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Long ZD, Yu X, Xing ZX, Wang R. Multiparameter magnetic resonance imaging-based radiomics model for the prediction of rectal cancer metachronous liver metastasis. World J Gastrointest Oncol 2025; 17:96598. [PMID: 39817139 PMCID: PMC11664605 DOI: 10.4251/wjgo.v17.i1.96598] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 09/06/2024] [Accepted: 09/27/2024] [Indexed: 12/12/2024] Open
Abstract
BACKGROUND The liver, as the main target organ for hematogenous metastasis of colorectal cancer, early and accurate prediction of liver metastasis is crucial for the diagnosis and treatment of patients. Herein, this study aims to investigate the application value of a combined machine learning (ML) based model based on the multiparameter magnetic resonance imaging for prediction of rectal metachronous liver metastasis (MLM). AIM To investigate the efficacy of radiomics based on multiparametric magnetic resonance imaging images of preoperative first diagnosed rectal cancer in predicting MLM from rectal cancer. METHODS We retrospectively analyzed 301 patients with rectal cancer confirmed by surgical pathology at Jingzhou Central Hospital from January 2017 to December 2023. All participants were randomly assigned to the training or validation queue in a 7:3 ratio. We first apply generalized linear regression model (GLRM) and random forest model (RFM) algorithm to construct an MLM prediction model in the training queue, and evaluate the discriminative power of the MLM prediction model using area under curve (AUC) and decision curve analysis (DCA). Then, the robustness and generalizability of the MLM prediction model were evaluated based on the internal validation set between the validation queue groups. RESULTS Among the 301 patients included in the study, 16.28% were ultimately diagnosed with MLM through pathological examination. Multivariate analysis showed that carcinoembryonic antigen, and magnetic resonance imaging radiomics were independent predictors of MLM. Then, the GLRM prediction model was developed with a comprehensive nomogram to achieve satisfactory differentiation. The prediction performance of GLRM in the training and validation queue was 0.765 [95% confidence interval (CI): 0.710-0.820] and 0.767 (95%CI: 0.712-0.822), respectively. Compared with GLRM, RFM achieved superior performance with AUC of 0.919 (95%CI: 0.868-0.970) and 0.901 (95%CI: 0.850-0.952) in the training and validation queue, respectively. The DCA indicated that the predictive ability and net profit of clinical RFM were improved. CONCLUSION By combining multiparameter magnetic resonance imaging with the effectiveness and robustness of ML-based predictive models, the proposed clinical RFM can serve as an insight tool for preoperative assessment of MLM risk stratification and provide important information for individual diagnosis and treatment of rectal cancer patients.
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Affiliation(s)
- Zhi-Da Long
- Department of Hepatobiliary and Pancreaticosplenic Surgery, Jingzhou Hospital Affiliated to Yangtze University, Jingzhou 434100, Hubei Province, China
| | - Xiao Yu
- Department of Hepatobiliary and Pancreaticosplenic Surgery, Jingzhou Hospital Affiliated to Yangtze University, Jingzhou 434100, Hubei Province, China
| | - Zhi-Xiang Xing
- Department of Hepatobiliary and Pancreaticosplenic Surgery, Jingzhou Hospital Affiliated to Yangtze University, Jingzhou 434100, Hubei Province, China
| | - Rui Wang
- Department of Hepatobiliary and Pancreaticosplenic Surgery, Jingzhou Hospital Affiliated to Yangtze University, Jingzhou 434100, Hubei Province, China
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Dang S, Zhang S, Zhao J, Li W. Efficacy and toxicity of KRAS G12C inhibitors in advanced solid tumors: a meta-analysis. World J Surg Oncol 2024; 22:182. [PMID: 39010022 PMCID: PMC11251097 DOI: 10.1186/s12957-024-03449-8] [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: 05/02/2024] [Accepted: 06/16/2024] [Indexed: 07/17/2024] Open
Abstract
