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Calegari MA, Zurlo IV, Dell'Aquila E, Basso M, Orlandi A, Bensi M, Camarda F, Anghelone A, Pozzo C, Sperduti I, Salvatore L, Santini D, Corsi DC, Bria E, Tortora G. Chemotherapy Rechallenge or Reintroduction Compared to Regorafenib or Trifluridine/Tipiracil for Pretreated Metastatic Colorectal Cancer Patients: A Propensity Score Analysis of Treatment Beyond Second Line (Proserpyna Study). Clin Colorectal Cancer 2025; 24:1-10.e4. [PMID: 38969549 DOI: 10.1016/j.clcc.2024.06.002] [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: 03/12/2023] [Revised: 06/07/2024] [Accepted: 06/09/2024] [Indexed: 07/07/2024]
Abstract
BACKGROUND The optimal treatment for metastatic colorectal cancer (mCRC) beyond second line is still questioned. Besides the standard of care agents (regorafenib, REG, or trifluridine/tipiracil, FTD/TPI), chemotherapy rechallenge or reintroduction (CTr/r) are commonly considered in clinical practice, despite weak supporting evidence. The prognostic performance of CTr/r, REG and FTD/TPI in this setting are herein evaluated. PATIENTS AND METHODS PROSERpYNa is a multicenter, observational, retrospective study, in which patients with refractory mCRC, progressing after at least 2 lines of CT, treated with CTr/r, REG or FTD/TPI, are considered eligible and were enrolled in 2 independent data sets (exploratory and validation). Primary endpoint was overall survival (OS); secondary endpoints were investigator-assessed progression-free survival (PFS), objective response rate (RR) and safety. A propensity score adjustment was accomplished for survival analyses. RESULTS Data referring to patients treated between Jan-10 and Jan-19 from 3 Italian institutions were gathered (341 and 181 treatments for exploratory and validation data sets respectively). In the exploratory cohort, median OS (18.5 vs. 6.5 months), PFS (6.1 vs. 3.5 months) and RR (28.6% vs. 1.4%) were significantly longer for CTr/r compared to REG/FTD/TPI. Survival benefits were retained at the propensity score analysis, adjusted for independent prognostic factors identified at multivariate analysis. Moreover, these results were confirmed within the validation cohort analyses. CONCLUSIONS Although the retrospective fashion, CTr/r proved to be a valuable option in this setting in a real-world context, providing superior outcomes compared to standard of care agents at the price of a moderate toxicity.
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Affiliation(s)
- M A Calegari
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy.
| | - I V Zurlo
- Medical Oncology, Ospedale San Giovanni Calibita Fatebenefratelli, Roma, Italy
| | - E Dell'Aquila
- Department of Medical Oncology, Campus Biomedico University, Rome, Italy; Medical Oncology 1, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - M Basso
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
| | - A Orlandi
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
| | - M Bensi
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy; Medical Oncology, Università Cattolica del Sacro Cuore, Roma, Italy
| | - F Camarda
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy; Medical Oncology, Università Cattolica del Sacro Cuore, Roma, Italy
| | - A Anghelone
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy; Medical Oncology, Università Cattolica del Sacro Cuore, Roma, Italy
| | - C Pozzo
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy
| | - I Sperduti
- Biostatistics, IRCCS Regina Elena National Cancer Institute, Roma, Italy
| | - L Salvatore
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy; Medical Oncology, Università Cattolica del Sacro Cuore, Roma, Italy
| | - D Santini
- Department of Medical Oncology, Campus Biomedico University, Rome, Italy; Department of Radiology, Oncology and Pathology, Policlinico Umberto, I Sapienza University of Rome, Rome, Italy
| | - D C Corsi
- Medical Oncology, Ospedale San Giovanni Calibita Fatebenefratelli, Roma, Italy
| | - E Bria
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy; Medical Oncology, Università Cattolica del Sacro Cuore, Roma, Italy
| | - G Tortora
- Comprehensive Cancer Center, UOC Oncologia Medica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma, Italy; Medical Oncology, Università Cattolica del Sacro Cuore, Roma, Italy
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Varty GP, Patkar S, Gundavda K, Shah N, Goel M. Optimal treatment strategies for borderline resectable liver metastases from colorectal cancer. J Gastrointest Surg 2025; 29:101868. [PMID: 39448021 DOI: 10.1016/j.gassur.2024.10.023] [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: 04/10/2024] [Revised: 09/24/2024] [Accepted: 10/18/2024] [Indexed: 10/26/2024]
Abstract
