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Su A, Lee H, Tran M, Cruz RD, Sathe A, Bai X, Wichmann I, Pflieger L, Moulton B, Barker T, Haslem D, Jones D, Nadauld L, Nguyen Q, Ji HP, Rhodes T. The single-cell spatial landscape of stage III colorectal cancers. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.07.622577. [PMID: 39605367 PMCID: PMC11601238 DOI: 10.1101/2024.11.07.622577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
We conducted a spatial analysis using imaging mass cytometry applied to stage III colorectal adenocarcinomas. This study used multiplexed markers to distinguish individual cells and their spatial organization from 52 colorectal cancers. We determined the landscape features of cellular spatial features in the CRC tumor microenvironment. This spatial single-cell analysis identified 10 unique cell phenotypes in the tumor microenvironment that included stromal and immune cells with a subset which had a proliferative phenotype. These special features included spatial neighborhood interactions between single cells as well as different tissue niches, especially the tumor infiltrating lymphocyte regions. We applied a robust statistical analysis to identify significant correlations of cell features with phenotypes such as microsatellite instability or recurrence. We determined that microsatellite stable (MSS) colorectal cancers had an increased risk of recurrence if they had the following features: 1) a low level of stromal tumor-infiltrating lymphocytes, and 2) low interactions between CD4+ T cells and stromal cells. Our results point to the utility of spatial single-cell interaction analysis in defining novel features of the tumor immune microenvironments and providing useful clinical cell-related spatial biomarkers.
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Affiliation(s)
- Andrew Su
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
- Institute for Molecular Bioscience, The University of Queensland, QLD 4072, Australia
| | - HoJoon Lee
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Minh Tran
- Institute for Molecular Bioscience, The University of Queensland, QLD 4072, Australia
| | - Richard D. Cruz
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Anuja Sathe
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Xiangqi Bai
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Ignacio Wichmann
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
- Division of Obstetrics and Gynecology, Department of Obstetrics, Escuela de Medicina, Pontificia Universidad Católica de Chile, Santiago, 8331150, Chile
| | - Lance Pflieger
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Bryce Moulton
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Tyler Barker
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Derrick Haslem
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - David Jones
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Lincoln Nadauld
- Intermountain Healthcare, Saint George, UT, 84770, United States
| | - Quan Nguyen
- Institute for Molecular Bioscience, The University of Queensland, QLD 4072, Australia
| | - Hanlee P. Ji
- Division of Oncology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, 94305, United States
| | - Terence Rhodes
- Intermountain Healthcare, Saint George, UT, 84770, United States
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Wang Z, Ma C, Teng Q, Man J, Zhang X, Liu X, Zhang T, Chong W, Chen H, Lu M. Identification of a ferroptosis-related gene signature predicting recurrence in stage II/III colorectal cancer based on machine learning algorithms. Front Pharmacol 2023; 14:1260697. [PMID: 37711170 PMCID: PMC10498388 DOI: 10.3389/fphar.2023.1260697] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Accepted: 08/14/2023] [Indexed: 09/16/2023] Open
Abstract
Background: Colorectal cancer (CRC) is one of the most prevalent cancer types globally. A survival paradox exists due to the inherent heterogeneity in stage II/III CRC tumor biology. Ferroptosis is closely related to the progression of tumors, and ferroptosis-related genes can be used as a novel biomarker in predicting cancer prognosis. Methods: Ferroptosis-related genes were retrieved from the FerrDb and KEGG databases. A total of 1,397 samples were enrolled in our study from nine independent datasets, four of which were integrated as the training dataset to train and construct the model, and validated in the remaining datasets. We developed a machine learning framework with 83 combinations of 10 algorithms based on 10-fold cross-validation (CV) or bootstrap resampling algorithm to identify the most robust and stable model. C-indice and ROC analysis were performed to gauge its predictive accuracy and discrimination capabilities. Survival analysis was conducted followed by univariate and multivariate Cox regression analyses to evaluate the performance of identified signature. Results: The ferroptosis-related gene (FRG) signature was identified by the combination of Lasso and plsRcox and composed of 23 genes. The FRG signature presented better performance than common clinicopathological features (e.g., age and stage), molecular characteristics (e.g., BRAF mutation and microsatellite instability) and several published signatures in predicting the prognosis of the CRC. The signature was further stratified into a high-risk group and low-risk subgroup, where a high FRG signature indicated poor prognosis among all collected datasets. Sensitivity analysis showed the FRG signature remained a significant prognostic factor. Finally, we have developed a nomogram and a decision tree to enhance prognosis evaluation. Conclusion: The FRG signature enabled the accurate selection of high-risk stage II/III CRC population and helped optimize precision treatment to improve their clinical outcomes.
