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Monge C, Waldrup B, Carranza FG, Velazquez-Villarreal E. Ethnicity-Specific Molecular Alterations in MAPK and JAK/STAT Pathways in Early-Onset Colorectal Cancer. Cancers (Basel) 2025; 17:1093. [PMID: 40227607 PMCID: PMC11988162 DOI: 10.3390/cancers17071093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2025] [Revised: 03/20/2025] [Accepted: 03/24/2025] [Indexed: 04/15/2025] Open
Abstract
Background/Objectives: Early-onset colorectal cancer (EOCRC), defined as colorectal cancer (CRC) diagnosed before the age of 50, has been increasing in incidence, particularly among Hispanic/Latino (H/L) populations. Despite this trend, the underlying molecular mechanisms driving EOCRC disparities remain poorly understood. The MAPK and JAK/STAT pathways play critical roles in tumor progression, proliferation, and treatment response; however, their involvement in ethnicity-specific differences in EOCRC remains unclear. This study aims to characterize molecular alterations in MAPK and JAK/STAT pathway genes among EOCRC patients, focusing on differences between H/L and Non-Hispanic White (NHW) patients. Additionally, we assess whether these pathway-specific alterations contribute to survival outcomes in H/L EOCRC patients. Methods: We conducted a bioinformatics analysis using publicly available CRC datasets to assess mutation frequencies in MAPK and JAK/STAT pathway genes. A total of 3412 patients were included in the study, comprising 302 H/L patients and 3110 NHW patients. Patients were stratified by age (EOCRC: <50 years, late-onset colorectal cancer-LOCRC: ≥50 years) and ethnicity (H/L vs. NHW) to evaluate differences in mutation prevalence. Chi-squared tests were performed to compare mutation rates between groups, and Kaplan-Meier survival analysis was used to assess overall survival differences based on pathway alterations among both H/L and NHW EOCRC patients. Results: Significant differences were observed in MAPK pathway-related genes when comparing EOCRC and LOCRC in H/L patients. NF1 (11.6% vs. 3.7%, p = 0.01), ACVR1 (2.9% vs. 0%, p = 0.04), and MAP2K1 (3.6% vs. 0%, p = 0.01) were more prevalent in EOCRC, while BRAF mutations (18.3% vs. 5.1%, p = 9.1 × 10-4) were significantly more frequent in LOCRC among H/L patients. Additionally, when comparing EOCRC in H/L patients to EOCRC in NHW patients, key MAPK pathway genes such as AKT1 (5.1% vs. 1.8%, p = 0.03), MAPK3 (3.6% vs. 0.7%, p = 6.83 × 10-3), NF1 (11.6% vs. 6.1%, p = 0.02), and PDGFRB (5.8% vs. 2.1%, p = 0.02) were significantly enriched in H/L EOCRC patients. However, no significant differences were observed in JAK/STAT pathway-related genes when comparing EOCRC and LOCRC in H/L patients, nor when comparing EOCRC in H/L vs. NHW patients. Survival analysis revealed borderline significant differences in H/L EOCRC patients, whereas NHW EOCRC patients with no alterations in the JAK/STAT pathway exhibited significant survival differences. In contrast, MAPK pathway alterations were not associated with significant survival differences. These findings suggest that MAPK and JAK/STAT pathway alterations may have distinct prognostic implications in H/L EOCRC patients, justifying further investigation into their potential role in cancer progression and treatment response. Conclusions: These findings suggest that MAPK pathway dysregulation plays a distinct role in EOCRC among H/L patients, potentially contributing to disparities in CRC development and treatment response. The higher prevalence of MAPK alterations in H/L EOCRC patients compared to NHW patients underscores the need to explore ethnicity-specific tumor biology and therapeutic targets. Conversely, the lack of significant differences in JAK/STAT pathway alterations suggests that this pathway may not play a major differential role in EOCRC vs. LOCRC within this population. Survival analysis highlighted the prognostic relevance of pathway-specific alterations. These insights emphasize the importance of precision medicine approaches that consider genetic heterogeneity and pathway-specific alterations to improve outcomes for H/L CRC patients.