BACKGROUND Traditionally, colorectal liver metastases (CRLMs) are divided into "initially resectable" and "initially unresectable." The terminology "borderline resectable" continues to be elusive without any common consensus or definition. This narrative review aims to decode the conundrum of "borderline resectable CRLM (BR-CRLM)" and to discuss optimal treatment strategies. METHODS A comprehensive review was performed using Medline/PubMed and Web of Science databases with a search period ending on January 1, 2024. Using PubMed, the terms "CRLM," "BR-CRLM," and "management of BR-CRLM" were searched. RESULTS The 2016 European Society for Medical Oncology guidelines defined the term "resectability" in CRLM using the "technical (surgical) criteria" and the "oncologically criteria." These 2 criteria form the basis of defining BR-CRLM. Thus, BR-CRLM can be either technically easy but with unfavorable oncologically criteria or technically difficult with favorable oncologically criteria. Although defining BR-CRLM by incorporating both these criteria seems to be the most logical way forward, there is currently a lot of heterogeneity in the literature. It is generally agreed upon that some form of chemotherapy needs to be administered in BR-CRLM before embarking on surgery. Conversion chemotherapy is used in patients with BR-CRLM in which there is a possibility of resection after effective downsizing. Along with improved effective chemotherapy, great strides have been made in pushing the limits of surgery to achieve resectability in this subset of patients. CONCLUSION Advanced surgical techniques and locoregional liver-directed therapies coupled with perioperative chemotherapy with or without targeted therapy have made long-term survival benefit, a reality in patients with BR-CRLM. Thus, the time has come to recognize "BR-CRLM" as a distinct entity.
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Affiliation(s)
- Gurudutt P Varty
- Division of Gastrointestinal and Hepatobiliary Surgery, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India
| | - Shraddha Patkar
- Division of Gastrointestinal and Hepatobiliary Surgery, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India
| | - Kaival Gundavda
- Division of Gastrointestinal and Hepatobiliary Surgery, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India
| | - Niket Shah
- Division of Gastrointestinal and Hepatobiliary Surgery, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India
| | - Mahesh Goel
- Division of Gastrointestinal and Hepatobiliary Surgery, Department of Surgical Oncology, Tata Memorial Hospital, Homi Bhabha National Institute, Mumbai, Maharashtra, India.
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Song J, Chen J, Chen Y, Wang Y, Zheng L, Yu H, Chen C. Colorectal cancer subtyping and prognostic model construction based on interleukin-related genes. Physiol Genomics 2024; 56:367-383. [PMID: 38073490 DOI: 10.1152/physiolgenomics.00099.2023] [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: 08/29/2023] [Revised: 11/26/2023] [Accepted: 12/06/2023] [Indexed: 04/20/2024] Open
Abstract
Members of the interleukin (IL) family are closely linked to cancer development and progression. However, research on the prognosis of colorectal cancer (CRC) related to IL is still lacking. This study investigated new CRC prognostic markers and offered new insights for CRC prognosis and treatment. CRC-related data and IL gene data were collected from public databases. Sample clustering was done with the NMF package to divide samples into different subtypes. Differential, enrichment, survival, and immune analyses were conducted on subtypes. A prognostic model was constructed using regression analysis. Drug sensitivity analysis was performed using GDSC database. Western blot analysis was performed to assess the effect of IL-7 on the JAK/STAT signaling pathway. Flow cytometry was used to examine the impact of IL-7 on CD8+ T cell apoptosis. Two CRC subtypes based on IL-associated genes were obtained. Cluster 1 had a higher survival rate than cluster 2, and they showed differences in some immune levels. The two clusters were mainly enriched in the JAK-STAT signaling pathway, T helper 17 cell differentiation, and the IL-17 signaling pathway. An 11-gene signature was built, and risk score was an independent prognosticator for CRC. The low-risk group showed a higher sensitivity to nine common targeted anticancer drugs. Western blot and flow cytometry results demonstrated that IL-7 could phosphorylate STAT5 and promote survival of CD8+ T cells. In conclusion, this study divided CRC samples into two IL-associated subtypes and obtained an 11-gene signature. In addition, targeted drugs that may improve the prognosis of patients with CRC were identified. These findings are of paramount importance for patient prognosis and CRC treatment.NEW & NOTEWORTHY We identified two clusters with significant survival differences in colorectal cancer (CRC) based on interleukin-related genes, constructed an 11-gene risk score model that can independently predict the prognosis of CRC, and explored some targeted drugs that may improve the prognosis of patients with CRC. The results of this study have important implications for the prognosis and treatment of CRC.