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Affiliation(s)
- Ze Wang
- Department of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
| | - Chenghao Ma
- Department of Gastroenterological Surgery, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Qiong Teng
- Department of Gastroenterological Surgery, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China
| | - Jinyu Man
- Department of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
| | - Xuening Zhang
- Department of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
| | - Xinjie Liu
- Department of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
| | - Tongchao Zhang
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
- Clinical Research Center of Shandong University, Jinan, China
| | - Wei Chong
- Department of Gastrointestinal Surgery, Key Laboratory of Engineering of Shandong Province, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Medical Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, Shandong, China
| | - Hao Chen
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
- Clinical Research Center of Shandong University, Jinan, China
| | - Ming Lu
- Department of Epidemiology and Health Statistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, China
- Clinical Epidemiology Unit, Qilu Hospital of Shandong University, Jinan, China
- Clinical Research Center of Shandong University, Jinan, China
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Toh JWT, Phan K, Reza F, Chapuis P, Spring KJ. Rate of dissemination and prognosis in early and advanced stage colorectal cancer based on microsatellite instability status: systematic review and meta-analysis. Int J Colorectal Dis 2021; 36:1573-1596. [PMID: 33604737 DOI: 10.1007/s00384-021-03874-1] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/27/2021] [Indexed: 02/04/2023]
Abstract
INTRODUCTION For the past two decades, microsatellite instability (MSI) has been reported as a robust clinical biomarker associated with survival advantage attributed to its immunogenicity. However, MSI is also associated with high-risk adverse pathological features (poorly differentiated, mucinous, signet cell, higher grade) and exhibits a double-edged sword phenomenon. We performed a systematic review and meta-analysis to evaluate the rate of dissemination and the prognosis of early and advanced stage colorectal cancer based on MSI status. METHODS A systematic literature search of original studies was performed on Ovid searching MEDLINE, Embase, Cochrane Database of Systematic Reviews, American College of Physicians ACP Journal Club, Database of Abstracts of Reviews of Effects DARE, Clinical Trials databases from inception of database to June 2019. Colorectal cancer, microsatellite instability, genomic instability and DNA mismatch repair were used as key words or MeSH terms. The Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA) reporting guideline was followed. Data were pooled using a random-effects model with odds ratio (OR) as the effect size. Statistical analysis was performed using RevMan ver 5.3 Cochrane Collaboration. RESULTS From 5288 studies, 136 met the inclusion criteria (n = 92,035; MSI-H 11,746 (13%)). Overall, MSI-H was associated with improved OS (OR, 0.81; 95% CI 0.73-0.90), DFS (OR, 0.73; 95% CI 0.66-0.81) and DSS (OR, 0.69; 95% CI 0.52-0.90). Importantly, MSI-H had a protective effect against dissemination with a significantly lower rate of lymph node and distant metastases. By stage, the protective effect of MSI-H in terms of OS and DFS was observed clearly in stage II and stage III. Survival in stage I CRC was excellent irrespective of MSI status. In stage IV CRC, without immunotherapy, MSI-H was not associated with any survival benefit. CONCLUSIONS MSI-H CRC was associated with an overall survival benefit with a lower rate of dissemination. Survival benefit was clearly evident in both stage II and III CRC, but MSI-H was neither a robust prognostic marker in stage I nor stage IV CRC without immunotherapy.
