switzerland
| | - Nicolo Riggi
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Institute of Pathology, University Hospital of Lausanne (CHUV), Lausanne, Switzerland
| | - Elisa Oricchio
- Swiss Cancer Center Leman, Lausanne, Switzerland.,Swiss Institute for Experimental Cancer Research (ISREC), EPFL, Lausanne, Switzerland
| | - Igor Letovanec
- Swiss Cancer Center Leman, Lausanne, Switzerland. .,Institute of Pathology, University Hospital of Lausanne (CHUV), Lausanne, Switzerland.,Department of Pathology, Central Institute, Hôpital du Valais, Sion, Switzerland
| | - Giovanni Ciriello
- Swiss Cancer Center Leman, Lausanne, Switzerland. .,Department of Computational Biology, University of Lausanne (UNIL), Lausanne, Switzerland.,Swiss Institute of Bioinformatics, Lausanne, Switzerland
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503
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Hooglugt A, van der Stoel MM, Boon RA, Huveneers S. Endothelial YAP/TAZ Signaling in Angiogenesis and Tumor Vasculature. Front Oncol 2021; 10:612802. [PMID: 33614496 PMCID: PMC7890025 DOI: 10.3389/fonc.2020.612802] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 12/07/2020] [Indexed: 12/14/2022] Open
Abstract
Solid tumors are dependent on vascularization for their growth. The hypoxic, stiff, and pro-angiogenic tumor microenvironment induces angiogenesis, giving rise to an immature, proliferative, and permeable vasculature. The tumor vessels promote tumor metastasis and complicate delivery of anti-cancer therapies. In many types of tumors, YAP/TAZ activation is correlated with increased levels of angiogenesis. In addition, endothelial YAP/TAZ activation is important for the formation of new blood and lymphatic vessels during development. Oncogenic activation of YAP/TAZ in tumor cell growth and invasion has been studied in great detail, however the role of YAP/TAZ within the tumor endothelium remains insufficiently understood, which complicates therapeutic strategies aimed at targeting YAP/TAZ in cancer. Here, we overview the upstream signals from the tumor microenvironment that control endothelial YAP/TAZ activation and explore the role of their downstream targets in driving tumor angiogenesis. We further discuss the potential for anti-cancer treatments and vascular normalization strategies to improve tumor therapies.
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Affiliation(s)
- Aukie Hooglugt
- Department of Medical Biochemistry, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
- Department of Physiology, Amsterdam Cardiovascular Sciences, Amsterdam UMC, VU University Medical Center, Amsterdam, Netherlands
| | - Miesje M. van der Stoel
- Department of Medical Biochemistry, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
| | - Reinier A. Boon
- Department of Physiology, Amsterdam Cardiovascular Sciences, Amsterdam UMC, VU University Medical Center, Amsterdam, Netherlands
- German Center for Cardiovascular Research (DZHK), Partner Site Rhein-Main, Berlin, Germany
- Institute of Cardiovascular Regeneration, Goethe University, Frankfurt am Main, Germany
| | - Stephan Huveneers
- Department of Medical Biochemistry, Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, Amsterdam, Netherlands
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504
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Lebovitz C, Wretham N, Osooly M, Milne K, Dash T, Thornton S, Tessier-Cloutier B, Sathiyaseelan P, Bortnik S, Go NE, Halvorsen E, Cederberg RA, Chow N, Dos Santos N, Bennewith KL, Nelson BH, Bally MB, Lam WL, Gorski SM. Loss of Parkinson's susceptibility gene LRRK2 promotes carcinogen-induced lung tumorigenesis. Sci Rep 2021; 11:2097. [PMID: 33483550 PMCID: PMC7822882 DOI: 10.1038/s41598-021-81639-0] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Accepted: 01/07/2021] [Indexed: 12/13/2022] Open
Abstract
Pathological links between neurodegenerative disease and cancer are emerging. LRRK2 overactivity contributes to Parkinson’s disease, whereas our previous analyses of public cancer patient data revealed that decreased LRRK2 expression is associated with lung adenocarcinoma (LUAD). The clinical and functional relevance of LRRK2 repression in LUAD is unknown. Here, we investigated associations between LRRK2 expression and clinicopathological variables in LUAD patient data and asked whether LRRK2 knockout promotes murine lung tumorigenesis. In patients, reduced LRRK2 was significantly associated with ongoing smoking and worse survival, as well as signatures of less differentiated LUAD, altered surfactant metabolism and immunosuppression. We identified shared transcriptional signals between LRRK2-low LUAD and postnatal alveolarization in mice, suggesting aberrant activation of a developmental program of alveolar growth and differentiation in these tumors. In a carcinogen-induced murine lung cancer model, multiplex IHC confirmed that LRRK2 was expressed in alveolar type II (AT2) cells, a main LUAD cell-of-origin, while its loss perturbed AT2 cell morphology. LRRK2 knockout in this model significantly increased tumor initiation and size, demonstrating that loss of LRRK2, a key Parkinson’s gene, promotes lung tumorigenesis.
