1
|
Yang H, Kang B, Ha Y, Lee SH, Kim I, Kim H, Lee WS, Kim G, Jung S, Rha SY, Gaillard VE, Cheon J, Kim C, Chon HJ. High serum IL-6 correlates with reduced clinical benefit of atezolizumab and bevacizumab in unresectable hepatocellular carcinoma. JHEP Rep 2023; 5:100672. [PMID: 36866388 PMCID: PMC9972403 DOI: 10.1016/j.jhepr.2023.100672] [Citation(s) in RCA: 16] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Revised: 12/22/2022] [Accepted: 12/24/2022] [Indexed: 01/18/2023] Open
Abstract
Background & Aims We elucidated the clinical and immunologic implications of serum IL-6 levels in patients with unresectable hepatocellular carcinoma (HCC) treated with atezolizumab and bevacizumab (Ate/Bev). Methods We prospectively enrolled 165 patients with unresectable HCC (discovery cohort: 84 patients from three centres; validation cohort: 81 patients from one centre). Baseline blood samples were analysed using a flow cytometric bead array. The tumour immune microenvironment was analysed using RNA sequencing. Results In the discovery cohort, clinical benefit 6 months (CB6m) was defined as complete or partial response, or stable disease for ≥6 months. Among various blood-based biomarkers, serum IL-6 levels were significantly higher in participants without CB6m than in those with CB6m (mean 11.56 vs. 5.05 pg/ml, p = 0.02). Using maximally selected rank statistics, the optimal cut-off value for high IL-6 was determined as 18.49 pg/ml, and 15.2% of participants were found to have high IL-6 levels at baseline. In both the discovery and validation cohorts, participants with high baseline IL-6 levels had a reduced response rate and worse progression-free and overall survival after Ate/Bev treatment compared with those with low baseline IL-6 levels. In multivariable Cox regression analysis, the clinical implications of high IL-6 levels persisted, even after adjusting for various confounding factors. Participants with high IL-6 levels showed reduced interferon-γ and tumour necrosis factor-α secretion from CD8+ T cells. Moreover, excess IL-6 suppressed cytokine production and proliferation of CD8+ T cells. Finally, participants with high IL-6 levels exhibited a non-T-cell-inflamed immunosuppressive tumour microenvironment. Conclusions High baseline IL-6 levels can be associated with poor clinical outcomes and impaired T-cell function in patients with unresectable HCC after Ate/Bev treatment. Impact and implications Although patients with hepatocellular carcinoma who respond to treatment with atezolizumab and bevacizumab exhibit favourable clinical outcomes, a fraction of these still experience primary resistance. We found that high baseline serum levels of IL-6 correlate with poor clinical outcomes and impaired T-cell response in patients with hepatocellular carcinoma treated with atezolizumab and bevacizumab.
Collapse
Key Words
- AFP, alpha-foetoprotein
- Ate/Bev, atezolizumab and bevacizumab
- Atezolizumab
- BCLC, Barcelona Clinic Liver Cancer
- Bevacizumab
- CB6m, clinical benefit 6 months
- CONSORT, Consolidated Standards of Reporting Trials
- CR, complete response
- CRAFITY, C-reactive protein and AFP in immunotherapy
- CTLA-4, cytotoxic T-lymphocyte-associated protein 4
- DC, dendritic cell
- ECOG, Eastern Cooperative Oncology Group
- FFPE, formalin-fixed paraffin-embedded
- HCC, hepatocellular carcinoma
- HR, hazard ratio
- Hepatocellular carcinoma
- IFN-γ, interferon-γ
- IL-6
- Immunotherapy
- MDSC, myeloid-derived suppressor cell
- MSI, microsatellite instability
- MVI, macrovascular invasion
- ORR, objective response rate
- OS, overall survival
- PBMC, peripheral blood mononuclear cell
- PD, progressive disease
- PD-1, programmed-death-1
- PD-L1, programmed-death ligand-1
- PFS, progression-free survival
- PR, partial response
- RECIST, Response Evaluation Criteria in Solid Tumours
- SD, stable disease
- TME, tumour microenvironment
- TNF-α, tumour necrosis factor-α
- VEGF, vascular endothelial growth factor
Collapse
Affiliation(s)
- Hannah Yang
- Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea
| | - Beodeul Kang
- Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea,Yonsei Graduate School, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Yeonjung Ha
- Department of Gastroenterology, CHA Bundang Medical Center, Seongnam, Republic of Korea
| | - Sung Hwan Lee
- Department of Surgery, CHA Bundang Medical Center, Seongnam, Republic of Korea
| | - Ilhwan Kim
- Division of Oncology, Department of Internal Medicine, Inje University College of Medicine, Haeundae Paik Hospital, Busan, Republic of Korea
| | - Hyeyeong Kim
- Department of Internal Medicine, Ulsan University Hospital, University of Ulsan College of Medicine, Ulsan, Republic of Korea
| | - Won Suk Lee
- Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea
| | - Gwangil Kim
- Department of Pathology, CHA Bundang Medical Center, Seongnam, Republic of Korea
| | - Sanghoon Jung
- Department of Radiology, CHA Bundang Medical Center, Seongnam, Republic of Korea
| | - Sun Young Rha
- Yonsei Graduate School, Yonsei University College of Medicine, Seoul, Republic of Korea,Division of Medical Oncology, Yonsei Cancer Center, Yonsei University College of Medicine, Seoul, Republic of Korea
| | | | - Jaekyung Cheon
- Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea,Corresponding authors. Address: Medical Oncology, CHA Bundang Medical Center, 59 Yatap-ro, Bundang-gu, Seongnam 13496, Republic of Korea. Tel.: +82-31-780-7590; Fax: +82-31-780-3929.
| | - Chan Kim
- Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea,Corresponding authors. Address: Medical Oncology, CHA Bundang Medical Center, 59 Yatap-ro, Bundang-gu, Seongnam 13496, Republic of Korea. Tel.: +82-31-780-7590; Fax: +82-31-780-3929.
| | - Hong Jae Chon
- Medical Oncology, Department of Internal Medicine, CHA Bundang Medical Center, CHA University, Seongnam, Republic of Korea,Corresponding authors. Address: Medical Oncology, CHA Bundang Medical Center, 59 Yatap-ro, Bundang-gu, Seongnam 13496, Republic of Korea. Tel.: +82-31-780-7590; Fax: +82-31-780-3929.
| |
Collapse
|
2
|
Tan S, Day D, Nicholls SJ, Segelov E. Immune Checkpoint Inhibitor Therapy in Oncology: Current Uses and Future Directions: JACC: CardioOncology State-of-the-Art Review. JACC CardioOncol 2022; 4:579-597. [PMID: 36636451 PMCID: PMC9830229 DOI: 10.1016/j.jaccao.2022.09.004] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Accepted: 09/07/2022] [Indexed: 12/24/2022] Open
Abstract
Immune checkpoint inhibitors (ICIs) are a major class of immuno-oncology therapeutics that have significantly improved the prognosis of various cancers, both in (neo)adjuvant and metastatic settings. Unlike other conventional therapies, ICIs elicit antitumor effects by enhancing host immune systems to eliminate cancer cells. There are 3 approved ICI classes by the U.S. Food and Drug Administration: inhibitors targeting cytotoxic T lymphocyte associated antigen 4, programmed death 1/programmed death-ligand 1, and lymphocyte-activation gene 3, with many more in development. ICIs are commonly associated with distinct toxicities, known as immune-related adverse events, which can arise during treatment or less frequently be of late onset, usually relating to excessive activation of the immune system. Acute cardiovascular immune-related adverse events such as myocarditis are rare; however, data suggesting chronic cardiovascular sequelae are emerging. This review presents the current landscape of ICIs in oncology, with a focus on important aspects relevant to cardiology.