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Affiliation(s)
- James W T Toh
- Department of Surgery, Division of Colorectal Surgery, Westmead Hospital, Sydney, NSW, Australia. .,Discipline of Surgery, Sydney Medical School, University of Sydney, Sydney, NSW, Australia. .,Discipline of Surgery, The University of New South Wales, Sydney, NSW, Australia. .,Medical Oncology, Ingham Institute for Applied Medical Research, School of Medicine Western Sydney University and South Western Clinical School, University of New South Wales, NSW, Sydney, Australia.
| | - Kevin Phan
- Department of Surgery, Division of Colorectal Surgery, Westmead Hospital, Sydney, NSW, Australia
| | - Faizur Reza
- Department of Surgery, Division of Colorectal Surgery, Westmead Hospital, Sydney, NSW, Australia
| | - Pierre Chapuis
- Discipline of Surgery, Sydney Medical School, University of Sydney, Sydney, NSW, Australia
| | - Kevin J Spring
- Medical Oncology, Ingham Institute for Applied Medical Research, School of Medicine Western Sydney University and South Western Clinical School, University of New South Wales, NSW, Sydney, Australia
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Alsayed A, Salem SE, El Serafi MM, Abdellateif MS, Zekri ARN, Mohanad M, Bahnassy AA. Assessment of the Circulating Tumor Cells and Microsatellite Instability in Colorectal Cancer Patients: Prognostic and Diagnostic Value. Onco Targets Ther 2021; 14:1937-1951. [PMID: 33758513 PMCID: PMC7981167 DOI: 10.2147/ott.s292551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 02/24/2021] [Indexed: 11/23/2022] Open
Abstract
Background Microsatellite instability (MSI) and circulating tumor cells (CTCs) play important roles in the diagnosis, prognosis and management of colorectal cancer (CRC) patients. Methods CTCs and MSI were assessed in the blood and representative tumor tissues of 100 CRC patients by flow cytometry (FCM) and PCR amplification. The data were correlated to relevant clinicopathological features of the patients, progression-free survival (PFS) and overall survival (OS) rates. Results MSI-high was detected in 44 (44.0%) patients, MSI-low in 37 (37%), and microsatellite stable (MSS) in 19 (19.0%) patients (P=0.007). The baseline CTCs count (<4 cells/7mL blood) was reported in 39% of the patients, and CTCs ≥4 cells/7mL blood in 61% of the patients (P=0.028). Improved PFS and OS rates were associated significantly with MSI-high (P<0.001), decreased CTC levels during the course of treatment (P<0.001) and post-treatment CTCs (P=0.008). There was no significant association between MSI-high and PFS or OS in early-stage patients (P=0.187 and P=0.187; respectively); however, it was associated significantly with better PFS and OS in late-stage patients (P<0.001). Multivariate analysis showed that only a change in serial CTC levels is considered an independent prognostic factor for OS (P<0.012). Post-treatment CTCs level, serial CTCs level changes during the course of treatment, lymph nodes and distant metastasis were independent prognostic factors for PFS (P<0.001, P= 0.047, P=0.001 and P<0.001; respectively). Conclusion MSI and CTCs could be used as accurate, reliable and sensitive diagnostic and prognostic biomarkers for CRC patients’ survival rates and outcomes.