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Affiliation(s)
- Jintian Song
- Department of Abdominal Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
| | - Jianbin Chen
- Department of Oncology and Vascular Interventional Therapy, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
| | - Yigui Chen
- Department of Abdominal Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
| | - Yi Wang
- Department of Gastrointestinal Surgical Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
| | - Liang Zheng
- Department of Abdominal Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
| | - Hui Yu
- Department of Pharmacy, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
| | - Changjiang Chen
- Department of Gastrointestinal Surgical Oncology, Clinical Oncology School of Fujian Medical University, Fujian Cancer Hospital, Fuzhou, People's Republic of China
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Sheng L, Yang C, Chen Y, Song B. Machine Learning Combined with Radiomics Facilitating the Personal Treatment of Malignant Liver Tumors. Biomedicines 2023; 12:58. [PMID: 38255165 PMCID: PMC10813632 DOI: 10.3390/biomedicines12010058] [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: 11/20/2023] [Revised: 12/13/2023] [Accepted: 12/18/2023] [Indexed: 01/24/2024] Open
Abstract
In the realm of managing malignant liver tumors, the convergence of radiomics and machine learning has redefined the landscape of medical practice. The field of radiomics employs advanced algorithms to extract thousands of quantitative features (including intensity, texture, and structure) from medical images. Machine learning, including its subset deep learning, aids in the comprehensive analysis and integration of these features from diverse image sources. This potent synergy enables the prediction of responses of malignant liver tumors to various treatments and outcomes. In this comprehensive review, we examine the evolution of the field of radiomics and its procedural framework. Furthermore, the applications of radiomics combined with machine learning in the context of personalized treatment for malignant liver tumors are outlined in aspects of surgical therapy and non-surgical treatments such as ablation, transarterial chemoembolization, radiotherapy, and systemic therapies. Finally, we discuss the current challenges in the amalgamation of radiomics and machine learning in the study of malignant liver tumors and explore future opportunities.
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Affiliation(s)
- Liuji Sheng
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China; (L.S.); (C.Y.)
- Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Chongtu Yang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China; (L.S.); (C.Y.)
- Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yidi Chen
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China; (L.S.); (C.Y.)
- Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Bin Song
- Department of Radiology, West China Hospital, Sichuan University, Chengdu 610041, China; (L.S.); (C.Y.)
- Functional and Molecular Imaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu 610041, China
- Department of Radiology, Sanya People’s Hospital, Sanya 572000, China
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Qu H, Zhai H, Zhang S, Chen W, Zhong H, Cui X. Dynamic radiomics for predicting the efficacy of antiangiogenic therapy in colorectal liver metastases. Front Oncol 2023; 13:992096. [PMID: 36814812 PMCID: PMC9939899 DOI: 10.3389/fonc.2023.992096] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 01/12/2023] [Indexed: 02/08/2023] Open
Abstract
Background and objective For patients with advanced colorectal liver metastases (CRLMs) receiving first-line anti-angiogenic therapy, an accurate, rapid and noninvasive indicator is urgently needed to predict its efficacy. In previous studies, dynamic radiomics predicted more accurately than conventional radiomics. Therefore, it is necessary to establish a dynamic radiomics efficacy prediction model for antiangiogenic therapy to provide more accurate guidance for clinical diagnosis and treatment decisions. Methods In this study, we use dynamic radiomics feature extraction method that extracts static features using tomographic images of different sequences of the same patient and then quantifies them into new dynamic features for the prediction of treatmentefficacy. In this retrospective study, we collected 76 patients who were diagnosed with unresectable CRLM between June 2016 and June 2021 in the First Hospital of China Medical University. All patients received standard treatment regimen of bevacizumab combined with chemotherapy in the first-line treatment, and contrast-enhanced abdominal CT (CECT) scans were performed before treatment. Patients with multiple primary lesions as well as missing clinical or imaging information were excluded. Area Under Curve (AUC) and accuracy were used to evaluate model performance. Regions of interest (ROIs) were independently delineated by two radiologists to extract radiomics features. Three machine learning algorithms were used to construct two scores based on the best response and progression-free survival (PFS). Results For the task that predict the best response patients will achieve after treatment, by using ROC curve analysis, it can be seen that the relative change rate (RCR) feature performed best among all features and best in linear discriminantanalysis (AUC: 0.945 and accuracy: 0.855). In terms of predicting PFS, the Kaplan-Meier plots suggested that the score constructed using the RCR features could significantly distinguish patients with good response from those with poor response (Two-sided P<0.0001 for survival analysis). Conclusions This study demonstrates that the application of dynamic radiomics features can better predict the efficacy of CRLM patients receiving antiangiogenic therapy compared with conventional radiomics features. It allows patients to have a more accurate assessment of the effect of medical treatment before receiving treatment, and this assessment method is noninvasive, rapid, and less expensive. Dynamic radiomics model provides stronger guidance for the selection of treatment options and precision medicine.