Collapse
Affiliation(s)
- Sean Tan
- Victorian Heart Institute, Monash University, Melbourne, Victoria, Australia,Monash Heart, Monash Health, Clayton, Victoria, Australia,Address for correspondence: Dr Sean Tan, Victorian Heart Institute, Monash University, Wellington Road, Victoria 3800, Australia. @_SeanXTan
| | - Daphne Day
- School of Clinical Sciences, Monash Health, Monash University, Melbourne, Victoria, Australia,Department of Oncology, Monash Health, Clayton, Victoria, Australia
| | - Stephen J. Nicholls
- Victorian Heart Institute, Monash University, Melbourne, Victoria, Australia,Monash Heart, Monash Health, Clayton, Victoria, Australia
| | - Eva Segelov
- School of Clinical Sciences, Monash Health, Monash University, Melbourne, Victoria, Australia,Department of Oncology, Monash Health, Clayton, Victoria, Australia
| |
Collapse
|
3
|
Wang W, Zhang J, Wang Y, Xu Y, Zhang S. Identifies microtubule-binding protein CSPP1 as a novel cancer biomarker associated with ferroptosis and tumor microenvironment. Comput Struct Biotechnol J 2022; 20:3322-3335. [PMID: 35832625 PMCID: PMC9253833 DOI: 10.1016/j.csbj.2022.06.046] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2022] [Revised: 06/19/2022] [Accepted: 06/21/2022] [Indexed: 12/02/2022] Open
Abstract
Centrosome and spindle pole-associated protein (CSPP1) is a centrosome and microtubule-binding protein that plays a role in cell cycle-dependent cytoskeleton organization and cilia formation. Previous studies have suggested that CSPP1 plays a role in tumorigenesis; however, no pan-cancer analysis has been performed. This study systematically investigates the expression of CSPP1 and its potential clinical outcomes associated with diagnosis, prognosis, and therapy. CSPP1 is widely present in tissues and cells and its aberrant expression serves as a diagnostic biomarker for cancer. CSPP1 dysregulation is driven by multi-dimensional mechanisms involving genetic alterations, DNA methylation, and miRNAs. Phosphorylation of CSPP1 at specific sites may play a role in tumorigenesis. In addition, CSPP1 correlates with clinical features and outcomes in multiple cancers. Take brain low-grade gliomas (LGG) with a poor prognosis as an example, functional enrichment analysis implies that CSPP1 may play a role in ferroptosis and tumor microenvironment (TME), including regulating epithelial-mesenchymal transition, stromal response, and immune response. Further analysis confirms that CSPP1 dysregulates ferroptosis in LGG and other cancers, making it possible for ferroptosis-based drugs to be used in the treatment of these cancers. Importantly, CSPP1-associated tumors are infiltrated in different TMEs, rendering immune checkpoint blockade therapy beneficial for these cancer patients. Our study is the first to demonstrate that CSPP1 is a potential diagnostic and prognostic biomarker associated with ferroptosis and TME, providing a new target for drug therapy and immunotherapy in specific cancers.
Collapse
Key Words
- ACC, adrenocortical carcinoma
- BP, biological pathways
- BRCA, breast invasive carcinoma
- Biomarker
- C-index, concordance index
- CAF, cancer-associated fibroblasts
- CC, cellular component
- CESC, cervical squamous cell carcinoma and endocervical adenocarcinoma
- CHOL, cholangiocarcinoma
- CNA, copy number alteration
- COAD, colon adenocarcinoma
- CPTAC, Clinical Proteomic Tumor Analysis Consortium
- CSPP1
- CSPP1, centrosome and spindle pole-associated protein
- CTL, cytotoxic T lymphocyte
- DEGs, differentially expressed genes
- DLBC, diffuse large B-cell lymphoma
- DSS, disease-specific survival
- EMT, epithelial-mesenchymal transition
- ENCORI, Encyclopedia of RNA Interactomes
- ESCA, esophageal carcinoma
- FAG, ferroptosis-associated gene
- FDG, ferroptosis-driver gene
- FSG, ferroptosis-suppressor gene
- Ferroptosis
- GBM, glioblastoma multiforme
- GO, Gene Ontology
- GSEA, Gene Set Enrichment Analysis
- GSVA, gene set variation analysis
- GTEx, Genotype-Tissue Expression
- HNSC, head and neck squamous cell carcinoma
- ICB, immune checkpoint blockade
- KEGG, Kyoto Encyclopedia of Genes and Genomes
- KICH, kidney chromophobe
- KIRC, renal clear cell carcinoma
- KM, Kaplan-Meier
- LAML, acute myeloid leukemia
- LGG, low-grade gliomas
- LIHC, liver hepatocellular carcinoma
- LUAD, lung adenocarcinoma
- LUSC, lung squamous cell carcinoma
- MF, molecular functions
- MHC, major histocompatibility complex
- MSI, microsatellite instability
- OS, overall survival
- OV, ovarian serous cystadenocarcinoma
- PAAD, pancreatic adenocarcinoma
- PFI, progression-free interval
- PFS, progression-free survival
- PRAD, prostate cancer
- Pan-cancer
- READ, rectum adenocarcinoma
- ROC, receiver operating characteristics
- SKCM, skin cutaneous melanoma
- TCGA, The Cancer Genome Atlas
- TGCT, testicular germ cell tumors, STAD, stomach adenocarcinoma
- THCA, thyroid cancer
- THYM, thymoma
- TIDE, Tumor Immune Dysfunction and Exclusion
- TIMER, Tumor Immune Estimation Resource
- TISIDB, Tumor-Immune System Interactions DataBase
- TMB, tumor mutation burden
- TME, tumor microenvironment
- Tumor microenvironment
- UCEC, endometrial cancer uterine corpus endometrial carcinoma
- UCS, uterine carcinosarcoma
Collapse
Affiliation(s)
- Wenwen Wang
- Translational Medicine Research Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Cancer Center, Zhejiang University, Hangzhou, China
| | - Jingjing Zhang
- Translational Medicine Research Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Cancer Center, Zhejiang University, Hangzhou, China
| | - Yuqing Wang
- Translational Medicine Research Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Cancer Center, Zhejiang University, Hangzhou, China
| | - Yasi Xu
- Translational Medicine Research Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Cancer Center, Zhejiang University, Hangzhou, China
| | - Shirong Zhang
- Translational Medicine Research Center, Key Laboratory of Clinical Cancer Pharmacology and Toxicology Research of Zhejiang Province, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Cancer Center, Zhejiang University, Hangzhou, China
| |
Collapse
|
4
|
Gao J, Wu Z, Zhao M, Zhang R, Li M, Sun D, Cheng H, Qi X, Shen Y, Xu Q, Chen H, Chen D, Sun Y. Allosteric inhibition reveals SHP2-mediated tumor immunosuppression in colon cancer by single-cell transcriptomics. Acta Pharm Sin B 2022; 12:149-66. [PMID: 35127377 DOI: 10.1016/j.apsb.2021.08.006] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 07/27/2021] [Accepted: 07/30/2021] [Indexed: 12/20/2022] Open
Abstract
Colorectal cancer (CRC), a malignant tumor worldwide consists of microsatellite instability (MSI) and stable (MSS) phenotypes. Although SHP2 is a hopeful target for cancer therapy, its relationship with innate immunosuppression remains elusive. To address that, single-cell RNA sequencing was performed to explore the role of SHP2 in all cell types of tumor microenvironment (TME) from murine MC38 xenografts. Intratumoral cells were found to be functionally heterogeneous and responded significantly to SHP099, a SHP2 allosteric inhibitor. The malignant evolution of tumor cells was remarkably arrested by SHP099. Mechanistically, STING-TBK1-IRF3-mediated type I interferon signaling was highly activated by SHP099 in infiltrated myeloid cells. Notably, CRC patients with MSS phenotype exhibited greater macrophage infiltration and more potent SHP2 phosphorylation in CD68+ macrophages than MSI-high phenotypes, suggesting the potential role of macrophagic SHP2 in TME. Collectively, our data reveals a mechanism of innate immunosuppression mediated by SHP2, suggesting that SHP2 is a promising target for colon cancer immunotherapy.