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Affiliation(s)
- Aya Alsayed
- Department of Medical Oncology, National Cancer Institute, Cairo University, Cairo, 11976, Egypt
| | - Salem E Salem
- Department of Medical Oncology, National Cancer Institute, Cairo University, Cairo, 11976, Egypt
| | - Mostafa M El Serafi
- Department of Medical Oncology, National Cancer Institute, Cairo University, Cairo, 11976, Egypt
| | - Mona S Abdellateif
- Medical Biochemistry and Molecular Biology, Cancer Biology Department, National Cancer Institute, Cairo University, Cairo, 11976, Egypt
| | - Abdel-Rahman N Zekri
- Molecular Virology and Immunology Unit, Cancer Biology Department, National Cancer Institute, Cairo University, Cairo, 11976, Egypt
| | - Marwa Mohanad
- Biochemistry Department, College of Pharmaceutical Sciences and Drug Manufacturing, Misr University for Science and Technology, Giza, 12945, Egypt
| | - Abeer A Bahnassy
- Pathology Department, National Cancer Institute, Cairo University, Cairo, 11976, Egypt
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Li K, Luo H, Huang L, Luo H, Zhu X. Microsatellite instability: a review of what the oncologist should know. Cancer Cell Int 2020; 20:16. [PMID: 31956294 PMCID: PMC6958913 DOI: 10.1186/s12935-019-1091-8] [Citation(s) in RCA: 289] [Impact Index Per Article: 57.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2019] [Accepted: 12/28/2019] [Indexed: 02/06/2023] Open
Abstract
The patients with high microsatellite instability (MSI-H)/mismatch repair deficient (dMMR) tumors recently have been reported that can benefit from immunotherapy, and MSI can be used as a genetic instability of a tumor detection index. However, many studies have shown that there are many heterogeneous phenomena in patients with MSI tumors in terms of immunotherapy, prognosis and chemotherapy sensitivity. Here we mainly review the research results of MSI detection methods, the mechanisms of MSI occurrence and its relationship with related tumors, aiming to make a brief analysis of the current research status of MSI and provide comparable reference and guidance value for further research in this field.
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Affiliation(s)
- Kai Li
- 1Guangdong Key Laboratory for Research and Development of Natural Drugs, Guangdong Medical University, Zhanjiang, 524023 China.,2The Marine Biomedical Research Institute, Southern Marine Science and Engineering Guangdong Laboratory Zhanjiang, Guangdong Medical University, Zhanjiang, 524023 China.,3Cancer Center, The Affiliated Hospital, Guangdong Medical University, Zhanjiang, 524023 China
| | - Haiqing Luo
- 3Cancer Center, The Affiliated Hospital, Guangdong Medical University, Zhanjiang, 524023 China
| | - Lianfang Huang
- 1Guangdong Key Laboratory for Research and Development of Natural Drugs, Guangdong Medical University, Zhanjiang, 524023 China.,2The Marine Biomedical Research Institute, Southern Marine Science and Engineering Guangdong Laboratory Zhanjiang, Guangdong Medical University, Zhanjiang, 524023 China
| | - Hui Luo
- 2The Marine Biomedical Research Institute, Southern Marine Science and Engineering Guangdong Laboratory Zhanjiang, Guangdong Medical University, Zhanjiang, 524023 China
| | - Xiao Zhu
- 1Guangdong Key Laboratory for Research and Development of Natural Drugs, Guangdong Medical University, Zhanjiang, 524023 China.,2The Marine Biomedical Research Institute, Southern Marine Science and Engineering Guangdong Laboratory Zhanjiang, Guangdong Medical University, Zhanjiang, 524023 China
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Can Mitochondria DNA Provide a Novel Biomarker for Evaluating the Risk and Prognosis of Colorectal Cancer? DISEASE MARKERS 2017; 2017:5189803. [PMID: 28408773 PMCID: PMC5376434 DOI: 10.1155/2017/5189803] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/11/2017] [Accepted: 02/14/2017] [Indexed: 02/07/2023]
Abstract
Colorectal cancer (CRC) was one of the most frequent cancers worldwide. Accurate risk and prognosis evaluation could obtain better quality of life and longer survival time for the patients. Current research hotspot was focus on the gene biomarker to evaluate the risk and prognosis. Mitochondrion contains its own DNA and regulates self-replicating so that it can be as a candidate biomarker for evaluating the risk and prognosis of colorectal cancer. But there were already huge controversies on this issue. The review was to summarize current viewpoints of the controversial issues and described our understanding from the four aspects including mtDNA copy number, mitochondrial displacement loop, mtDNA variation, and mtDNA microsatellite instability, wishing the summary of the mtDNA in colorectal cancer could provide a meaningful reference or a valuable direction in the future studies.
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