2.A novel glycolysis-related prognostic risk model for colorectal cancer patients based on single-cell and bulk transcriptomic data.
Kai YAO ; Jingyi XIA ; Shuo ZHANG ; Yun SUN ; Junjie MA ; Bo ZHU ; Li REN ; Congli ZHANG
Chinese Journal of Cellular and Molecular Immunology 2025;41(2):105-115
Objective To explore the prognostic value of glycolysis-related genes in colorectal cancer (CRC) patients and formulate a novel glycolysis-related prognostic risk model. Methods Single-cell and bulk transcriptomic data of CRC patients, along with clinical information, were obtained from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Glycolysis scores for each sample were calculated using single-sample Gene Set Enrichment Analysis (ssGSEA). Kaplan-Meier survival curves were generated to analyze the relationship between glycolysis scores and overall survival. Novel glycolysis-related subgroups were defined among the cell type with the highest glycolysis scores. Gene enrichment analysis, metabolic activity assessment, and univariate Cox regression were performed to explore the biological functions and prognostic impact of these subgroups. A prognostic risk model was built and validated based on genes significantly affecting the prognosis. Gene Set Enrichment Analysis (GSEA) was conducted to explore differences in biological processes between high- and low-risk groups. Differences in immune microenvironment and drug sensitivity between these groups were assessed using R packages. Potential targeted agents for prognostic risk genes were predicted using the Enrichr database. Results Tumor tissues showed significantly higher glycolysis scores than normal tissues, which was associated with a poor prognosis in CRC patients. The highest glycolysis score was observed in epithelial cells, within which we defined eight novel glycolysis-related cell subpopulations. Specifically, the P4HA1+ epithelial cell subpopulation was associated with a poor prognosis. Based on signature genes of this subpopulation, a six-gene prognostic risk model was formulated. GSEA revealed significant biological differences between high- and low-risk groups. Immune microenvironment analysis demonstrated that the high-risk group had increased infiltration of macrophages and tumor-associated fibroblasts, along with evident immune exclusion and suppression, while the low-risk group exhibited higher levels of B cell and T cell infiltration. Drug sensitivity analysis indicated that high-risk patients were more sensitive to Abiraterone, while low-risk patients responded to Cisplatin. Additionally, Valproic acid was predicted as a potential targeted agent. Conclusion High glycolytic activity is associated with a poor prognosis in CRC patients. The novel glycolysis-related prognostic risk model formulated in this study offers significant potential for enhancing the diagnosis and treatment of CRC.
Humans
;
Colorectal Neoplasms/pathology*
;
Glycolysis/genetics*
;
Prognosis
;
Transcriptome
;
Tumor Microenvironment/genetics*
;
Gene Expression Profiling
;
Single-Cell Analysis
;
Gene Expression Regulation, Neoplastic
;
Male
;
Female
;
Kaplan-Meier Estimate
3.Monotropein Induced Apoptosis and Suppressed Cell Cycle Progression in Colorectal Cancer Cells.
Quan GAO ; Lin LI ; Qi-Man ZHANG ; Qin-Song SHENG ; Ji-Liang ZHANG ; Li-Jun JIN ; Rui-Yan SHANG
Chinese journal of integrative medicine 2024;30(1):25-33
OBJECTIVE:
To determine whether monotropein has an anticancer effect and explore its potential mechanisms against colorectal cancer (CRC) through network pharmacology and molecular docking combined with experimental verification.
METHODS:
Network pharmacology and molecular docking were used to predict potential targets of monotropein against CRC. Cell counting kit assay, plate monoclonal assay and microscopic observation were used to investigate the antiproliferative effects of monotropein on CRC cells HCT116, HT29 and LoVo. Flow cytometry and scratch assay were used to analyze apoptosis and cell cycle, as well as cell migration, respectively in HCT116, HT29, and LoVo cells. Western blotting was used to detect the expression of proteins related to apoptosis, cell cycle, and cell migration, and the expression of proteins key to the Akt pathway.