Collapse
Key Words
- APC, antigen-presenting cell
- BTLA, B- and T-lymphocyte attenuator
- CNVs, copy number variations
- CRC, colorectal cancer
- Colorectal cancer
- DSBs, double-strand breaks
- GSEA, gene set enrichment analysis
- KRAS, Kirsten rat sarcoma viral oncogene homolog
- MAPK, mitogen-activated kinase
- MSI, microsatellite instability
- MSS, microsatellite stable
- Macrophage
- PCA, principal component analysis
- PD-1, programmed cell death 1
- PTPN11
- SHP099
- STING
- STING, stimulator of interferon genes
- TME, tumor microenvironment
- Tumor microenvironment
- Type I interferon
- scRNA-seq
- scRNA-seq, single-cell RNA-sequencing
- t-SNE, t-distributed stochastic neighbor embedding
Collapse
|
5
|
Jiang M, Jia K, Wang L, Li W, Chen B, Liu Y, Wang H, Zhao S, He Y, Zhou C. Alterations of DNA damage response pathway: Biomarker and therapeutic strategy for cancer immunotherapy. Acta Pharm Sin B 2021; 11:2983-2994. [PMID: 34729299 PMCID: PMC8546664 DOI: 10.1016/j.apsb.2021.01.003] [Citation(s) in RCA: 102] [Impact Index Per Article: 34.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 10/25/2020] [Accepted: 11/03/2020] [Indexed: 12/24/2022] Open
Abstract
Genomic instability remains an enabling feature of cancer and promotes malignant transformation. Alterations of DNA damage response (DDR) pathways allow genomic instability, generate neoantigens, upregulate the expression of programmed death ligand 1 (PD-L1) and interact with signaling such as cyclic GMP-AMP synthase-stimulator of interferon genes (cGAS-STING) signaling. Here, we review the basic knowledge of DDR pathways, mechanisms of genomic instability induced by DDR alterations, impacts of DDR alterations on immune system, and the potential applications of DDR alterations as biomarkers and therapeutic targets in cancer immunotherapy.
Collapse
Key Words
- ATM, ataxia-telangiectasia mutated
- ATR, ataxia telangiectasia and Rad3 related
- BAP1, BRCA1-associated protein 1
- BER, base excision repair
- BRAF, v-RAF murine sarcoma viral oncogene homologue B
- BRCA, breast cancer susceptibility gene
- CHEK, cell-cycle checkpoint kinase
- CHK1, checkpoint kinase 1
- DAMP, damage-associated molecular patterns
- DDR, DNA damage response
- DNA damage response
- DNA repair
- DR, direct repair
- DSBs, double-strand breaks
- FDA, United State Food and Drug Administration
- GSK3β, glycogen synthase kinase 3β
- Genomic instability
- HMGB1, high mobility group box-1
- HRR, homologous recombination repair
- ICI, immune checkpoint inhibitor
- IFNγ, interferon gamma
- IHC, immunohistochemistry
- IRF1, interferon regulatory factor 1
- Immunotherapy
- JAK, Janus kinase
- MAD1, mitotic arrest deficient-like 1
- MGMT, O6-methylguanine methyltransferase
- MLH1, MutL homolog 1
- MMR, mismatch repair
- MNT, MAX network transcriptional repressor
- MSH2/6, MutS protein homologue-2/6
- MSI, microsatellite instability
- MUTYH, MutY homolog
- MyD88, myeloid differentiation factor 88
- NEK1, NIMA-related kinase 1
- NER, nucleotide excision repair
- NGS, next generation sequencing
- NHEJ, nonhomologous end-joining
- NIMA, never-in-mitosis A
- NSCLC, non-small cell lung cancer
- ORR, objective response rate
- OS, overall survival
- PALB2, partner and localizer of BRCA2
- PARP, poly-ADP ribose polymerase
- PCR, polymerase chain reaction
- PD-1
- PD-1, programmed death 1
- PD-L1
- PD-L1, programmed death ligand 1
- PFS, progression-free survival
- RAD51C, RAD51 homolog C
- RB1, retinoblastoma 1
- RPA, replication protein A
- RSR, replication stress response
- SCNAs, somatic copy number alterations
- STAT, signal transducer and activator of transcription
- STING, stimulator of interferon genes
- TBK1, TANK-binding kinase 1
- TILs, tumor-infiltrating lymphocytes
- TLR4, Toll-like receptor 4
- TMB, tumor mutational burden
- TME, tumor microenvironment
- TP53, tumor protein P53
- TRIF, Toll-interleukin 1 receptor domain-containing adaptor inducing INF-β
- Tumor microenvironment
- XRCC4, X-ray repair cross complementing protein 4
- cGAS, cyclic GMP–AMP synthase
- cGAS–STING
- ssDNA, single-stranded DNA
Collapse
Affiliation(s)
- Minlin Jiang
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
- Medical School, Tongji University, Shanghai 200433, China
| | - Keyi Jia
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
- Medical School, Tongji University, Shanghai 200433, China
| | - Lei Wang
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
| | - Wei Li
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
| | - Bin Chen
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
| | - Yu Liu
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
- Medical School, Tongji University, Shanghai 200433, China
| | - Hao Wang
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
- Medical School, Tongji University, Shanghai 200433, China
| | - Sha Zhao
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
| | - Yayi He
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
| | - Caicun Zhou
- Department of Medical Oncology, Shanghai Pulmonary Hospital, Tongji University Medical School Cancer Institute, Tongji University School of Medicine, Shanghai 200433, China
| |
Collapse
|
6
|
Li L, Feng Q, Wang X. PreMSIm: An R package for predicting microsatellite instability from the expression profiling of a gene panel in cancer. Comput Struct Biotechnol J 2020; 18:668-675. [PMID: 32257050 PMCID: PMC7113609 DOI: 10.1016/j.csbj.2020.03.007] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 03/06/2020] [Accepted: 03/08/2020] [Indexed: 01/10/2023] Open
Abstract
Microsatellite instability (MSI) is a genomic property of the cancers with defective DNA mismatch repair and is a useful marker for cancer diagnosis and treatment in diverse cancer types. In particular, MSI has been associated with the active immune checkpoint blockade therapy response in cancer. Most of computational methods for predicting MSI are based on DNA sequencing data and a few are based on mRNA expression data. Using the RNA-Seq pan-cancer datasets for three cancer cohorts (colon, gastric, and endometrial cancers) from The Cancer Genome Atlas (TCGA) program, we developed an algorithm (PreMSIm) for predicting MSI from the expression profiling of a 15-gene panel in cancer. We demonstrated that PreMSIm had high prediction performance in predicting MSI in most cases using both RNA-Seq and microarray gene expression datasets. Moreover, PreMSIm displayed superior or comparable performance versus other DNA or mRNA-based methods. We conclude that PreMSIm has the potential to provide an alternative approach for identifying MSI in cancer.