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Affiliation(s)
- Cecilia Monge
- Center for Cancer Research, National Cancer Institute, Bethesda, MD 20892, USA
| | - Brigette Waldrup
- City of Hope, Beckman Research Institute, Department of Integrative Translational Sciences, Duarte, CA 91010, USA
| | - Francisco G. Carranza
- City of Hope, Beckman Research Institute, Department of Integrative Translational Sciences, Duarte, CA 91010, USA
| | - Enrique Velazquez-Villarreal
- City of Hope, Beckman Research Institute, Department of Integrative Translational Sciences, Duarte, CA 91010, USA
- City of Hope Comprehensive Cancer Center, Duarte, CA 91010, USA
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Richter KM, Wrage M, Krekeler C, De Oliveira T, Conradi LC, Menck K, Bleckmann A. Model systems to study tumor-microbiome interactions in early-onset colorectal cancer. EMBO Mol Med 2025; 17:395-413. [PMID: 39948421 PMCID: PMC11903813 DOI: 10.1038/s44321-025-00198-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Revised: 01/13/2025] [Accepted: 01/24/2025] [Indexed: 03/14/2025] Open
Abstract
Colorectal cancer (CRC) is a major health problem, with an alarming increase of early-onset CRC (EO-CRC) cases among individuals under 50 years of age. This trend shows the urgent need for understanding the underlying mechanisms leading to EO-CRC development and progression. There is significant evidence that the gut microbiome acts as a key player in CRC by triggering molecular changes in the colon epithelium, leading to tumorigenesis. However, a comprehensive collection and comparison of methods to study such tumor-microbiome interactions in the context of EO-CRC is sparse. This review provides an overview of the available in vivo, ex vivo as well as in vitro approaches to model EO-CRC and assess the effect of gut microbes on tumor development and growth. By comparing the advantages and limitations of each model system, it highlights that, while no single model is perfect, each is suitable for studying specific aspects of microbiome-induced tumorigenesis. Taken together, multifaceted approaches can simulate the human body's complexity, aiding in the development of effective treatment and prevention strategies for EO-CRC.
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Affiliation(s)
- Katharina M Richter
- Department of Medicine A, University of Muenster, 48149, Muenster, Germany
- West German Cancer Center, University Hospital Muenster, 48149, Muenster, Germany
| | - Marius Wrage
- Department of Medicine A, University of Muenster, 48149, Muenster, Germany
- West German Cancer Center, University Hospital Muenster, 48149, Muenster, Germany
| | - Carolin Krekeler
- Department of Medicine A, University of Muenster, 48149, Muenster, Germany
- West German Cancer Center, University Hospital Muenster, 48149, Muenster, Germany
| | - Tiago De Oliveira
- Department of General, Visceral and Pediatric Surgery, University Medical Center Goettingen, 37075, Goettingen, Germany
| | - Lena-Christin Conradi
- Department of General, Visceral and Pediatric Surgery, University Medical Center Goettingen, 37075, Goettingen, Germany
| | - Kerstin Menck
- Department of Medicine A, University of Muenster, 48149, Muenster, Germany
- West German Cancer Center, University Hospital Muenster, 48149, Muenster, Germany
| | - Annalen Bleckmann
- Department of Medicine A, University of Muenster, 48149, Muenster, Germany.
- West German Cancer Center, University Hospital Muenster, 48149, Muenster, Germany.
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Buhaya MH, Huang EH. Deciphering Early-Onset Colorectal Cancer: Molecular Profiling of the Tumor Microenvironment. Dis Colon Rectum 2025; 68:257-260. [PMID: 39625394 DOI: 10.1097/dcr.0000000000003447] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/22/2025]
Affiliation(s)
- Munir H Buhaya
- Department of Surgery, University of Texas Southwestern, Dallas, Texas
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Zinkeng A, Taylor FL, Cheong SH, Song H, Merchant JL. Early Onset Colorectal Cancer: Molecular Underpinnings Accelerating Occurrence. Cell Mol Gastroenterol Hepatol 2024; 19:101425. [PMID: 39510499 PMCID: PMC11731505 DOI: 10.1016/j.jcmgh.2024.101425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/28/2024] [Revised: 10/28/2024] [Accepted: 10/28/2024] [Indexed: 11/15/2024]
Abstract
The onset of colorectal cancer (CRC) in patients younger than 50 continues to rapidly increase. This study highlights the epidemiologic changes, risk factors, clinical characteristics, and molecular profiles prevalent in early onset CRC patients, and identifies key areas for future research. It has been noted that only a small fraction of early onset CRC cases is attributed to known hereditary mutations and fit the canonical pathway of late-onset colorectal cancer development. To highlight this, we review the genetic and epigenetic modifications specific to early onset CRC. We also discuss the synergetic effect of single-nucleotide polymorphisms and environmental factors on the early onset of CRC. Additionally, we discuss the potential of noninvasive biomarker assays to enhance early detection, screening, diagnosis, and prognostic outcome predictions.