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Affiliation(s)
- Chandra Lebovitz
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, 675 West 10th Avenue, Vancouver, BC, V5Z 1L3, Canada
| | - Nicole Wretham
- Department of Experimental Therapeutics, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Maryam Osooly
- Department of Experimental Therapeutics, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Katy Milne
- Deeley Research Centre, BC Cancer, Victoria, BC, V8R 6V5, Canada
| | - Tia Dash
- Deeley Research Centre, BC Cancer, Victoria, BC, V8R 6V5, Canada.,Department of Biochemistry and Microbiology, University of Victoria, Victoria, BC, V8P 5C2, Canada
| | - Shelby Thornton
- Deeley Research Centre, BC Cancer, Victoria, BC, V8R 6V5, Canada.,Department of Biochemistry and Microbiology, University of Victoria, Victoria, BC, V8P 5C2, Canada
| | - Basile Tessier-Cloutier
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Paalini Sathiyaseelan
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, 675 West 10th Avenue, Vancouver, BC, V5Z 1L3, Canada.,Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, V5A 1S6, Canada
| | - Svetlana Bortnik
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, 675 West 10th Avenue, Vancouver, BC, V5Z 1L3, Canada
| | - Nancy Erro Go
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, 675 West 10th Avenue, Vancouver, BC, V5Z 1L3, Canada
| | - Elizabeth Halvorsen
- Department of Integrative Oncology, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Rachel A Cederberg
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada.,Department of Integrative Oncology, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Norman Chow
- Department of Experimental Therapeutics, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Nancy Dos Santos
- Department of Experimental Therapeutics, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Kevin L Bennewith
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada.,Department of Integrative Oncology, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Brad H Nelson
- Deeley Research Centre, BC Cancer, Victoria, BC, V8R 6V5, Canada.,Department of Biochemistry and Microbiology, University of Victoria, Victoria, BC, V8P 5C2, Canada.,Department of Medical Genetics, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Marcel B Bally
- Department of Experimental Therapeutics, BC Cancer, Vancouver, BC, V5Z 1L3, Canada.,Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada
| | - Wan L Lam
- Department of Pathology and Laboratory Medicine, University of British Columbia, Vancouver, BC, V6T 1Z4, Canada.,Department of Integrative Oncology, BC Cancer, Vancouver, BC, V5Z 1L3, Canada
| | - Sharon M Gorski
- Canada's Michael Smith Genome Sciences Centre, BC Cancer, 675 West 10th Avenue, Vancouver, BC, V5Z 1L3, Canada. .,Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, V5A 1S6, Canada.