Collapse
Key Words
- ACC, adrenocortical carcinoma
- AUC, area under the curve
- Algorithm
- BLCA, bladder urothelial carcinoma
- BRCA, breast invasive carcinoma
- CESC, cervical squamous cell carcinoma and endocervical adenocarcinoma
- CHOL, cholangiocarcinoma
- COAD, colon adenocarcinoma
- CV, cross validation
- Cancer
- Classification
- DLBC, lymphoid neoplasm diffuse large B-cell lymphoma
- ESCA, esophageal carcinoma
- GBM, glioblastoma multiforme
- GEO, Gene Expression Omnibus
- GO, gene ontology
- Gene expression profiling
- HNSC, head and neck squamous cell carcinoma
- KICH, kidney chromophobe
- KIRC, kidney renal clear cell carcinoma
- KIRP, kidney renal papillary cell carcinoma
- LAML, acute myeloid leukemia
- LGG, brain lower grade glioma
- LIHC, liver hepatocellular carcinoma
- LUAD, lung adenocarcinoma
- LUSC, lung squamous cell carcinoma
- MESO, mesothelioma
- MSI, microsatellite instability
- MSS, microsatellite stability
- Machine learning
- Microsatellite instability
- OV, ovarian serous cystadenocarcinoma
- PAAD, pancreatic adenocarcinoma
- PCPG, pheochromocytoma and paraganglioma
- PPI, protein-protein interaction
- PRAD, prostate adenocarcinoma
- READ, rectum adenocarcinoma
- RF, random forest
- ROC, receiver operating characteristic
- SARC, sarcoma
- SKCM, skin cutaneous melanoma
- STAD, stomach adenocarcinoma
- SVM, support vector machine
- TCGA, The Cancer Genome Atlas
- TGCT, testicular germ cell tumors
- THCA, thyroid carcinoma
- THYM, thymoma
- UCEC, uterine corpus endometrial carcinoma
- UCS, uterine carcinosarcoma
- UVM, uveal melanoma
- XGBoost, extreme gradient boosting
- k-NN, k-nearest neighbor
Collapse
Affiliation(s)
- Lin Li
- Biomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Cancer Genomics Research Center, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Big Data Research Institute, China Pharmaceutical University, Nanjing 211198, China
| | - Qiushi Feng
- Biomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Cancer Genomics Research Center, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Big Data Research Institute, China Pharmaceutical University, Nanjing 211198, China
| | - Xiaosheng Wang
- Biomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Cancer Genomics Research Center, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing 211198, China.,Big Data Research Institute, China Pharmaceutical University, Nanjing 211198, China
| |
Collapse
|
7
|
Jonchere V, Marisa L, Greene M, Virouleau A, Buhard O, Bertrand R, Svrcek M, Cervera P, Goloudina A, Guillerm E, Coulet F, Landman S, Ratovomanana T, Job S, Ayadi M, Elarouci N, Armenoult L, Merabtene F, Dumont S, Parc Y, Lefèvre JH, André T, Fléjou JF, Guilloux A, Collura A, de Reyniès A, Duval A. Identification of Positively and Negatively Selected Driver Gene Mutations Associated With Colorectal Cancer With Microsatellite Instability. Cell Mol Gastroenterol Hepatol 2018; 6:277-300. [PMID: 30116770 PMCID: PMC6089198 DOI: 10.1016/j.jcmgh.2018.06.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Accepted: 06/05/2018] [Indexed: 12/12/2022]
Abstract
BACKGROUND & AIMS Recent studies have shown that cancers arise as a result of the positive selection of driver somatic events in tumor DNA, with negative selection playing only a minor role, if any. However, these investigations were concerned with alterations at nonrepetitive sequences and did not take into account mutations in repetitive sequences that have very high pathophysiological relevance in the tumors showing microsatellite instability (MSI) resulting from mismatch repair deficiency investigated in the present study. METHODS We performed whole-exome sequencing of 47 MSI colorectal cancers (CRCs) and confirmed results in an independent cohort of 53 MSI CRCs. We used a probabilistic model of mutational events within microsatellites, while adapting pre-existing models to analyze nonrepetitive DNA sequences. Negatively selected coding alterations in MSI CRCs were investigated for their functional and clinical impact in CRC cell lines and in a third cohort of 164 MSI CRC patients. RESULTS Both positive and negative selection of somatic mutations in DNA repeats was observed, leading us to identify the expected true driver genes associated with the MSI-driven tumorigenic process. Several coding negatively selected MSI-related mutational events (n = 5) were shown to have deleterious effects on tumor cells. In the tumors in which deleterious MSI mutations were observed despite the negative selection, they were associated with worse survival in MSI CRC patients (hazard ratio, 3; 95% CI, 1.1-7.9; P = .03), suggesting their anticancer impact should be offset by other as yet unknown oncogenic processes that contribute to a poor prognosis. CONCLUSIONS The present results identify the positive and negative driver somatic mutations acting in MSI-driven tumorigenesis, suggesting that genomic instability in MSI CRC plays a dual role in achieving tumor cell transformation. Exome sequencing data have been deposited in the European genome-phenome archive (accession: EGAS00001002477).