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Affiliation(s)
- Atehkeng Zinkeng
- Medical Scientist Training Program, University of Arizona College of Medicine, Tucson, Arizona
| | | | | | | | - Juanita L Merchant
- Department of Medicine, University of Arizona College of Medicine, Tucson, Arizona.
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Gandini A, Taieb J, Blons H, Netter J, Laurent-Puig P, Gallois C. Early-Onset colorectal Cancer: From the laboratory to the clinic. Cancer Treat Rev 2024; 130:102821. [PMID: 39236404 DOI: 10.1016/j.ctrv.2024.102821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Accepted: 08/28/2024] [Indexed: 09/07/2024]
Abstract
Colorectal cancer that occurs before age of 50 is defined as Early-Onset Colorectal Cancer (EOCRC). Its incidence has worryingly increased since the late 90 s and is expected to keep rising in the next future, despite Late-Onset CRC (LOCRC) is decreasing worldwide. Because of this, there is an urgent need to better understand this subset of patients in order to give them the best treatment possible. However, most of the literature is retrospective and often discordant. In this review, we aim to provide a general overview of the issue, endeavoring to highlight the current available knowledge. We decided to move from the beginning, investigating risk factors and inheritance, passing through diagnosis and clinical aspects, and to conclude with the translational part, focusing on the biology of the tumor. However, lot of questions remain open, including screening age and prognosis. Indeed, young patients tend to be treated more aggressively, even if a survival benefit has not been proven yet. Every clinician should be aware of the best practice for young people, and more translational studies are awaited in order to clarify is EOCRC represents a distinct biological entity.
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Affiliation(s)
- Annalice Gandini
- Medical Oncology Unit 1, IRCCS Ospedale Policlinico San Martino, Genoa, Italy; Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université Paris Cité, Personalized Medicine, Phamacogenomics and Therapeutic Optimization, Paris, France; Institut du Cancer Paris CARPEM, AP-HP Centre, Department of Gastroenterology and Digestive Oncology, Hôpital Européen Georges Pompidou, Paris, France
| | - Julien Taieb
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université Paris Cité, Personalized Medicine, Phamacogenomics and Therapeutic Optimization, Paris, France; Institut du Cancer Paris CARPEM, AP-HP Centre, Department of Gastroenterology and Digestive Oncology, Hôpital Européen Georges Pompidou, Paris, France
| | - Hélène Blons
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université Paris Cité, Personalized Medicine, Phamacogenomics and Therapeutic Optimization, Paris, France; Assistance Publique-Hôpitaux de Paris, Department of Biochemistry, Pharmacogenetics and Molecular Oncology, European Georges Pompidou Hospital, Paris Cancer Institute CARPEM, 20 Rue Leblanc, 75015, Paris, France; Department of Genetics and Molecular Medicine, Georges Pompidou European Hospital, APHP Centre, Paris, France
| | - Jeanne Netter
- Institut du Cancer Paris CARPEM, AP-HP Centre, Department of Gastroenterology and Digestive Oncology, Hôpital Européen Georges Pompidou, Paris, France
| | - Pierre Laurent-Puig
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université Paris Cité, Personalized Medicine, Phamacogenomics and Therapeutic Optimization, Paris, France; Institut du Cancer Paris CARPEM, APHP. Centre, Department of Biology, Hôpital Européen Georges Pompidou, Paris, France
| | - Claire Gallois
- Centre de Recherche des Cordeliers, Sorbonne Université, Inserm, Université Paris Cité, Personalized Medicine, Phamacogenomics and Therapeutic Optimization, Paris, France; Institut du Cancer Paris CARPEM, AP-HP Centre, Department of Gastroenterology and Digestive Oncology, Hôpital Européen Georges Pompidou, Paris, France.