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505
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Gerhard GM, Bill R, Messemaker M, Klein AM, Pittet MJ. Tumor-infiltrating dendritic cell states are conserved across solid human cancers. J Exp Med 2021; 218:e20200264. [PMID: 33601412 PMCID: PMC7754678 DOI: 10.1084/jem.20200264] [Citation(s) in RCA: 109] [Impact Index Per Article: 36.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 07/23/2020] [Accepted: 10/12/2020] [Indexed: 12/11/2022] Open
Abstract
Dendritic cells (DCs) contribute a small fraction of the tumor microenvironment but are emerging as an essential antitumor component based on their ability to foster T cell immunity and immunotherapy responses. Here, we discuss our expanding view of DC heterogeneity in human tumors, as revealed with meta-analysis of single-cell transcriptome profiling studies. We further examine tumor-infiltrating DC states that are conserved across patients, cancer types, and species and consider the fundamental and clinical relevance of these findings. Finally, we provide an outlook on research opportunities to further explore mechanisms governing tumor-infiltrating DC behavior and functions.
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Affiliation(s)
- Genevieve M. Gerhard
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Ruben Bill
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Marius Messemaker
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | - Allon M. Klein
- Department of Systems Biology, Harvard Medical School, Boston, MA
| | - Mikael J. Pittet
- Center for Systems Biology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
- Department of Pathology and Immunology, University of Geneva, Geneva, Switzerland
- Department of Oncology, Geneva University Hospitals, Geneva, Switzerland
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506
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Single-cell RNA sequencing reveals distinct tumor microenvironmental patterns in lung adenocarcinoma. Oncogene 2021; 40:6748-6758. [PMID: 34663877 PMCID: PMC8677623 DOI: 10.1038/s41388-021-02054-3] [Citation(s) in RCA: 64] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Revised: 09/16/2021] [Accepted: 09/30/2021] [Indexed: 12/24/2022]
Abstract
Recent developments in immuno-oncology demonstrate that not only cancer cells, but also the tumor microenvironment can guide precision medicine. A comprehensive and in-depth characterization of the tumor microenvironment is challenging since its cell populations are diverse and can be important even if scarce. To identify clinically relevant microenvironmental and cancer features, we applied single-cell RNA sequencing to ten human lung adenocarcinomas and ten normal control tissues. Our analyses revealed heterogeneous carcinoma cell transcriptomes reflecting histological grade and oncogenic pathway activities, and two distinct microenvironmental patterns. The immune-activated CP²E microenvironment was composed of cancer-associated myofibroblasts, proinflammatory monocyte-derived macrophages, plasmacytoid dendritic cells and exhausted CD8+ T cells, and was prognostically unfavorable. In contrast, the inert N³MC microenvironment was characterized by normal-like myofibroblasts, non-inflammatory monocyte-derived macrophages, NK cells, myeloid dendritic cells and conventional T cells, and was associated with a favorable prognosis. Microenvironmental marker genes and signatures identified in single-cell profiles had progonostic value in bulk tumor profiles. In summary, single-cell RNA profiling of lung adenocarcinoma provides additional prognostic information based on the microenvironment, and may help to predict therapy response and to reveal possible target cell populations for future therapeutic approaches.
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507
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Abstract
Emerging evidences have implicated extracellular vesicles (EVs), nanoparticles secreted by cells, in regulating cancer progression. Several seminal studies on EVs have added an additional layer to the previously unanswered questions in understanding the complexity of diseases such as cancer. It has been observed that EV content is highly heterogenous and it likely reflects the dynamic state of the parent cell. Hence, these nano-sized vesicles have been proposed as reservoirs of cancer biomarkers for diagnostic and prognostic purposes. Due to their presence in almost all biological fluids, ability to display membrane, and sometimes cytosolic, cargo of its host cell and increase in their number during disease states has supported the potential utility of EVs as an alternative to current methods of cancer diagnosis. The following chapter will discuss the use of cancer cell-derived EVs as a resource of tumor specific biomarkers for the early diagnosis of disease. In addition, EVs could also be used in personalised medicine as a resource of predictive biomarkers to understand a patient's response to therapy. Overall, EVs could be exploited as a source of cancer biomarkers and could aid in treatment and stratification options to improve patient survival and quality of life.