Collapse
Key Words
- CRC, colorectal cancer
- Colorectal Cancer
- Driver Gene Mutations
- HR, hazard ratio
- MLH1, MutL Homolog 1
- MMR, mismatch repair
- MSH, MutS Homolog
- MSI, microsatellite instability
- Microsatellite Instability
- NR, nonrepetitive
- PBS, phosphate-buffered saline
- PCR, polymerase chain reaction
- Positive and Negative Selection
- R, repetitive
- RFS, relapse-free survival
- RTCA, Real-Time Cell Analyzer
- Tumorigenic Process
- UTR, untranslated region
- WES, whole-exome sequencing
- WGA, whole-genome amplification
- bp, base pair
- indel, insertion/deletion
- mRNA, messenger RNA
- shRNA, short hairpin RNA
- siRNA, small interfering RNA
Collapse
Affiliation(s)
- Vincent Jonchere
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Laetitia Marisa
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Malorie Greene
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France
| | - Alain Virouleau
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Laboratoire de Mathématiques et Modélisation d’Évry, University Évry, Évry, France,Centre National de la Recherche Scientifique, Université Paris-Saclay, Evry, France
| | - Olivier Buhard
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France
| | - Romane Bertrand
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France
| | - Magali Svrcek
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Service d’Anatomie et Cytologie Pathologiques, Assistance publique - Hôpitaux de Paris, Hôpital Saint-Antoine, Paris, France
| | - Pascale Cervera
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Service d’Anatomie et Cytologie Pathologiques, Assistance publique - Hôpitaux de Paris, Hôpital Saint-Antoine, Paris, France
| | - Anastasia Goloudina
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Inovarion, Collaborative research Department Paris, France
| | - Erell Guillerm
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Genetics Department, Assistance publique - Hôpitaux de Paris, Pitié Salpêtrière Hôpital, Paris, France
| | - Florence Coulet
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Genetics Department, Assistance publique - Hôpitaux de Paris, Pitié Salpêtrière Hôpital, Paris, France
| | - Samuel Landman
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France
| | - Toky Ratovomanana
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France
| | - Sylvie Job
- Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Mira Ayadi
- Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Nabila Elarouci
- Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Lucile Armenoult
- Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Fatiha Merabtene
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,University Pierre and Marie CURIE Paris 06, Unité Mixte de Service 30 L'Unité Mixte de service Imagerie Cytométrie, Plateforme d’Histomorphologie, Sorbonne Université Paris, France
| | - Sylvie Dumont
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,University Pierre and Marie CURIE Paris 06, Unité Mixte de Service 30 L'Unité Mixte de service Imagerie Cytométrie, Plateforme d’Histomorphologie, Sorbonne Université Paris, France
| | - Yann Parc
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Service de Chirurgie Générale et Digestive, Assistance publique - Hôpitaux de Paris, Hôpital Saint-Antoine, Paris, France
| | - Jérémie H. Lefèvre
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Service de Chirurgie Générale et Digestive, Assistance publique - Hôpitaux de Paris, Hôpital Saint-Antoine, Paris, France
| | - Thierry André
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Department of Oncology, Assistance publique - Hôpitaux de Paris, Hôpital Saint Antoine, Paris, France
| | - Jean-François Fléjou
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Service d’Anatomie et Cytologie Pathologiques, Assistance publique - Hôpitaux de Paris, Hôpital Saint-Antoine, Paris, France
| | - Agathe Guilloux
- Laboratoire de Mathématiques et Modélisation d’Évry, University Évry, Évry, France,Centre National de la Recherche Scientifique, Université Paris-Saclay, Evry, France
| | - Ada Collura
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France
| | - Aurélien de Reyniès
- Programme Cartes d'Identité des Tumeurs, Ligue Nationale Contre Le Cancer, Paris, France
| | - Alex Duval
- Sorbonne Université, University Pierre and Marie CURIE Paris 06, INSERM, Unité Mixte de Recherche938, Equipe Instabilité des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France,Correspondence Address correspondence to: Alex Duval, MD, PhD, Sorbonne Universite, UPMC Univ Paris 06, Inserm, UMR938, Equipe Instabilite Des Microsatellites et Cancer, Centre de Recherche Saint Antoine, Paris, France. fax: (33) 149284603.
| |
Collapse
|
8
|
Affiliation(s)
- Daniel J. Lewis
- School of Medicine, Baylor College of Medicine, Houston, Texas
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas
- Correspondence to: Daniel J. Lewis, BA, The University of Texas MD Anderson Cancer Center, Department of Dermatology, 1515 Holcombe Blvd, unit 1452, Faculty Tower/Pickens 411, Houston, TX 77030-4008.The University of Texas MD Anderson Cancer CenterDepartment of Dermatology1515 Holcombe Blvd, unit 1452, Faculty Tower/Pickens 411HoustonTX77030-4008
| | - Madeleine Duvic
- Department of Dermatology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| |
Collapse
|
9
|
Zarour LR, Anand S, Billingsley KG, Bisson WH, Cercek A, Clarke MF, Coussens LM, Gast CE, Geltzeiler CB, Hansen L, Kelley KA, Lopez CD, Rana SR, Ruhl R, Tsikitis VL, Vaccaro GM, Wong MH, Mayo SC. Colorectal Cancer Liver Metastasis: Evolving Paradigms and Future Directions. Cell Mol Gastroenterol Hepatol 2017; 3:163-173. [PMID: 28275683 DOI: 10.1016/j.jcmgh.2017.01.0068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Accepted: 01/11/2017] [Indexed: 05/25/2023]
Abstract
In patients with colorectal cancer (CRC) that metastasizes to the liver, there are several key goals for improving outcomes including early detection, effective prognostic indicators of treatment response, and accurate identification of patients at high risk for recurrence. Although new therapeutic regimens developed over the past decade have increased survival, there is substantial room for improvement in selecting targeted treatment regimens for the patients who will derive the most benefit. Recently, there have been exciting developments in identifying high-risk patient cohorts, refinements in the understanding of systemic vs localized drug delivery to metastatic niches, liquid biomarker development, and dramatic advances in tumor immune therapy, all of which promise new and innovative approaches to tackling the problem of detecting and treating the metastatic spread of CRC to the liver. Our multidisciplinary group held a state-of-the-science symposium this past year to review advances in this rapidly evolving field. Herein, we present a discussion around the issues facing treatment of patients with CRC liver metastases, including the relationship of discrete gene signatures with prognosis. We also discuss the latest advances to maximize regional and systemic therapies aimed at decreasing intrahepatic recurrence, review recent insights into the tumor microenvironment, and summarize advances in noninvasive multimodal biomarkers for early detection of primary and recurrent disease. As we continue to advance clinically and technologically in the field of colorectal tumor biology, our goal should be continued refinement of predictive and prognostic studies to decrease recurrence after curative resection and minimize treatment toxicity to patients through a tailored multidisciplinary approach to cancer care.