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Lawler T, Parlato L, Warren Andersen S. The histological and molecular characteristics of early-onset colorectal cancer: a systematic review and meta-analysis. Front Oncol 2024; 14:1349572. [PMID: 38737895 PMCID: PMC11082351 DOI: 10.3389/fonc.2024.1349572] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 04/16/2024] [Indexed: 05/14/2024] Open
Abstract
Background Early-onset colorectal cancer (CRC), defined as diagnosis before age 50, has increased in recent decades. Although more often diagnosed at advanced stage, associations with other histological and molecular markers that impact prognosis and treatment remain to be clarified. We conducted a systematic review and meta-analysis concerning the prevalence of prognostic and predictive tumor markers for early- vs. late-onset CRC, including oncogene mutations, microsatellite instability (MSI), and emerging markers including immune cells and the consensus molecular subtypes. Methods We systematically searched PubMed for original research articles published between April 2013-January 2024. Included studies compared the prevalence of tumor markers in early- vs. late-onset CRC. A meta-analysis was completed and summary odds ratios (ORs) with 95% confidence intervals (CIs) were obtained from a random effects model via inverse variance weighting. A sensitivity analysis was completed to restrict the meta-analysis to studies that excluded individuals with Lynch syndrome, a hereditary condition that influences the distribution of tumor markers for early-onset CRC. Results In total, 149 articles were identified. Tumors from early-onset CRC are less likely to include mutations in KRAS (OR, 95% CI: 0.91, 0.85-0.98), BRAF (0.63, 0.51-0.78), APC (0.70, 0.58-0.84), and NRAS (0.88, 0.78-1.00) but more likely to include mutations in PTEN (1.68, 1.04-2.73) and TP53 (1.34, 1.24-1.45). After limiting to studies that excluded Lynch syndrome, the associations between early-onset CRC and BRAF (0.77, 0.64-0.92) and APC mutation (0.81, 0.67-0.97) were attenuated, while an inverse association with PIK3CA mutation was also observed (0.88, 0.78-0.99). Early-onset tumors are less likely to develop along the CpG Island Methylator Phenotype pathway (0.24, 0.10-0.57), but more likely to possess adverse histological features including high tumor grade (1.20, 1.15-1.25), and mucinous (1.22, 1.16-1.27) or signet ring histology (2.32, 2.08-2.57). A positive association with MSI status (1.31, 1.11-1.56) was also identified. Associations with immune markers and the consensus molecular subtypes are inconsistent. Discussion A lower prevalence of mutations in KRAS and BRAF is consistent with extended survival and superior response to targeted therapies for metastatic disease. Conversely, early-onset CRC is associated with aggressive histological subtypes and TP53 and PTEN mutations, which may serve as therapeutic targets.
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Affiliation(s)
- Thomas Lawler
- School of Medicine and Public Health, Carbone Cancer Center, University of Wisconsin-Madison, Madison, WI, United States
| | - Lisa Parlato
- School of Medicine and Public Health, Department of Population Health Sciences, University of Wisconsin-Madison, Madison, WI, United States
| | - Shaneda Warren Andersen
- School of Medicine and Public Health, Carbone Cancer Center, University of Wisconsin-Madison, Madison, WI, United States
- School of Medicine and Public Health, Department of Population Health Sciences, University of Wisconsin-Madison, Madison, WI, United States
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Marx OM, Mankarious MM, Koltun WA, Yochum GS. Identification of differentially expressed genes and splicing events in early-onset colorectal cancer. Front Oncol 2024; 14:1365762. [PMID: 38680862 PMCID: PMC11047122 DOI: 10.3389/fonc.2024.1365762] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Accepted: 03/27/2024] [Indexed: 05/01/2024] Open
Abstract
Background The incidence of colorectal cancer (CRC) has been steadily increasing in younger individuals over the past several decades for reasons that are incompletely defined. Identifying differences in gene expression profiles, or transcriptomes, in early-onset colorectal cancer (EOCRC, < 50 years old) patients versus later-onset colorectal cancer (LOCRC, > 50 years old) patients is one approach to understanding molecular and genetic features that distinguish EOCRC. Methods We performed RNA-sequencing (RNA-seq) to characterize the transcriptomes of patient-matched tumors and adjacent, uninvolved (normal) colonic segments from EOCRC (n=21) and LOCRC (n=22) patients. The EOCRC and LOCRC cohorts were matched for demographic and clinical characteristics. We used The Cancer Genome Atlas Colon Adenocarcinoma (TCGA-COAD) database for validation. We used a series of computational and bioinformatic tools to identify EOCRC-specific differentially expressed genes, molecular pathways, predicted cell populations, differential gene splicing events, and predicted neoantigens. Results We identified an eight-gene signature in EOCRC comprised of ALDOB, FBXL16, IL1RN, MSLN, RAC3, SLC38A11, WBSCR27 and WNT11, from which we developed a score predictive of overall CRC patient survival. On the entire set of genes identified in normal tissues and tumors, cell type deconvolution analysis predicted a differential abundance of immune and non-immune populations in EOCRC versus LOCRC. Gene set enrichment analysis identified increased expression of splicing machinery in EOCRC. We further found differences in alternative splicing (AS) events, including one within the long non-coding RNA, HOTAIRM1. Additional analysis of AS found seven events specific to EOCRC that encode potential neoantigens. Conclusion Our transcriptome analyses identified genetic and molecular features specific to EOCRC which may inform future screening, development of prognostic indicators, and novel drug targets.