RESULTS:
The Gene Ontology and Reactome enrichment analyses indicated that the anticancer potential of monotropein against CRC might be involved in multiple cancer-related signaling pathways. Among these pathways, RAC-beta serine/threonine-protein kinase (Akt1, Akt2), cyclin-dependent kinase 6 (CDK6), matrix metalloproteinase-9 (MMP9), epidermal growth factor receptor (EGFR), cell division control protein 42 homolog (CDC42) were shown as the potential anticancer targets of monotropein against CRC. Molecular docking suggested that monotropein may interact with the 6 targets (Akt1, Akt2, CDK6, MMP9, EGFR, CDC42). Subsequently, cell activity of HCT116, HT29 and LoVo cell lines were significantly suppressed by monotropein (P<0.05). Furthermore, our research revealed that monotropein induced cell apoptosis by inhibiting Bcl-2 and increasing Bax, induced G1-S cycle arrest in colorectal cancer by decreasing the expressions of CyclinD1, CDK4 and CDK6, inhibited cell migration by suppressing the expressions of CDC42 and MMP9 (P<0.05), and might play an anticancer role through Akt signaling pathway.
CONCLUSION
Monotropein exerts its antitumor effects primarily by arresting the cell cycle, causing cell apoptosis, and inhibiting cell migration. This indicates a high potential for developing novel medication for treating CRC.
Humans
;
Proto-Oncogene Proteins c-akt/metabolism*
;
Cell Proliferation
;
Matrix Metalloproteinase 9
;
Molecular Docking Simulation
;
Cell Cycle
;
ErbB Receptors
;
Apoptosis
;
Colorectal Neoplasms/pathology*
;
Cell Line, Tumor
4.Exploring effects and mechanisms of Agrimoniae Herba-Coptidis Rhizoma containing serum on colorectal cancer cells via LAMP2A-mediated autophagy.
Ya-Ping HE ; Min-Yan HOU ; Xin-Ling SHEN ; Zhi-Yu LI ; Min XU ; Xuan CHEN ; Shu-Juan ZHANG ; Han XIONG ; Hai-Yan PENG
China Journal of Chinese Materia Medica 2024;49(21):5730-5742
This study investigated the effects of Agrimoniae Herba-Coptidis Rhizoma(XHC-HL)-medicated serum on the proliferation, migration, invasion, and apoptosis of human colorectal cancer HT29 and HCT116 cells via the autophagy mediated by lysosome-associated membrane protein type 2A(LAMP2A). Bioinformatics analysis was conducted to explore the role of LAMP2A in the development and progression of colorectal cancer. Western blot(WB) was used to detect the expression of LAMP2A protein in colorectal cancer cell lines. Lentiviral transfection was utilized to construct LAMP2A knockdown in HT29 and overexpression in HCT116 colorectal cancer cell models. Real-time fluorescence quantitative polymerase chain reaction(real-time qPCR) was performed to assess transfection efficiency. HT29 and HCT116 cells were treated with different concentrations of XHC-HL-medicated serum. The cell counting kit-8(CCK-8) assay was used to detect cell proliferation and determine the optimal concentration and duration of medicated serum intervention. HT29 cells were divided into a normal control(NC) group, an XHC-HL(medicated serum treatment) group, and an XHC-HL+shLAMP2A(medicated serum treatment+LAMP2A knockdown) group. HCT116 cells were divided into a NC group, an XHC-HL group, and an XHC-HL+LAMP2A(medicated serum treatment+LAMP2A overexpression) group. CCK-8 was used to measure cell viability. Colony formation assay was employed to assess cell proliferation ability. Scratch and Transwell migration assays were conducted to evaluate cell migration ability, and Transwell invasion assay was used to detect cell invasion ability. Flow cytometry was adopted to determine apoptosis rates. WB and real-time qPCR were employed to detect the effect of XHC-HL on the protein and mRNA expression of LAMP2A, heat shock cognate protein 70(HSC70), heat shock protein 90(HSP90), and glyceraldehyde-3-phosphate dehydrogenase(GAPDH) in colorectal cancer cells. Differential expression analysis revealed that LAMP2A expression was significantly higher in colorectal cancer patients compared to that in normal controls. Survival analysis indicated that the key molecule of chaperone-mediated autophagy(CMA), LAMP2A, was closely associated with colorectal cancer progression. Gene set enrichment analysis showed that patients with high LAMP2A expression significantly upregulated tumor progression-related signaling pathways such as angiogenesis and immune suppression. Immune infiltration analysis found that patients with high LAMP2A expression had fewer CD8 T cell infiltrations in their tumor microenvironment. XHC-HL-medicated serum inhibited the viability of HT29 and HCT116 cells, with the optimal intervention concentration and duration being 20% and 48 hours, respectively. Compared to the NC group, XHC-HL inhibited the proliferation, migration, and invasion of HT29 and HCT116 cells, and induced apoptosis. The medicated serum treatment with LAMP2A knockdown further inhibited colorectal cancer cell proliferation, invasion, and migration, and promoted apoptosis, whereas overexpression of LAMP2A reversed the inhibitory effects of the medicated serum on proliferation, migration, and invasion, and reduced apoptosis rates. XHC-HL-medicated serum inhibited CMA by upregulating the protein and mRNA expression of LAMP2A, HSC70, and HSP90 and downregulating substrate protein GAPDH expression via the autophagy mediated by LAMP2A. In conclusion, XHC-HL-medicated serum inhibits the proliferation, migration, and invasion of colorectal cancer cells and induces apoptosis by downregulating the expression of the key CMA molecule LAMP2A and inhibiting CMA activity.