Collapse
Key Words
- 5-FU, fluorouracil
- Biomarkers
- CDX2, caudal-type homeobox transcription factor 2
- CEA, carcinoembryonic antigen
- CK, cytokeratin
- CRC, colorectal cancer
- CRLM, colorectal cancer liver metastasis
- CTC, circulating tumor cells
- Colorectal Cancer Liver Metastasis
- DFS, disease-free survival
- EGFR, epidermal growth factor receptor
- EpCAM, epithelial cell adhesion molecule
- HAI, hepatic arterial infusion
- Hepatic Arterial Infusion
- High-Risk Colorectal Cancer
- IL, interleukin
- LV, leucovorin
- MSI, microsatellite instability
- OS, overall survival
- PD, programmed death
- Recurrence
- TH, T-helper
- cfDNA, cell-free DNA
- dMMR, deficient mismatch repair
- miRNA, microRNA
Collapse
Affiliation(s)
- Luai R Zarour
- Division of Surgical Oncology, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Sudarshan Anand
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon; The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Kevin G Billingsley
- Division of Surgical Oncology, Department of Surgery, Oregon Heath and Science University, Portland, Oregon; The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - William H Bisson
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon; Environmental and Molecular Toxicology, Oregon State University, Corvallis, Oregon
| | - Andrea Cercek
- Department of Gastrointestinal Medical Oncology, Solid Tumor Division, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Michael F Clarke
- Stanford Institute for Stem Cell and Regenerative Medicine, Stanford University, Stanford, California; Division of Oncology, Department of Medicine, Stanford University, Stanford, California
| | - Lisa M Coussens
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon; The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Charles E Gast
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon
| | - Cristina B Geltzeiler
- Division of Colorectal Surgery, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Lissi Hansen
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon; School of Nursing, Oregon Heath and Science University, Portland, Oregon
| | - Katherine A Kelley
- Division of Colorectal Surgery, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Charles D Lopez
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon; Division of Hematology and Medical Oncology, Department of Medicine, Oregon Heath and Science University, Portland, Oregon
| | - Shushan R Rana
- Department of Radiation Medicine, Oregon Heath and Science University, Portland, Oregon
| | - Rebecca Ruhl
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon
| | - V Liana Tsikitis
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon; Division of Colorectal Surgery, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Gina M Vaccaro
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon; Division of Hematology and Medical Oncology, Department of Medicine, Oregon Heath and Science University, Portland, Oregon
| | - Melissa H Wong
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon; The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Skye C Mayo
- Division of Surgical Oncology, Department of Surgery, Oregon Heath and Science University, Portland, Oregon; The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| |
Collapse
|
10
|
Zarour LR, Anand S, Billingsley KG, Bisson WH, Cercek A, Clarke MF, Coussens LM, Gast CE, Geltzeiler CB, Hansen L, Kelley KA, Lopez CD, Rana SR, Ruhl R, Tsikitis VL, Vaccaro GM, Wong MH, Mayo SC. Colorectal Cancer Liver Metastasis: Evolving Paradigms and Future Directions. Cell Mol Gastroenterol Hepatol 2017; 3:163-173. [PMID: 28275683 PMCID: PMC5331831 DOI: 10.1016/j.jcmgh.2017.01.006] [Citation(s) in RCA: 181] [Impact Index Per Article: 25.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Accepted: 01/11/2017] [Indexed: 02/08/2023]
Abstract
In patients with colorectal cancer (CRC) that metastasizes to the liver, there are several key goals for improving outcomes including early detection, effective prognostic indicators of treatment response, and accurate identification of patients at high risk for recurrence. Although new therapeutic regimens developed over the past decade have increased survival, there is substantial room for improvement in selecting targeted treatment regimens for the patients who will derive the most benefit. Recently, there have been exciting developments in identifying high-risk patient cohorts, refinements in the understanding of systemic vs localized drug delivery to metastatic niches, liquid biomarker development, and dramatic advances in tumor immune therapy, all of which promise new and innovative approaches to tackling the problem of detecting and treating the metastatic spread of CRC to the liver. Our multidisciplinary group held a state-of-the-science symposium this past year to review advances in this rapidly evolving field. Herein, we present a discussion around the issues facing treatment of patients with CRC liver metastases, including the relationship of discrete gene signatures with prognosis. We also discuss the latest advances to maximize regional and systemic therapies aimed at decreasing intrahepatic recurrence, review recent insights into the tumor microenvironment, and summarize advances in noninvasive multimodal biomarkers for early detection of primary and recurrent disease. As we continue to advance clinically and technologically in the field of colorectal tumor biology, our goal should be continued refinement of predictive and prognostic studies to decrease recurrence after curative resection and minimize treatment toxicity to patients through a tailored multidisciplinary approach to cancer care.
Collapse
Key Words
- 5-FU, fluorouracil
- Biomarkers
- CDX2, caudal-type homeobox transcription factor 2
- CEA, carcinoembryonic antigen
- CK, cytokeratin
- CRC, colorectal cancer
- CRLM, colorectal cancer liver metastasis
- CTC, circulating tumor cells
- Colorectal Cancer Liver Metastasis
- DFS, disease-free survival
- EGFR, epidermal growth factor receptor
- EpCAM, epithelial cell adhesion molecule
- HAI, hepatic arterial infusion
- Hepatic Arterial Infusion
- High-Risk Colorectal Cancer
- IL, interleukin
- LV, leucovorin
- MSI, microsatellite instability
- OS, overall survival
- PD, programmed death
- Recurrence
- TH, T-helper
- cfDNA, cell-free DNA
- dMMR, deficient mismatch repair
- miRNA, microRNA
Collapse
Affiliation(s)
- Luai R. Zarour
- Division of Surgical Oncology, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Sudarshan Anand
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon,The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Kevin G. Billingsley
- Division of Surgical Oncology, Department of Surgery, Oregon Heath and Science University, Portland, Oregon,The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - William H. Bisson
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon,Environmental and Molecular Toxicology, Oregon State University, Corvallis, Oregon
| | - Andrea Cercek
- Department of Gastrointestinal Medical Oncology, Solid Tumor Division, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Michael F. Clarke
- Stanford Institute for Stem Cell and Regenerative Medicine, Stanford University, Stanford, California,Division of Oncology, Department of Medicine, Stanford University, Stanford, California
| | - Lisa M. Coussens
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon,The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Charles E. Gast
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon
| | - Cristina B. Geltzeiler
- Division of Colorectal Surgery, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Lissi Hansen
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon,School of Nursing, Oregon Heath and Science University, Portland, Oregon
| | - Katherine A. Kelley
- Division of Colorectal Surgery, Department of Surgery, Oregon Heath and Science University, Portland, Oregon
| | - Charles D. Lopez
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon,Division of Hematology and Medical Oncology, Department of Medicine, Oregon Heath and Science University, Portland, Oregon
| | - Shushan R. Rana
- Department of Radiation Medicine, Oregon Heath and Science University, Portland, Oregon
| | - Rebecca Ruhl
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon
| | - V. Liana Tsikitis
- Division of Colorectal Surgery, Department of Surgery, Oregon Heath and Science University, Portland, Oregon,The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Gina M. Vaccaro
- The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon,Division of Hematology and Medical Oncology, Department of Medicine, Oregon Heath and Science University, Portland, Oregon
| | - Melissa H. Wong
- Department of Cell Developmental and Cancer Biology, Oregon Heath and Science University, Portland, Oregon,The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon
| | - Skye C. Mayo
- Division of Surgical Oncology, Department of Surgery, Oregon Heath and Science University, Portland, Oregon,The Knight Cancer Institute, Oregon Heath and Science University, Portland, Oregon,Correspondence Address correspondence to: Skye C. Mayo, MD, Department of Surgery, Oregon Heath and Science University, 3181 SW Sam Jackson Park Road, Mailcode L223, Portland, Oregon 97239. fax: (503) 494–8884.Department of SurgeryOregon Heath and Science University3181 SW Sam Jackson Park Road, Mailcode L223PortlandOregon 97239
| |
Collapse
|
11
|
Abstract
Advancement in the field of cancer genomics is revolutionizing the molecular characterization of a wide variety of different cancers. Recent application of large-scale, next-generation sequencing technology to gastric cancer, which remains a major source of morbidity and mortality throughout the world, has helped better define the complex genomic landscape of this cancer. These studies also have led to the development of novel genomically based molecular classification systems for gastric cancer, reinforced the importance of classic driver mutations in gastric cancer pathogenesis, and led to the discovery of new driver gene mutations that previously were not known to be associated with gastric cancer. This wealth of genomic data has significant potential to impact the future management of this disease, and the challenge remains to effectively translate this genomic data into better treatment paradigms for gastric cancer.