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Affiliation(s)
- Olivia M. Marx
- Koltun and Yochum Laboratory, Department of Surgery, Division of Colon & Rectal Surgery, Pennsylvania State University College of Medicine, Hershey, PA, United States
- Department of Biochemistry & Molecular Biology, Pennsylvania State University College of Medicine, Hershey, PA, United States
| | - Marc M. Mankarious
- Koltun and Yochum Laboratory, Department of Surgery, Division of Colon & Rectal Surgery, Pennsylvania State University College of Medicine, Hershey, PA, United States
| | - Walter A. Koltun
- Koltun and Yochum Laboratory, Department of Surgery, Division of Colon & Rectal Surgery, Pennsylvania State University College of Medicine, Hershey, PA, United States
| | - Gregory S. Yochum
- Koltun and Yochum Laboratory, Department of Surgery, Division of Colon & Rectal Surgery, Pennsylvania State University College of Medicine, Hershey, PA, United States
- Department of Biochemistry & Molecular Biology, Pennsylvania State University College of Medicine, Hershey, PA, United States
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Barot SV, Sangwan N, Nair KG, Schmit SL, Xiang S, Kamath S, Liska D, Khorana AA. Distinct intratumoral microbiome of young-onset and average-onset colorectal cancer. EBioMedicine 2024; 100:104980. [PMID: 38306898 PMCID: PMC10850116 DOI: 10.1016/j.ebiom.2024.104980] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Revised: 01/09/2024] [Accepted: 01/11/2024] [Indexed: 02/04/2024] Open
Abstract
BACKGROUND The unexplained rise of young-onset CRC (yoCRC, age <50 years) is of concern. Evidence suggests that microbial dysbiosis may be a contributing factor, but the tumor microbial profile of yoCRC in comparison to average-onset CRC (aoCRC, age >60) has not been fully investigated. METHODS 16S rRNA amplicon sequencing was performed in tumor and paired adjacent non-malignant fresh frozen tissue specimens prospectively collected from 136 yoCRC and 140 aoCRC patients. Phyloseq, microbiomeSeq, metagenomeSeq, and NetComi were utilized for bioinformatics analysis. Statistical tests included Fisher's exact test, ANOVA, PERMANOVA with Bonferroni correction, linear regression, and Wilcoxon test. p-value <0.05 was considered statistically significant. FINDINGS yoCRC patients were more likely to have left-sided (72.8 vs. 54.3%), rectal (36.7% vs. 25%), and stage IV (28% vs. 15%) tumors. yoCRC tumors had significantly higher microbial alpha diversity (p = 1.5 × 10-5) and varied beta diversity (R2 = 0.31, p = 0.013) than aoCRC tumors. yoCRC tumors were enriched with Akkermansia and Bacteroides, whereas aoCRC tumors showed greater relative abundances of Bacillus, Staphylococcus, Listeria, Enterococcus, Pseudomonas, Fusobacterium, and Escherichia/Shigella. Akkermansia had a predominantly negative correlation with the microbial communities in yoCRC tumors. yoCRC and aoCRC tumors had distinct microbial profiles associated with tumor location, sidedness, stage, and obesity. Fusobacterium (R2 = -0.23, p = 0.001) and Akkermansia (R2 = 0.05, p = 0.001) abundance correlated with overall survival in yoCRC. INTERPRETATION Our study provides a comprehensive understanding of the microbial perturbations in yoCRC tumors. We identify microbial candidates that may highlight a distinct pathogenesis of yoCRC and serve as preventive, diagnostic, and therapeutic targets. FUNDING Sondra and Stephen Hardis Chair in Oncology Research (A.A.K.).