Humans
;
Colorectal Neoplasms/pathology*
;
Drugs, Chinese Herbal/pharmacology*
;
Lysosomal-Associated Membrane Protein 2/metabolism*
;
Cell Proliferation/drug effects*
;
Autophagy/drug effects*
;
HCT116 Cells
;
Cell Movement/drug effects*
;
Apoptosis/drug effects*
;
HT29 Cells
;
Serum/chemistry*
;
Coptis chinensis
5.Mechanism of osthole against colorectal cancer based on network pharmacology, molecular docking, and experimental validation.
China Journal of Chinese Materia Medica 2024;49(21):5752-5761
Through in vitro and in vivo experiments, combined with network pharmacology and molecular docking techniques, this study investigated the mechanism of action of osthole in the treatment of colorectal cancer(CRC). The relevant targets of osthole and CRC were retrieved from the SwissTargetPrediction and SuperPred in drug databases, as well as GeneCards and OMIM in disease databases. Protein-protein interaction(PPI) networks were constructed using the STRING database and Cytoscape 3.8.0 software, and core targets were screened. Gene Ontology(GO) and Kyoto Encyclopedia of Genes and Genomes(KEGG) enrichment analyses were performed on common targets. Molecular docking validation of core targets with osthole was conducted using AutoDock Vina software. HCT116 cells were treated with different concentrations of osthole, and cell proliferation was detected using the CCK-8 assay and the clonogenic assay. Cell migration ability was assessed using Transwell assay. Western blot and RT-qPCR were performed to detect the expression of caspase-3(CASP3), hypoxia-inducible factor 1 alpha(HIF1A), nuclear factor kappa B subunit 1(NFKB1), glycogen synthase kinase-3 beta(GSK3B), phosphorylated-GSK3B(p-GSK3B), protein kinase B(Akt), phosphorylated-Akt(p-Akt), mammalian target of rapamycin(mTOR), and phosphorylated-mTOR(p-mTOR). A subcutaneous tumor model of HCT116 cells in nude mice was established, and the mice were randomly divided into the model group, low-dose osthole group(20 mg·kg~(-1)), medium-dose osthole group(40 mg·kg~(-1)), and high-dose osthole group(60 mg·kg~(-1)). After 18 days of administration, the growth of tumor xenografts was observed, and the size and weight of tumors were measured after excision. Hematoxylin-eosin(HE) staining was performed to observe the histological changes in tumors in each group. Network pharmacology analysis revealed that osthole treatment of CRC mainly involved 106 treatment targets and 113 treatment pathways, with key pathways including the PI3K/Akt signaling pathway and MAPK signaling pathway. Molecular docking results showed a strong correlation between osthole and core targets. In vitro studies demonstrated that osthole significantly inhibited the proliferation and migration ability of HCT116 cells. Western blot and RT-qPCR experiments showed that compared to those in the model group, the expression of NFKB1, HIF1A, p-Akt, p-mTOR, and GSK3B in the osthole-treated group was significantly decreased, while the expression of CASP3 and p-GSK3B(Ser9) was significantly increased. In vivo studies showed that compared to the model group, osthole-fed animals significantly reduced tumor weight and volume, inhibited tumor growth, and promoted tumor apoptosis, and the results showed a dose-dependent trend. The study suggested that osthole could inhibit the proliferation and migration of HCT116 cells in CRC, and its mechanism may be related to the regulation of the PI3K/Akt signaling pathway and the expression of core targets.