BACKGROUND The efficacy and toxicity of KRASG12C inhibitors were evaluated for advanced solid tumors in several studies; however, the results were not fully consistent. METHODS Clinical trials evaluating KRASG12C inhibitors for advanced solid tumors were searched from PubMed, Embase, and Cochrane Library online databases up to 31st December 2023. The characteristics of the studies and the results of objective response rate (ORR), disease control rate (DCR), duration of response (DoR), progression-free survival (PFS) rate, overall survival (OS) rate, and treatment-related adverse events (trAEs) were extracted. RESULTS Ten studies with 925 heavily pretreated advanced patients harboring KRASG12C mutation were included. For total population, the pooled analysis of ORR was 28.6% (95%CI, 21.2-36.6%), DCR was 85.5% (95%CI, 82.2-88.6%), PFS rate at 6 months (PFS6) was 49.6% (95%CI, 41.4-57.9%), PFS rate at 12 months (PFS12) was 26.7% (95%CI, 19.8-34.1%), OS rates at 6 months (OS6) was 76.2% (95%CI, 68.8-82.9%), OS rates at 12 months (OS12) was 47.8% (95%CI, 38.6-57.0%). The pooled analysis of any grade trAEs was 79.3% (95%CI, 66.2-90.0%) and grade three or more trAEs was 24.4% (95%CI, 16.7-32.9%). The median time to response and DoR results from individual data were 1.39 months (95%CI, 1.37-1.41 months) and 10.54 months (95%CI, 7.72-13.36 months). Sotorasib had significantly lower pooled incidences of any trAEs (OR, 0.07, 95%CI, 0.03-0.14) and grade three or more trAES (OR, 0.34, 95%CI, 0.24-0.49) compared with adagrasib. CONCLUSIONS KRASG12C inhibitors have good ORR, DCR, PFS rate, OS rate, tolerable trAEs, and early response with long duration in advanced solid tumors; however, most of the pooled results were heterogeneous. Sotorasib has shown better safety results.
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Affiliation(s)
- Shoutao Dang
- Cancer Center, Beijing Tongren Hospital, Capital Medical University, No. 2, Xihuan South Road, Yizhuang Town, Beijing, China
| | - Shuyang Zhang
- Cancer Center, Beijing Tongren Hospital, Capital Medical University, No. 2, Xihuan South Road, Yizhuang Town, Beijing, China
| | - Jingyang Zhao
- Cancer Center, Beijing Tongren Hospital, Capital Medical University, No. 2, Xihuan South Road, Yizhuang Town, Beijing, China
| | - Wei Li
- Cancer Center, Beijing Tongren Hospital, Capital Medical University, No. 2, Xihuan South Road, Yizhuang Town, Beijing, China.
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Matías-García B, Mendoza-Moreno F, Díez-Alonso M, Ovejero-Merino E, Vera-Mansilla C, Blázquez-Martín A, Quiroga-Valcárcel A, Jiménez-Martín R, D'amico R, Lasa-Unzúe I, Gutiérrez-Calvo A. Single metachronous bone metastasis following rectal adenocarcinoma: A case report. MEDICINE INTERNATIONAL 2024; 4:6. [PMID: 38283131 PMCID: PMC10811448 DOI: 10.3892/mi.2024.130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 12/11/2023] [Indexed: 01/30/2024]
Abstract
Colorectal cancer (CRC) ranks as the third leading cause of cancer-related mortality in developed countries. While its incidence in early stages has increased due to screening programs, a significant number of patients experience the development of metastases either at the time of diagnosis or during follow-ups. Unlike certain other types of cancer, such as breast, prostate, or lung cancer, where bone tissue is a common site for secondary dissemination, CRC primarily spreads to the lymph nodes, liver and lungs. The occurrence of bone metastases from CRC is rare and usually coincides with tumor involvement in other locations. Risk factors for bone metastases include the location of the primary tumor, the age of the patients, KRAS mutations and the degree of tumor differentiation. Unlike metastases to the liver and lungs, bone metastases tend to be symptomatic, affecting the patient's quality of life and resulting in a poorer prognosis with shorter survival rates. The approach to patient management needs to be personalized. The present study describes the of a patient who underwent surgery for stage IV rectal adenocarcinoma and later developed a metastasis in the costal wall 79 months post-intervention, with no evidence of recurrence at other sites.