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508
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Wang W, Zhong Y, Zhuang Z, Xie J, Lu Y, Huang C, Sun Y, Wu L, Yin J, Yu H, Jiang Z, Wang S, Wang C, Zhang Y, Huang Y, Han C, Zhong Z, Hu J, Ouyang Y, Liu H, Yu M, Wei X, Chen D, Huang L, Hou Y, Lin Z, Liu S, Ling F, Yao X. Multiregion single-cell sequencing reveals the transcriptional landscape of the immune microenvironment of colorectal cancer. Clin Transl Med 2021; 11:e253. [PMID: 33463049 PMCID: PMC7775989 DOI: 10.1002/ctm2.253] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Revised: 11/12/2020] [Accepted: 11/28/2020] [Indexed: 12/31/2022] Open
Abstract
The tumor microenvironment is a complex ecosystem formed by distinct and interacting cell populations, and its composition is related to cancer prognosis and response to clinical treatment. In this study, we have taken the advantage of two single-cell RNA sequencing technologies (Smart-seq2 and DNBelab C4) to generate an atlas of 15,115 immune and nonimmune cells from primary tumors and hepatic metastases of 18 colorectal cancer (CRC) patients. We observed extensive changes in the proportions and functional states of T cells and B cells in tumor tissues, compared to those of paired non-tumor tissues. Importantly, we found that B cells from early CRC tumor were identified to be pre-B like expressing tumor suppressors, whereas B cells from advanced CRC tumors tended to be developed into plasma cells. We also identified the association of IgA+ IGLC2+ plasma cells with poor CRC prognosis, and demonstrated a significant interaction between B-cell and myeloid-cell signaling, and found CCL8+ cycling B cells/CCR5+ T-cell interactions as a potential antitumoral mechanism in advanced CRC tumors. Our results provide deeper insights into the immune infiltration within CRC, and a new perspective for the future research in immunotherapies for CRC.
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Affiliation(s)
- Wei Wang
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Yu Zhong
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Zhenkun Zhuang
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Jiarui Xie
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Yueer Lu
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Chengzhi Huang
- Department of General Surgery, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, School of Medicine, South China University of TechnologyGuangzhouGuangdongChina
| | - Yan Sun
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Liang Wu
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Jianhua Yin
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Hang Yu
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Zhiqiang Jiang
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Shanshan Wang
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Chunqing Wang
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Yuanhang Zhang
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
| | - Yilin Huang
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Chongyin Han
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Zhenggang Zhong
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Jialin Hu
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Ying Ouyang
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Huisheng Liu
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Mengya Yu
- Department of General Surgery, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, School of Medicine, South China University of TechnologyGuangzhouGuangdongChina
| | | | | | - Lizhen Huang
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Yong Hou
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
- Shenzhen Key Laboratory of Single‐Cell OmicsShenzhenChina
| | - Zhanglin Lin
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Shiping Liu
- BGI‐ShenzhenShenzhenChina
- China National GeneBankBGI‐ShenzhenShenzhenChina
- Shenzhen Key Laboratory of Single‐Cell OmicsShenzhenChina
- The Guangdong‐Hong Kong Joint Laboratory On Immunological And Genetic Kidney DiseasesGuangdong Provincial People's Hospital, Guangdong Academy of Medical SciencesGuangzhouGuangdongChina
| | - Fei Ling
- School of Biology and Biological EngineeringSouth China University of TechnologyGuangzhouGuangdongChina
| | - Xueqing Yao
- Department of General Surgery, Guangdong Provincial People's Hospital, Guangdong Academy of Medical Sciences, School of Medicine, South China University of TechnologyGuangzhouGuangdongChina
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509
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Immune suppressive landscape in the human esophageal squamous cell carcinoma microenvironment. Nat Commun 2020; 11:6268. [PMID: 33293583 PMCID: PMC7722722 DOI: 10.1038/s41467-020-20019-0] [Citation(s) in RCA: 205] [Impact Index Per Article: 51.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Accepted: 11/09/2020] [Indexed: 01/18/2023] Open
Abstract