Coumarins/chemistry*
;
Humans
;
Molecular Docking Simulation
;
Colorectal Neoplasms/pathology*
;
Animals
;
Network Pharmacology
;
Mice
;
Cell Proliferation/drug effects*
;
HCT116 Cells
;
Mice, Nude
;
Mice, Inbred BALB C
;
Proto-Oncogene Proteins c-akt/genetics*
;
TOR Serine-Threonine Kinases/genetics*
;
Cell Movement/drug effects*
;
Apoptosis/drug effects*
;
Signal Transduction/drug effects*
;
Protein Interaction Maps/drug effects*
6.Clinical significance of tertiary lymphoid structure maturity in colorectal cancer patients.
Jiangjiang ZHENG ; Jingjing YU ; Jingjing XIE ; Dong CHEN ; Hong DENG
Journal of Zhejiang University. Medical sciences 2024;53(6):765-771
OBJECTIVES:
To explore the clinical significance of the tertiary lymphoid structure (TLS) maturity in colorectal cancer patients.
METHODS:
A total of 230 surgically removed colorectal cancer specimens with detailed follow-up data were collected from Yinzhou Second Hospital. The patients were divided into mature TLS group and immature TLS group according to immunohistochemical results. The patient age, gender, maximum tumor diameter, tumor location, differentiation degree, depth of invasion, lymph node metastasis, vascular tumor thrombus, liver metastasis, distant non-liver metastasis, mismatch repair status, expression of Ki-67, P53 and programmed death-ligand (PD-L) 1 were analyzed. The Kaplan-Meier method (Breslow test) was used to analyze the survival of patients, and multivariate Cox regression model was applied to analyze the prognostic factors.
RESULTS:
There were 128 cases of mature TLS and 102 cases of immature TLS. Compared to the immature TLS group, the mature TLS group showed a significantly lower rate of vascular tumor thrombus, lymph node metastasis, and liver metastasis. Additionally, the positive expression rate of Ki-67 was markedly reduced, while the rate of deficient mismatch repair and the positive rate of PD-L1 were significantly increased (all P<0.05). The overall survival rate of the mature TLS group was superior to that of the immature TLS group (Breslow=4.553, P<0.05). Cox regression analysis indicated that lymph node metastasis was an independent risk factor for the prognosis of colorectal cancer patients (P<0.01), while TLS maturation was a protective factor (P<0.05).
CONCLUSIONS
The formation of TLS may play a significant role in inhibiting lymph node metastasis, liver metastasis, and vascular tumor thrombus in colorectal cancer. In addition, patients with mature TLS have a favorable clinical prognosis.
Humans
;
Colorectal Neoplasms/pathology*
;
Male
;
Female
;
Middle Aged
;
Tertiary Lymphoid Structures/pathology*
;
Prognosis
;
Aged
;
Adult
;
Lymphatic Metastasis
;
Ki-67 Antigen/metabolism*
;
B7-H1 Antigen/metabolism*
;
Clinical Relevance
7.Risk factors for residual cancer or lymph node metastasis after endoscopic noncurable resection of early colorectal cancer.