Collapse
Key Words
- ACRG, Asian Cancer Research Group
- CIN, chromosomal instability
- Driver Gene Mutations
- EBV, Epstein–Barr virus
- EMT, epithelial-to-mesenchymal transition
- GS, genomic stability
- Gastric Cancer
- Genomics
- MSI, microsatellite instability
- MSS, microsatellite stable
- NGS, next-generation sequencing
- Next-Generation Sequencing
- PD-L, programmed death-ligand
- RTK, receptor tyrosine kinase
- TCGA, The Cancer Genome Atlas
Collapse
Affiliation(s)
- Bryson W. Katona
- Correspondence Address correspondence to: Bryson W. Katona, MD, PhD, Perelman Center for Advanced Medicine, Division of Gastroenterology, 3400 Civic Center Boulevard, 751 South Pavilion, University of Pennsylvania, Philadelphia, Pennsylvania 19104. fax: (215) 349-5915.Perelman Center for Advanced MedicineDivision of Gastroenterology3400 Civic Center Boulevard751 South PavilionUniversity of PennsylvaniaPhiladelphiaPennsylvania 19104
| | | |
Collapse
|
12
|
Whitehall VLJ, Dumenil TD, McKeone DM, Bond CE, Bettington ML, Buttenshaw RL, Bowdler L, Montgomery GW, Wockner LF, Leggett BA. Isocitrate dehydrogenase 1 R132C mutation occurs exclusively in microsatellite stable colorectal cancers with the CpG island methylator phenotype. Epigenetics 2015; 9:1454-60. [PMID: 25496513 PMCID: PMC4622530 DOI: 10.4161/15592294.2014.971624] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The CpG Island Methylator Phenotype (CIMP) is fundamental to an important subset of colorectal cancer; however, its cause is unknown. CIMP is associated with microsatellite instability but is also found in BRAF mutant microsatellite stable cancers that are associated with poor prognosis. The isocitrate dehydrogenase 1 (IDH1) gene causes CIMP in glioma due to an activating mutation that produces the 2-hydroxyglutarate oncometabolite. We therefore examined IDH1 alteration as a potential cause of CIMP in colorectal cancer. The IDH1 mutational hotspot was screened in 86 CIMP-positive and 80 CIMP-negative cancers. The entire coding sequence was examined in 81 CIMP-positive colorectal cancers. Forty-seven cancers varying by CIMP-status and IDH1 mutation status were examined using Illumina 450K DNA methylation microarrays. The R132C IDH1 mutation was detected in 4/166 cancers. All IDH1 mutations were in CIMP cancers that were BRAF mutant and microsatellite stable (4/45, 8.9%). Unsupervised hierarchical cluster analysis identified an IDH1 mutation-like methylation signature in approximately half of the CIMP-positive cancers. IDH1 mutation appears to cause CIMP in a small proportion of BRAF mutant, microsatellite stable colorectal cancers. This study provides a precedent that a single gene mutation may cause CIMP in colorectal cancer, and that this will be associated with a specific epigenetic signature and clinicopathological features.
Collapse
Affiliation(s)
- V L J Whitehall
- a Conjoint Gastroenterology Laboratory; Royal Brisbane and Women's Hospital; Clinical Research Centre and the Queensland Institute of Medical Research (QIMR) ; Brisbane , Australia
| | | | | | | | | | | | | | | | | | | |
Collapse
|
13
|
Ouaret D, Larsen AK. Protein kinase C β inhibition by enzastaurin leads to mitotic missegregation and preferential cytotoxicity toward colorectal cancer cells with chromosomal instability (CIN). Cell Cycle 2015; 13:2697-706. [PMID: 25486357 DOI: 10.4161/15384101.2015.945383] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
Enzastaurin is a selective inhibitor of protein kinase C β and a potent inhibitor of tumor angiogenesis. In addition, enzastaurin shows direct cytotoxic activity toward a subset of tumor cells including colorectal cancer cells (CRC). In spite of promising results in animal models, the clinical activity of enzastaurin in CRC patients has been disappointing although a subset of patients seems to derive benefit. In the present study we investigated the biological and cytotoxic activities of enzastaurin toward a panel of well-characterized CRC cell lines in order to clarify the mechanistic basis for the cytotoxic activity. Our results show that enzastaurin is significantly more cytotoxic toward CRC cells with chromosome instability (CIN) compared to cells with microsatellite instability (MSI). Since CIN is usually attributed to mitotic dysfunction, the influence of enzastaurin on cell cycle progression and mitotic transit was characterized for representative CIN and MSI cell lines. Enzastaurin exposure was accompanied by prolonged metaphase arrest in CIN cells followed by the appearance of tetraploid and micronuclei-containing cells as well as by increased apoptosis, whereas no detectable mitotic dysfunctions were observed in MSI cells exposed to isotoxic doses of enzastaurin. Our study identifies enzastaurin as a new, context dependent member of a heterogeneous group of anticancer compounds that induce "mitotic catastrophe," that is mitotic dysfunction accompanied by cell death. These data provide novel insight into the mechanism of action of enzastaurin and may allow the identification of biomarkers useful to identify CRC patients particularly likely, or not, to benefit from treatment with enzastaurin.