Cancer immunotherapy has revolutionized cancer treatment, and it relies heavily on the comprehensive understanding of the immune landscape of the tumor microenvironment (TME). Here, we obtain a detailed immune cell atlas of esophageal squamous cell carcinoma (ESCC) at single-cell resolution. Exhausted T and NK cells, regulatory T cells (Tregs), alternatively activated macrophages and tolerogenic dendritic cells are dominant in the TME. Transcriptional profiling coupled with T cell receptor (TCR) sequencing reveal lineage connections in T cell populations. CD8 T cells show continuous progression from pre-exhausted to exhausted T cells. While exhausted CD4, CD8 T and NK cells are major proliferative cell components in the TME, the crosstalk between macrophages and Tregs contributes to potential immunosuppression in the TME. Our results indicate several immunosuppressive mechanisms that may be simultaneously responsible for the failure of immuno-surveillance. Specific targeting of these immunosuppressive pathways may reactivate anti-tumor immune responses in ESCC. Understanding the tumour microenvironment is essential for the efficacy of immunotherapies. Here the authors describe the immune landscape in esophageal squamous cell carcinoma and suggest several immunosuppressive mechanisms, which upon targeting may restore anti-tumour immune response.
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510
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Nicoś M, Krawczyk P, Crosetto N, Milanowski J. The Role of Intratumor Heterogeneity in the Response of Metastatic Non-Small Cell Lung Cancer to Immune Checkpoint Inhibitors. Front Oncol 2020; 10:569202. [PMID: 33344229 PMCID: PMC7746867 DOI: 10.3389/fonc.2020.569202] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Accepted: 11/09/2020] [Indexed: 12/12/2022] Open
Abstract
Immune checkpoint inhibitors (ICIs) represent one of the most promising therapeutic approaches in metastatic non-small cell lung cancer (M-NSCLC). Unfortunately, approximately 50–75% of patients do not respond to this treatment modality. Intratumor heterogeneity (ITH) at the genetic and phenotypic level is considered as a major cause of anticancer therapy failure, including resistance to ICIs. Recent observations suggest that spatial heterogeneity in the composition and spatial organization of the tumor microenvironment plays a major role in the response of M-NSCLC patients to ICIs. In this mini review, we first present a brief overview of the use of ICIs in M-NSCLC. We then discuss the role of genetic and non-genetic ITH on the efficacy of ICIs in patients with M-NSCLC.
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Affiliation(s)
- Marcin Nicoś
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, Lublin, Poland.,Science for Life Laboratory, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Paweł Krawczyk
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, Lublin, Poland
| | - Nicola Crosetto
- Science for Life Laboratory, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Stockholm, Sweden
| | - Janusz Milanowski
- Department of Pneumonology, Oncology and Allergology, Medical University of Lublin, Lublin, Poland
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511
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Liu Y, Ye G, Huang L, Zhang C, Sheng Y, Wu B, Han L, Wu C, Dong B, Qi Y. Single-cell transcriptome analysis demonstrates inter-patient and intra-tumor heterogeneity in primary and metastatic lung adenocarcinoma. Aging (Albany NY) 2020; 12:21559-21581. [PMID: 33170151 PMCID: PMC7695431 DOI: 10.18632/aging.103945] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2020] [Accepted: 08/08/2020] [Indexed: 12/15/2022]
Abstract
In this study, we performed single-cell transcriptome data analysis of fifty primary and metastatic lung adenocarcinoma (LUAD) samples from the GSE123902 and GSE131907 datasets to determine the landscape of inter-patient and intra-tumoral heterogeneity. The gene expression profiles and copy number variations (CNV) showed significant heterogeneity in the primary and metastatic LUAD samples. We observed upregulation of pathways related to translational initiation, endoplasmic reticulum stress, exosomes, and unfolded protein response in the brain metastasis samples as compared to the primary tumor samples. Pathways related to exosomes, cell adhesion and metabolism were upregulated and the epithelial-to-mesenchymal-transition (EMT) pathway was downregulated in brain metastasis samples from chemotherapy-treated LUAD patients as compared to those from the untreated LUAD patients. Tumor cell subgroups in the brain metastasis samples showed differential expression of genes related to type II alveolar cells, chemoresistance, glycolysis and oxidative phosphorylation (metabolic reprogramming), and EMT. Thus, single-cell transcriptome analysis demonstrated intra-patient and intra-tumor heterogeneity in the regulation of pathways related to tumor progression, chemoresistance and metabolism in the primary and metastatic LUAD tissues. Moreover, our study demonstrates that single cell transcriptome analysis is a potentially useful tool for accurate diagnosis and personalized targeted treatment of LUAD patients.