Xin ZHAO ; Li Zhou DOU ; Yue Ming ZHANG ; Yong LIU ; Shun HE ; Yan KE ; Xu Dong LIU ; Yu Meng LIU ; Hai Rui WU ; Zheng Qi LI ; Zhi Hao CHEN ; Gui Qi WANG
Chinese Journal of Oncology 2023;45(4):335-339
Objective: Risk factors related to residual cancer or lymph node metastasis after endoscopic non-curative resection of early colorectal cancer were analyzed to predict the risk of residual cancer or lymph node metastasis, optimize the indications of radical surgical surgery, and avoid excessive additional surgical operations. Methods: Clinical data of 81 patients who received endoscopic treatment for early colorectal cancer in the Department of Endoscopy, Cancer Hospital, Chinese Academy of Medical Sciences from 2009 to 2019 and received additional radical surgical surgery after endoscopic resection with pathological indication of non-curative resection were collected to analyze the relationship between various factors and the risk of residual cancer or lymph node metastasis after endoscopic resection. Results: Of the 81 patients, 17 (21.0%) were positive for residual cancer or lymph node metastasis, while 64 (79.0%) were negative. Among 17 patients with residual cancer or positive lymph node metastasis, 3 patients had only residual cancer (2 patients with positive vertical cutting edge). 11 patients had only lymph node metastasis, and 3 patients had both residual cancer and lymph node metastasis. Lesion location, poorly differentiated cancer, depth of submucosal invasion ≥2 000 μm, venous invasion were associated with residual cancer or lymph node metastasis after endoscopic (P<0.05). Logistic multivariate regression analysis showed that poorly differentiated cancer (OR=5.513, 95% CI: 1.423, 21.352, P=0.013) was an independent risk factor for residual cancer or lymph node metastasis after endoscopic non-curative resection of early colorectal cancer. Conclusions: For early colorectal cancer after endoscopic non-curable resection, residual cancer or lymph node metastasis is associated with poorly differentiated cancer, depth of submucosal invasion ≥2 000 μm, venous invasion and the lesions are located in the descending colon, transverse colon, ascending colon and cecum with the postoperative mucosal pathology result. For early colorectal cancer, poorly differentiated cancer is an independent risk factor for residual cancer or lymph node metastasis after endoscopic non-curative resection, which is suggested that radical surgery should be added after endoscopic treatment.
Humans
;
Lymphatic Metastasis
;
Neoplasm, Residual
;
Retrospective Studies
;
Endoscopy
;
Risk Factors
;
Colorectal Neoplasms/pathology*
;
Neoplasm Invasiveness
8.Poly-G for tumor matched samples chronicles the evolution of human colorectal cancer.
Xin GAO ; Tao YU ; Qi ZHANG ; Shuai Yao ZHANG ; Di HUANG ; Xin Yu ZHAO ; Gang LIU
Chinese Journal of Oncology 2023;45(5):382-388
Objective: To analyze poly-guanine (poly-G) genotypes and construct the phylogenetic tree of colorectal cancer (CRC) and provide an efficient and convenient method for the study of intra-tumor heterogeneity and tumor metastasis pathway. Methods: The clinicopathological information of patients with primary colorectal cancer resection with regional lymph node metastases were retrospectively collected in the Department of General Surgery, General Hospital of Tianjin Medical University from January 2017 to December 2017. The paraffin sections of the paired tumor samples were performed consecutively, and multi-region microdissection was performed after histogene staining. The phenol-chloroform extraction and ethanol precipitation scheme was used to obtain DNA, and Poly-G multiplex PCR amplification and capillary electrophoresis detection were performed. The correlation between Poly-G mutation frequency and clinicopathological parameters was analyzed. Based on the difference of Poly-G genotypes between paired samples, the distance matrix was calculated, and the phylogenetic tree was constructed to clarify the tumor metastasis pathway. Results: A total of 237 paired samples were collected from 20 patients including 134 primary lesions, 66 lymph node metastases, 37 normal tissues, and Poly-G mutation was detected in 20 patients (100%). The mutation frequency of Poly-G in low and undifferentiated patients was (74.10±23.11)%, higher than that in high and medium differentiated patients [(31.36±12.04)%, P<0.001]. In microsatellite instability patients, the mutation frequency of Poly-G was (68.19±24.80)%, which was higher than that in microsatellite stable patients [(32.40±14.90)%, P=0.003]. The Poly-G mutation frequency was not correlated with age, gender, and pathological staging (all P>0.05). Based on Poly-G genotype difference of the paired samples, the phylogenetic trees of 20 patients were constructed, showing the evolution process of the tumor, especially the subclonal origins of lymph node metastasis. Conclusion: Poly-G mutations accumulate in the occurrence and development of CRC, and can be used as genetic markers to generate reliable maps of intratumor heterogeneity in large numbers of patients with minimal time and cost expenditure.
Humans
;
Lymphatic Metastasis
;
Retrospective Studies
;
Poly G
;
Phylogeny
;
Mutation
;
Colorectal Neoplasms/pathology*
;
Biomarkers, Tumor/genetics*
9.Advances in three-dimensional tumor models for colorectal cancer.