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Affiliation(s)
- Belén Matías-García
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Fernando Mendoza-Moreno
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Manuel Díez-Alonso
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Enrique Ovejero-Merino
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Cristina Vera-Mansilla
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Alma Blázquez-Martín
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Ana Quiroga-Valcárcel
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Rubén Jiménez-Martín
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Rebeca D'amico
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Inmaculada Lasa-Unzúe
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
| | - Alberto Gutiérrez-Calvo
- Department of General and Digestive Surgery, Príncipe of Asturias Teaching Hospital, Alcalá de Henares, 28805 Madrid, Spain
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Yang Y, Zhang H, Huang S, Chu Q. KRAS Mutations in Solid Tumors: Characteristics, Current Therapeutic Strategy, and Potential Treatment Exploration. J Clin Med 2023; 12:jcm12020709. [PMID: 36675641 PMCID: PMC9861148 DOI: 10.3390/jcm12020709] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2022] [Revised: 12/21/2022] [Accepted: 12/22/2022] [Indexed: 01/18/2023] Open
Abstract
Kristen rat sarcoma (KRAS) gene is one of the most common mutated oncogenes in solid tumors. Yet, KRAS inhibitors did not follow suit with the development of targeted therapy, for the structure of KRAS has been considered as being implausible to target for decades. Chemotherapy was the initial recommended therapy for KRAS-mutant cancer patients, which was then replaced by or combined with immunotherapy. KRAS G12C inhibitors became the most recent breakthrough in targeted therapy, with Sotorasib being approved by the Food and Drug Administration (FDA) based on its significant efficacy in multiple clinical studies. However, the subtypes of the KRAS mutations are complex, and the development of inhibitors targeting non-G12C subtypes is still at a relatively early stage. In addition, the monotherapy of KRAS inhibitors has accumulated possible resistance, acquiring the exploration of combination therapies or next-generation KRAS inhibitors. Thus, other non-target, conventional therapies have also been considered as being promising. Here in this review, we went through the characteristics of KRAS mutations in cancer patients, and the prognostic effect that it poses on different therapies and advanced therapeutic strategy, as well as cutting-edge research on the mechanisms of drug resistance, tumor development, and the immune microenvironment.
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Ustjanzew A, Sencio V, Trottein F, Faber J, Sandhoff R, Paret C. Interaction between Bacteria and the Immune System for Cancer Immunotherapy: The α-GalCer Alliance. Int J Mol Sci 2022; 23:ijms23115896. [PMID: 35682578 PMCID: PMC9180740 DOI: 10.3390/ijms23115896] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 05/19/2022] [Accepted: 05/22/2022] [Indexed: 11/25/2022] Open
Abstract
Non-conventional T cells, such as γδ T and invariant natural killer T (iNKT) cells, are emerging players in fighting cancer. Alpha-galactosylceramide (α-GalCer) is used as an exogenous ligand to activate iNKT cells. Human cells don’t have a direct pathway producing α-GalCer, which, however, can be produced by bacteria. We searched the literature for bacteria strains that are able to produce α-GalCer and used available sequencing data to analyze their presence in human tumor tissues and their association with survival. The modulatory effect of antibiotics on the concentration of α-GalCer was analyzed in mice. The human gut bacteria Bacteroides fragilis, Bacteroides vulgatus, and Prevotella copri produce α-GalCer structures that are able to activate iNKT cells. In mice, α-GalCer was depleted upon treatment with vancomycin. The three species were detected in colon adenocarcinoma (COAD) and rectum adenocarcinoma tissues, and Prevotella copri was also detected in bone tumors and glioblastoma tissues. Bacteroides vulgatus in COAD tissues correlated with better survival. In conclusion, α-GalCer-producing bacteria are part of the human gut microbiome and can infiltrate tumor tissues. These results suggest a new mechanism of interaction between bacteria and immune cells: α-GalCer produced by bacteria may activate non-conventional T cells in tumor tissues, where they can exert a direct or indirect anti-tumor activity.
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Affiliation(s)
- Arsenij Ustjanzew
- Institute of Medical Biostatistics, Epidemiology and Informatics (IMBEI), University Medical Center of the Johannes Gutenberg University Mainz, 55131 Mainz, Germany;
| | - Valentin Sencio
- Centre d’Infection et d’Immunité de Lille, Inserm U1019, CNRS UMR 8204, University of Lille, CHU Lille, Institut Pasteur de Lille, 59000 Lille, France; (V.S.); (F.T.)
| | - François Trottein
- Centre d’Infection et d’Immunité de Lille, Inserm U1019, CNRS UMR 8204, University of Lille, CHU Lille, Institut Pasteur de Lille, 59000 Lille, France; (V.S.); (F.T.)
| | - Jörg Faber
- Department of Pediatric Hematology/Oncology, Center for Pediatric and Adolescent Medicine, University Medical Center of the Johannes Gutenberg University Mainz, 55131 Mainz, Germany;
| | - Roger Sandhoff
- Lipid Pathobiochemistry, German Cancer Research Center, 69120 Heidelberg, Germany;
| | - Claudia Paret
- Department of Pediatric Hematology/Oncology, Center for Pediatric and Adolescent Medicine, University Medical Center of the Johannes Gutenberg University Mainz, 55131 Mainz, Germany;
- Correspondence:
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