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Affiliation(s)
- Hui Qu
- College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning, P.R, China
| | - Huan Zhai
- Department of Interventional Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China,Key Laboratory of Diagnostic Imaging and Interventional Radiology of Liaoning Province, First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China
| | - Shuairan Zhang
- Department of Gastroenterology, First Affiliated Hospital of China Medical University, Shenyang, China
| | - Wenjuan Chen
- Department of Medical Oncology, The First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China
| | - Hongshan Zhong
- Department of Interventional Radiology, First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China,Key Laboratory of Diagnostic Imaging and Interventional Radiology of Liaoning Province, First Affiliated Hospital of China Medical University, Shenyang, Liaoning, China,*Correspondence: Xiaoyu Cui, ; Hongshan Zhong,
| | - Xiaoyu Cui
- College of Medicine and Biological Information Engineering, Northeastern University, Shenyang, Liaoning, P.R, China,Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Shenyang, China,*Correspondence: Xiaoyu Cui, ; Hongshan Zhong,
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Ytrrium-90 transarterial radioembolization in patients with gastrointestinal malignancies. Clin Transl Oncol 2022; 24:796-808. [PMID: 35013882 DOI: 10.1007/s12094-021-02745-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 11/29/2021] [Indexed: 10/19/2022]
Abstract
Transarterial radioembolization (TARE) with yttrium-90 (Y90) is a promising alternative strategy to treat liver tumors and liver metastasis from colorectal cancer (CRC), as it selectively delivers radioactive isotopes to the tumor via the hepatic artery, sparring surrounding liver tissue. The landscape of TARE indications is constantly evolving. This strategy is considered for patients with hepatocellular carcinoma (HCC) with liver-confined disease and preserved liver function in whom neither TACE nor systemic therapy is possible. In patients with liver metastases from CRC, TARE is advised when other chemotherapeutic options have failed. Recent phase III trials have not succeeded to prove benefit in overall survival; however, it has helped to better understand the patients that may benefit from TARE based on subgroup analysis. New strategies and treatment combinations are being investigated in ongoing clinical trials. The aim of this review is to summarize the clinical applications of TARE in patients with gastrointestinal malignancies.
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Orcajo-Rincon J, Rodríguez-Fraile M. ¿Está todo dicho en el tratamiento de las metástasis hepáticas del cáncer colorrectal con radioembolización, tras los resultados del EPOCH? Rev Esp Med Nucl Imagen Mol 2022. [DOI: 10.1016/j.remn.2022.02.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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Is everything said in the treatment of colorectal cancer liver metastases with radioembolization, after the EPOCH results? Rev Esp Med Nucl Imagen Mol 2022; 41:69-70. [DOI: 10.1016/j.remnie.2022.02.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 02/04/2022] [Indexed: 11/15/2022]
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Ruiz-Casado A, Gutiérrez Sanz L, Franco Pérez F, Sánchez Ruiz AC. Treatment of colorectal liver metastases with y-90: the problem is the toxicity. Rev Esp Med Nucl Imagen Mol 2022; 41:67-68. [PMID: 34991840 DOI: 10.1016/j.remnie.2021.12.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 12/09/2021] [Indexed: 10/19/2022]
Affiliation(s)
- Ana Ruiz-Casado
- Servicio de Oncología Médica, Hospital Puerta de Hierro-Majadahonda, Spain.
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Ruiz-Casado A, Sanz LG, Pérez FF, Ruiz ACS. Tratamiento de las metástasis hepáticas de cáncer colorrectal con y-90: el problema es la toxicidad. Rev Esp Med Nucl Imagen Mol 2022. [DOI: 10.1016/j.remn.2021.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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