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Affiliation(s)
- Yafei Liu
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Guanchao Ye
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Lan Huang
- Biotherapy Center, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Chunyang Zhang
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Yinliang Sheng
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Bin Wu
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Lu Han
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Chunli Wu
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Bo Dong
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Yu Qi
- Department of Thoracic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
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512
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Modeling cancer progression using human pluripotent stem cell-derived cells and organoids. Stem Cell Res 2020; 49:102063. [PMID: 33137568 PMCID: PMC7849931 DOI: 10.1016/j.scr.2020.102063] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Revised: 10/15/2020] [Accepted: 10/20/2020] [Indexed: 01/04/2023] Open
Abstract
Conventional cancer cell lines and animal models have been mainstays of cancer research. More recently, human pluripotent stem cells (hPSCs) and hPSC-derived organoid technologies, together with genome engineering approaches, have provided a complementary platform to model cancer progression. Here, we review the application of these technologies in cancer modeling with respect to the cell-of-origin, cancer propagation, and metastasis. We further discuss the benefits and challenges accompanying the use of hPSC models for cancer research and discuss their broad applicability in drug discovery, biomarker identification, decoding molecular mechanisms, and the deconstruction of clonal and intra-tumoral heterogeneity. In summary, hPSC-derived organoids provide powerful models to recapitulate the pathogenic states in cancer and to perform drug discovery.
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513
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Li Y, Gu J, Xu F, Zhu Q, Chen Y, Ge D, Lu C. Molecular characterization, biological function, tumor microenvironment association and clinical significance of m6A regulators in lung adenocarcinoma. Brief Bioinform 2020; 22:5916941. [PMID: 33003204 DOI: 10.1093/bib/bbaa225] [Citation(s) in RCA: 85] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2020] [Revised: 08/03/2020] [Accepted: 08/19/2020] [Indexed: 12/17/2022] Open
Abstract
N6-methyladenosine (m6A) modification can regulate a variety of biological processes. However, the implications of m6A modification in lung adenocarcinoma (LUAD) remain largely unknown. Here, we systematically evaluated the m6A modification features in more than 2400 LUAD samples by analyzing the multi-omics features of 23 m6A regulators. We depicted the genetic variation features of m6A regulators, and found mutations of FTO and YTHDF3 were linked to worse overall survival. Many m6A regulators were aberrantly expressed in tumors, among which FTO, IGF2BP3, YTHDF1 and RBM15 showed consistent alteration features across 11 independent cohorts. Besides, the regulator-pathway interaction network demonstrated that m6A modification was associated with various biological pathways, including immune-related pathways. The correlation between m6A regulators and tumor microenvironment was also assessed. We found that LRPPRC was negatively correlated with most tumor-infiltrating immune cells. On the other hand, we established a scoring tool named m6Sig, which was positively correlated with PD-L1 expression and could reflect both the tumor microenvironment characterization and prognosis of LUAD patients. Comparison of CNV between high and low m6Sig groups revealed differences on chromosome 7. Application of m6Sig on an anti-PD-L1 immunotherapy cohort confirmed that the high m6Sig group demonstrated therapeutic advantages and clinical benefits. Our study indicated that m6A modification is involved in many aspects of LUAD and contributes to tumor microenvironment formation. A better understanding of m6A modification will provide more insights into the molecular mechanisms of LUAD and facilitate developing more effective personalized treatment strategies. A web application was built along with this study (http://www.bioinfo-zs.com/luadexpress/).