Chen Tong WANG ; Jiao Lin ZHOU ; Guo Le LIN ; Sheng Yi YIN ; Lin CONG ; Guan Nan ZHANG ; Yang AN ; Xiao Yuan QIU
Chinese Journal of Oncology 2023;45(6):464-470
Conventional tumor culture models include two-dimensional tumor cell cultures and xenograft models. The former has disadvantages including lack of tumor heterogeneity and poor clinical relevance, while the latter are limited by the slow growth, low engraftment successful rate, and high cost. In recent years, in vitro three-dimensional (3D) tumor models have emerged as the tool to better recapitulate the spatial structure and the in vivo environment of tumors. In addition, they preserve the pathological and genetic features of tumor cells and reflect the complex intracellular and extracellular interactions of tumors, which have become a powerful tool for investigating the tumor mechanism, drug screening, and personalized cancer treatment. 3D tumor model technologies such as spheroids, organoids, and microfluidic devices are maturing. Application of new technologies such as co-culture, 3D bioprinting, and air-liquid interface has further improved the clinical relevance of the models. Some models recapitulate the tumor microenvironment, and some can even reconstitute endogenous immune components and microvasculature. In recent years, some scholars have combined xenograft models with organoid technology to develop matched in vivo/in vitro model biobanks, giving full play to the advantages of the two technologies, and providing an ideal research platform for individualized precision therapy for specific molecular targets in certain subtypes of tumors. So far, the above technologies have been widely applied in the field of colorectal cancer research. Our research team is currently studying upon the application of patient-derived tumor cell-like clusters, a self-assembly 3D tumor model, in guiding the selection of postoperative chemotherapy regimens for colorectal cancer. A high modeling success rate and satisfactory results in the drug screening experiments have been achieved. There is no doubt that with the advancement of related technologies, 3D tumor models will play an increasingly important role in the research and clinical practice of colorectal cancer.
Humans
;
Organoids/pathology*
;
Cell Culture Techniques
;
Colorectal Neoplasms/pathology*
;
Tumor Microenvironment
10.Risk factors analysis and prediction model construction of submucosal deep infiltration of early colorectal tumor.
Zhi Hao CHEN ; Li Zhou DOU ; Yue Ming ZHANG ; Yong LIU ; Shun HE ; Yan KE ; Xu Dong LIU ; Yu Meng LIU ; Hai Rui WU ; Shuang Mei ZOU ; Gui Qi WANG
Chinese Journal of Oncology 2023;45(7):613-620
Objective: To investigate the risk factors for the development of deep infiltration in early colorectal tumors (ECT) and to construct a prediction model to predict the development of deep infiltration in patients with ECT. Methods: The clinicopathological data of ECT patients who underwent endoscopic treatment or surgical treatment at the Cancer Hospital, Chinese Academy of Medical Sciences from August 2010 to December 2020 were retrospectively analyzed. The independent risk factors were analyzed by multifactorial regression analysis, and the prediction models were constructed and validated by nomogram. Results: Among the 717 ECT patients, 590 patients were divided in the within superficial infiltration 1 (SM1) group (infiltration depth within SM1) and 127 patients in the exceeding SM1 group (infiltration depth more than SM1). There were no statistically significant differences in gender, age, and lesion location between the two groups (P>0.05). The statistically significant differences were observed in tumor morphological staging, preoperative endoscopic assessment performance, vascular tumor emboli and nerve infiltration, and degree of tumor differentiation (P<0.05). Multivariate regression analysis showed that only erosion or rupture (OR=4.028, 95% CI: 1.468, 11.050, P=0.007), localized depression (OR=3.105, 95% CI: 1.584, 6.088, P=0.001), infiltrative JNET staging (OR=5.622, 95% CI: 3.029, 10.434, P<0.001), and infiltrative Pit pattern (OR=2.722, 95% CI: 1.347, 5.702, P=0.006) were independent risk factors for the development of deep submucosal infiltration in ECT. Nomogram was constructed with the included independent risk factors, and the nomogram was well distinguished and calibrated in predicting the occurrence of deep submucosal infiltration in ECT, with a C-index and area under the curve of 0.920 (95% CI: 0.811, 0.929). Conclusion: The nomogram prediction model constructed based on only erosion or rupture, local depression, infiltrative JNET typing, and infiltrative Pit pattern has a good predictive efficacy in the occurrence of deep submucosal infiltration in ECT.
Humans
;
Retrospective Studies
;
Colorectal Neoplasms/pathology*
;
Nomograms
;
Neoplasm Staging
;
Risk Factors

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