Collapse
Key Words
- CIN, chromosome instability
- CRC, colorectal cancer
- DMSO, Dimethyl sulfoxide
- MAP, mitogen-activated protein
- MEK, mitogen-activated protein kinase kinase
- MMC, mitomycin C
- MN, micronuclei
- MSI, microsatellite instability
- PKC, protein kinase C
- RACK, receptor of activated protein kinase C
- TP53, tumor protein p53
- VEGF, vascular endothelial cell growth factor
- VEGFR, vascular endothelial cell growth factor receptor
- chromosome instability (CIN)
- colorectal cancer (CRC)
- enzastaurin
- mitotic catastrophe
- protein kinase C (PKC) β inhibition
Collapse
Affiliation(s)
- Djamila Ouaret
- a Laboratory of Cancer Biology and Therapeutics; Center de Recherche Saint-Antoine ; Paris , France
| | | |
Collapse
|
14
|
Crucianelli F, Tricarico R, Turchetti D, Gorelli G, Gensini F, Sestini R, Giunti L, Pedroni M, Ponz de Leon M, Civitelli S, Genuardi M. MLH1 constitutional and somatic methylation in patients with MLH1 negative tumors fulfilling the revised Bethesda criteria. Epigenetics 2015; 9:1431-8. [PMID: 25437057 DOI: 10.4161/15592294.2014.970080] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Lynch syndrome (LS) is a tumor predisposing condition caused by constitutional defects in genes coding for components of the mismatch repair (MMR) apparatus. While hypermethylation of the promoter of the MMR gene MLH1 occurs in about 15% of colorectal cancer samples, it has also been observed as a constitutional alteration, in the absence of DNA sequence mutations, in a small number of LS patients. In order to obtain further insights on the phenotypic characteristics of MLH1 epimutation carriers, we investigated the somatic and constitutional MLH1 methylation status of 14 unrelated subjects with a suspicion of LS who were negative for MMR gene constitutional mutations and whose tumors did not express the MLH1 protein. A novel case of constitutional MLH1 epimutation was identified. This patient was affected with multiple primary tumors, including breast cancer, diagnosed starting from the age of 55 y. Investigation of her offspring by allele specific expression revealed that the epimutation was not stable across generations. We also found MLH1 hypermethylation in cancer samples from 4 additional patients who did not have evidence of constitutional defects. These patients had some characteristics of LS, namely early age at onset and/or positive family history, raising the possibility of genetic influences in the establishment of somatic MLH1 methylation.
Collapse
Affiliation(s)
- Francesca Crucianelli
- a Medical Genetics ; Department of Biomedical ; Experimental and Clinical Sciences ; University of Florence ; Florence , Italy
| | | | | | | | | | | | | | | | | | | | | |
Collapse
|
15
|
Kidd M, Modlin IM, Bodei L, Drozdov I. Decoding the Molecular and Mutational Ambiguities of Gastroenteropancreatic Neuroendocrine Neoplasm Pathobiology. Cell Mol Gastroenterol Hepatol 2015; 1:131-153. [PMID: 28210673 PMCID: PMC5301133 DOI: 10.1016/j.jcmgh.2014.12.008] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2014] [Accepted: 12/19/2014] [Indexed: 02/08/2023]
Abstract
Gastroenteropancreatic neuroendocrine neoplasms (GEP-NEN), considered a heterogeneous neoplasia, exhibit ill-defined pathobiology and protean symptomatology and are ubiquitous in location. They are difficult to diagnose, challenging to manage, and outcome depends on cell type, secretory product, histopathologic grading, and organ of origin. A morphologic and molecular genomic review of these lesions highlights tumor characteristics that can be used clinically, such as somatostatin-receptor expression, and confirms features that set them outside the standard neoplasia paradigm. Their unique pathobiology is useful for developing diagnostics using somatostatin-receptor targeted imaging or uptake of radiolabeled amino acids specific to secretory products or metabolism. Therapy has evolved via targeting of protein kinase B signaling or somatostatin receptors with drugs or isotopes (peptide-receptor radiotherapy). With DNA sequencing, rarely identified activating mutations confirm that tumor suppressor genes are relevant. Genomic approaches focusing on cancer-associated genes and signaling pathways likely will remain uninformative. Their uniquely dissimilar molecular profiles mean individual tumors are unlikely to be easily or uniformly targeted by therapeutics currently linked to standard cancer genetic paradigms. The prevalence of menin mutations in pancreatic NEN and P27KIP1 mutations in small intestinal NEN represents initial steps to identifying a regulatory commonality in GEP-NEN. Transcriptional profiling and network-based analyses may define the cellular toolkit. Multianalyte diagnostic tools facilitate more accurate molecular pathologic delineations of NEN for assessing prognosis and identifying strategies for individualized patient treatment. GEP-NEN remain unique, poorly understood entities, and insight into their pathobiology and molecular mechanisms of growth and metastasis will help identify the diagnostic and therapeutic weaknesses of this neoplasia.
Collapse
Key Words
- 5-HT, serotonin, 5-hydroxytryptamine
- Akt, protein kinase B
- BRAF, gene encoding serine/threonine-protein kinase B-Raf
- Blood
- CGH, comparative genomic hybridization
- CREB, cAMP response element-binding protein
- Carcinoid
- CgA, chromogranin A
- D cell, somatostatin
- DAG, diacylglycerol
- EC, enterochromaffin
- ECL, enterochromaffin-like
- EGFR, epidermal growth factor receptor
- ERK, extracellular-signal-regulated kinase
- G cell, gastrin
- GABA, γ-aminobutyric acid
- GEP-NEN, gastroenteropancreatic neuroendocrine neoplasms
- GPCR, G-protein coupled receptor
- Gastroenteropancreatic Neuroendocrine Neoplasms
- IGF-I, insulin-like growth factor-I
- ISG, immature secretory vesicles
- Ki-67
- LOH, loss of heterozygosity
- MAPK, mitogen-activated protein kinase
- MEN-1/MEN1, multiple endocrine neoplasia type 1
- MSI, microsatellite instability
- MTA, metastasis associated-1
- NEN, neuroendocrine neoplasms
- NFκB, nuclear factor κB
- PET, positron emission tomography
- PI3, phosphoinositide-3
- PI3K, phosphoinositide-3 kinase
- PKA, protein kinase A
- PKC, protein kinase C
- PTEN, phosphatase and tensin homolog deleted on chromosome 10
- Proliferation
- SD-208, 2-(5-chloro-2-fluorophenyl)-4-[(4-pyridyl)amino]p-teridine
- SNV, single-nucleotide variant
- SSA, somatostatin analog
- SST, somatostatin
- Somatostatin
- TGF, transforming growth factor
- TGN, trans-Golgi network
- TSC2, tuberous sclerosis complex 2 (tuberin)
- Transcriptome
- VMAT, vesicular monoamine transporters
- X/A-like cells, ghrelin
- cAMP, adenosine 3′,5′-cyclic monophosphate
- mTOR, mammalian target of rapamycin
- miR/miRNA, micro-RNA
Collapse
Affiliation(s)
| | - Irvin M. Modlin
- Correspondence Address correspondence to: Irvin M. Modlin, MD, PhD, The Gnostic Consortium, Wren Laboratories, 35 NE Industrial Road, Branford, Connecticut, 06405.
| | | | | |
Collapse
|