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Affiliation(s)
- Yin Li
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
| | - Jie Gu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
| | - Fengkai Xu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
| | - Qiaoliang Zhu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
| | - Yiwei Chen
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
| | - Di Ge
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
| | - Chunlai Lu
- Department of Thoracic Surgery, Zhongshan Hospital, Fudan University
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514
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Parker KR, Migliorini D, Perkey E, Yost KE, Bhaduri A, Bagga P, Haris M, Wilson NE, Liu F, Gabunia K, Scholler J, Montine TJ, Bhoj VG, Reddy R, Mohan S, Maillard I, Kriegstein AR, June CH, Chang HY, Posey AD, Satpathy AT. Single-Cell Analyses Identify Brain Mural Cells Expressing CD19 as Potential Off-Tumor Targets for CAR-T Immunotherapies. Cell 2020; 183:126-142.e17. [PMID: 32961131 PMCID: PMC7640763 DOI: 10.1016/j.cell.2020.08.022] [Citation(s) in RCA: 258] [Impact Index Per Article: 64.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2019] [Revised: 05/26/2020] [Accepted: 08/12/2020] [Indexed: 12/18/2022]
Abstract
CD19-directed immunotherapies are clinically effective for treating B cell malignancies but also cause a high incidence of neurotoxicity. A subset of patients treated with chimeric antigen receptor (CAR) T cells or bispecific T cell engager (BiTE) antibodies display severe neurotoxicity, including fatal cerebral edema associated with T cell infiltration into the brain. Here, we report that mural cells, which surround the endothelium and are critical for blood-brain-barrier integrity, express CD19. We identify CD19 expression in brain mural cells using single-cell RNA sequencing data and confirm perivascular staining at the protein level. CD19 expression in the brain begins early in development alongside the emergence of mural cell lineages and persists throughout adulthood across brain regions. Mouse mural cells demonstrate lower levels of Cd19 expression, suggesting limitations in preclinical animal models of neurotoxicity. These data suggest an on-target mechanism for neurotoxicity in CD19-directed therapies and highlight the utility of human single-cell atlases for designing immunotherapies.
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MESH Headings
- Animals
- Antibodies, Bispecific/immunology
- Antigens, CD19/immunology
- B-Lymphocytes/immunology
- Blood-Brain Barrier/immunology
- Blood-Brain Barrier/metabolism
- Brain/immunology
- Brain/metabolism
- Cell Line, Tumor
- Cytotoxicity, Immunologic
- Epithelial Cells/metabolism
- Humans
- Immunotherapy/adverse effects
- Immunotherapy/methods
- Immunotherapy, Adoptive/adverse effects
- Immunotherapy, Adoptive/methods
- Mice
- Mice, Inbred NOD
- Mice, SCID
- Muscle, Smooth, Vascular/metabolism
- Neoplasms
- Receptors, Antigen, T-Cell/immunology
- Receptors, Chimeric Antigen/immunology
- Single-Cell Analysis/methods
- T-Lymphocytes/immunology
- Xenograft Model Antitumor Assays
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Affiliation(s)
- Kevin R Parker
- Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA, USA; Parker Institute for Cancer Immunotherapy, Stanford University School of Medicine, Stanford, CA, USA
| | - Denis Migliorini
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Center for Translational Research in Onco-Hematology and Department of Oncology, Geneva University Hospitals and University of Geneva, Geneva, Switzerland.