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Affiliation(s)
- Shimoli V Barot
- Cleveland Clinic Taussig Cancer Institute, Department of Hematology-Oncology, USA
| | - Naseer Sangwan
- Shared Laboratory Resources (SLR), Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA; Cardiovascular and Metabolic Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Kanika G Nair
- Cleveland Clinic Taussig Cancer Institute, Department of Hematology-Oncology, USA; Case Comprehensive Cancer Center, Cleveland, OH, USA; Center for Young-Onset Colorectal Cancer, Cleveland Clinic, Cleveland, OH, USA
| | - Stephanie L Schmit
- Center for Young-Onset Colorectal Cancer, Cleveland Clinic, Cleveland, OH, USA; Genomic Medicine Institute, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA; Population and Cancer Prevention Program, Case Comprehensive Cancer Center, Cleveland, OH, USA
| | - Shao Xiang
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Suneel Kamath
- Cleveland Clinic Taussig Cancer Institute, Department of Hematology-Oncology, USA; Case Comprehensive Cancer Center, Cleveland, OH, USA; Center for Young-Onset Colorectal Cancer, Cleveland Clinic, Cleveland, OH, USA
| | - David Liska
- Case Comprehensive Cancer Center, Cleveland, OH, USA; Center for Young-Onset Colorectal Cancer, Cleveland Clinic, Cleveland, OH, USA; Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA; Department of Colorectal Surgery, Digestive Disease and Surgery Institute, Cleveland Clinic, Cleveland, OH, USA
| | - Alok A Khorana
- Cleveland Clinic Taussig Cancer Institute, Department of Hematology-Oncology, USA; Case Comprehensive Cancer Center, Cleveland, OH, USA; Center for Young-Onset Colorectal Cancer, Cleveland Clinic, Cleveland, OH, USA.
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E Y, Sun S, Fan X, Lu C, Ji P, Huang Y, Sun J, Yang X, Yu C. Prediction of liver and lung metastases in patients with early-onset colorectal cancer by nomograms based on heterogeneous and homogenous risk factors. Cancer Med 2023; 12:20712-20726. [PMID: 37902182 PMCID: PMC10709735 DOI: 10.1002/cam4.6633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 09/26/2023] [Accepted: 10/07/2023] [Indexed: 10/31/2023] Open
Abstract
BACKGROUND Identifying the risk factors for distant metastasis in early-onset colorectal cancer (EOCRC) is crucial for elucidating its etiology and facilitating preventive treatment. This study aims to characterize the variability in EOCRC incidence and discern both heterogeneous and homogeneous risk factors associated with synchronous liver, lung, and hepato-lung metastases. METHODS This study included patients with EOCRC enrolled in the SEER database between 2010 and 2015 and divided patients into three groups by synchronous liver, lung, and hepato-lung metastases. Each group of patients with different metastasis types was randomly assigned to the development and validation cohort in a ratio of 7:3. Logistic regression was used to analyze the heterogeneous and homogenous risk factors for synchronous liver, lung, and hepato-lung metastases in the development cohort of patients. Nomograms were built to calculate the risk of metastasis, and the receiver operating characteristic (ROC) curve and calibration curve were used to quantitatively evaluate their performance. RESULTS A total of 16,336 eligible patients with EOCRC were included in this study, of which 17.90% (2924/16,336) had distant metastases. The overall incidences of synchronous liver, lung, and hepato-lung metastases were 11.90% (1921/16,146), 2.42% (390/16,126), and 1.50% (241/16,108), respectively. Positive CEA values before treatment, increased lymphatic metastases, and deeper invasion of intestinal wall were positively correlated with three distant types of metastases. On the contrary, the correlation of age, ethnicity, location of primary tumor, and histologic grade among the three types was inconsistent. The ROC curve and calibration curve proved to have fine performance in predicting distant metastases of EOCRC. CONCLUSIONS There are significant differences in the incidence of distant metastases in EOCRC, and related risk factors are heterogeneous and homogenous. Although limited risk factors were incorporated in this study, the established nomograms indicated good predictive performance.
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Affiliation(s)
- Yimin E
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
| | - Sizheng Sun
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
| | - Xiaoyu Fan
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
| | - Chen Lu
- Department of General SurgerySir Run Run Hospital Nanjing Medical UniversityNanjingChina
| | - Pengcheng Ji
- Department of General SurgerySir Run Run Hospital Nanjing Medical UniversityNanjingChina
| | - Yicheng Huang
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
| | - Jing Sun
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
| | - Xiaojun Yang
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
| | - Chunzhao Yu
- Department of General SurgeryThe Second Affiliated Hospital of Nanjing Medical UniversityNanjingChina
- Department of General SurgerySir Run Run Hospital Nanjing Medical UniversityNanjingChina
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