| | - Eric Perkey
- Graduate Program in Cellular and Molecular Biology and Medical Scientist Training Program, University of Michigan, Ann Arbor, MI, USA; Division of Hematology-Oncology, Department of Medicine and Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Kathryn E Yost
- Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA, USA; Parker Institute for Cancer Immunotherapy, Stanford University School of Medicine, Stanford, CA, USA
| | - Aparna Bhaduri
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA; The Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
| | - Puneet Bagga
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mohammad Haris
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Functional and Molecular Imaging Laboratory, Research Branch, Sidra Medicine, Doha, Qatar; Laboratory Animal Research Center, Qatar University, Doha, Qatar
| | - Neil E Wilson
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Fang Liu
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Khatuna Gabunia
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - John Scholler
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Thomas J Montine
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Vijay G Bhoj
- Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ravinder Reddy
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Suyash Mohan
- Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Ivan Maillard
- Division of Hematology-Oncology, Department of Medicine and Abramson Family Cancer Research Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Arnold R Kriegstein
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA; The Eli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA
| | - Carl H June
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Pathology and Laboratory Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Howard Y Chang
- Center for Personal Dynamic Regulomes, Stanford University School of Medicine, Stanford, CA, USA; Parker Institute for Cancer Immunotherapy, Stanford University School of Medicine, Stanford, CA, USA; Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA, USA
| | - Avery D Posey
- Parker Institute for Cancer Immunotherapy, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Center for Cellular Immunotherapies, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA; Corporal Michael J. Crescenz VA Medical Center, Philadelphia, PA, USA
| | - Ansuman T Satpathy
- Parker Institute for Cancer Immunotherapy, Stanford University School of Medicine, Stanford, CA, USA; Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
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515
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Prognostic significance of tumor-associated macrophages: past, present and future. Semin Immunol 2020; 48:101408. [PMID: 32943279 DOI: 10.1016/j.smim.2020.101408] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Revised: 08/06/2020] [Accepted: 08/12/2020] [Indexed: 12/14/2022]
Abstract
Tumor tissues are populated by a multitude of macrophages, highly different in functional activity, localization and morphology. A clear contribution to disease progression has been shown in multiple cancer types, holding promise for the development of innovative macrophage-based prognostic tools. Current studies aimed at assessing the prognostic role of macrophages have documented the relevance of the macrophage population as a whole. However, dissecting the diversity of mononuclear phagocytes in tumor tissues has provided important information about the coexistence of distinct populations of macrophages with different prognostic significance. Here we summarize evidence of macrophage prognostic function in human cancer and focus on classical and modern strategies aimed at measuring macrophage features and deciphering their diversity. The wealth of new data generated will reshape our knowledge of macrophage complexity and hopefully foster the forthcoming development of these new metrics into prognostic tools as well as new therapeutic strategies.
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516
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Abstract
Tumor immunology is undergoing a renaissance due to the recent profound clinical successes of tumor immunotherapy. These advances have coincided with an exponential growth in the development of -omics technologies. Armed with these technologies and their associated computational and modeling toolsets, systems biologists have turned their attention to tumor immunology in an effort to understand the precise nature and consequences of interactions between tumors and the immune system. Such interactions are inherently multivariate, spanning multiple time and size scales, cell types, and organ systems, rendering systems biology approaches particularly amenable to their interrogation. While in its infancy, the field of 'Cancer Systems Immunology' has already influenced our understanding of tumor immunology and immunotherapy. As the field matures, studies will move beyond descriptive characterizations toward functional investigations of the emergent behavior that govern tumor-immune responses. Thus, Cancer Systems Immunology holds incredible promise to advance our ability to fight this disease.
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Affiliation(s)
| | - Edgar G Engleman
- Department of Pathology, Stanford University School of MedicineStanfordUnited States
- Division of Immunology and Rheumatology, Department of Medicine, Stanford University School of MedicineStanfordUnited States
- Stanford Cancer Institute, Stanford UniversityStanfordUnited States
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