Radiomic Parameters for the Evaluation of Response to Treatment in Metastatic Colorectal Cancer Patients with Liver Metastasis: Findings from the CAVE-GOIM mCRC Phase 2 Trial

Background CAVE is a single arm, Phase 2 trial, that demonstrated anti-tumor activity of cetuximab rechallenge plus avelumab in patients with RAS wild type (wt) metastatic colorectal cancer (mCRC). Objective We conducted a post hoc analysis to identify potential radiomic biomarkers for patients with...

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Veröffentlicht in:Clinical drug investigation 2024-07, Vol.44 (7), p.541-548
Hauptverfasser: Martinelli, Erika, Ciardiello, Davide, Martini, Giulia, Napolitano, Stefania, Del Tufo, Sara, D’Ambrosio, Luca, De Chiara, Marco, Famiglietti, Vincenzo, Nacca, Valeria, Cardone, Claudia, Avallone, Antonio, Cremolini, Chiara, Pietrantonio, Filippo, Maiello, Evaristo, Granata, Vincenza, Troiani, Teresa, Cappabianca, Salvatore, Ciardiello, Fortunato, Nardone, Valerio, Reginelli, Alfonso
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container_end_page 548
container_issue 7
container_start_page 541
container_title Clinical drug investigation
container_volume 44
creator Martinelli, Erika
Ciardiello, Davide
Martini, Giulia
Napolitano, Stefania
Del Tufo, Sara
D’Ambrosio, Luca
De Chiara, Marco
Famiglietti, Vincenzo
Nacca, Valeria
Cardone, Claudia
Avallone, Antonio
Cremolini, Chiara
Pietrantonio, Filippo
Maiello, Evaristo
Granata, Vincenza
Troiani, Teresa
Cappabianca, Salvatore
Ciardiello, Fortunato
Nardone, Valerio
Reginelli, Alfonso
description Background CAVE is a single arm, Phase 2 trial, that demonstrated anti-tumor activity of cetuximab rechallenge plus avelumab in patients with RAS wild type (wt) metastatic colorectal cancer (mCRC). Objective We conducted a post hoc analysis to identify potential radiomic biomarkers for patients with CRC liver metastasis (LM). Patients and Methods Patients with LM that could be measured by enhanced contrast phase computed tomography (CT) imaging at baseline and at first response evaluation were included. Multiple texture parameters were extracted with the LifeX Software. Delta-texture (D-TA) variations were calculated by comparing data at baseline and after treatment. Results Overall, 55/77 patients (71%) had LM; 39 met the inclusion criteria for the current analysis. The D-TA parameters that significantly correlated at univariate analysis with median progression-free survival (mPFS) were Entropy Histogram ( p = 0.021), Homogeneity GLCM ( p < 0.001) and Dissimilarity GLCM ( p = 0.002). At multivariate analysis, only Homogeneity GLCM resulted significant for PFS ( p = 0.001). Patients (19/39, 48.7%) with reduction of Homogeneity GLCM experienced better mPFS (4.6 vs 2.9 months; HR 0.45; 95% CI 0.23–0.88; p = 0.021) and median overall survival (mOS) (17.3 vs 6.8 months; HR 0.40, 95% CI 0.21–0.80; p = 0.010). A trend to better mPFS, was also observed in patients with RAS/BRAF wt circulating tumor DNA and reduction of Homogeneity GLCM . Overall survival was significantly better in this subgroup of patients with low Homogeneity GLCM : mOS was 17.8 (95% CI 15.5–20.2) versus 6.8 months (95% CI 3.6–10.0) (HR 0.34, 95% CI 0.14–0.81; p = 0.016). Conclusion Reduction in the D-TA parameter Homogeneity GLCM by radiomic analysis correlates with improved outcomes in patients with LM receiving cetuximab rechallenge plus avelumab therapy. Larger prospective studies are needed to validate and confirm these findings.
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Objective We conducted a post hoc analysis to identify potential radiomic biomarkers for patients with CRC liver metastasis (LM). Patients and Methods Patients with LM that could be measured by enhanced contrast phase computed tomography (CT) imaging at baseline and at first response evaluation were included. Multiple texture parameters were extracted with the LifeX Software. Delta-texture (D-TA) variations were calculated by comparing data at baseline and after treatment. Results Overall, 55/77 patients (71%) had LM; 39 met the inclusion criteria for the current analysis. The D-TA parameters that significantly correlated at univariate analysis with median progression-free survival (mPFS) were Entropy Histogram ( p = 0.021), Homogeneity GLCM ( p &lt; 0.001) and Dissimilarity GLCM ( p = 0.002). At multivariate analysis, only Homogeneity GLCM resulted significant for PFS ( p = 0.001). Patients (19/39, 48.7%) with reduction of Homogeneity GLCM experienced better mPFS (4.6 vs 2.9 months; HR 0.45; 95% CI 0.23–0.88; p = 0.021) and median overall survival (mOS) (17.3 vs 6.8 months; HR 0.40, 95% CI 0.21–0.80; p = 0.010). A trend to better mPFS, was also observed in patients with RAS/BRAF wt circulating tumor DNA and reduction of Homogeneity GLCM . Overall survival was significantly better in this subgroup of patients with low Homogeneity GLCM : mOS was 17.8 (95% CI 15.5–20.2) versus 6.8 months (95% CI 3.6–10.0) (HR 0.34, 95% CI 0.14–0.81; p = 0.016). Conclusion Reduction in the D-TA parameter Homogeneity GLCM by radiomic analysis correlates with improved outcomes in patients with LM receiving cetuximab rechallenge plus avelumab therapy. Larger prospective studies are needed to validate and confirm these findings.</description><identifier>ISSN: 1173-2563</identifier><identifier>ISSN: 1179-1918</identifier><identifier>EISSN: 1179-1918</identifier><identifier>DOI: 10.1007/s40261-024-01372-0</identifier><identifier>PMID: 38886336</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Adult ; Aged ; Aged, 80 and over ; Antineoplastic Combined Chemotherapy Protocols - administration &amp; dosage ; Antineoplastic Combined Chemotherapy Protocols - therapeutic use ; Biomarkers ; Cancer therapies ; Cetuximab - administration &amp; dosage ; Cetuximab - therapeutic use ; Colorectal cancer ; Colorectal Neoplasms - drug therapy ; Colorectal Neoplasms - pathology ; Datasets ; Female ; Humans ; Internal Medicine ; Liver ; Liver Neoplasms - diagnostic imaging ; Liver Neoplasms - drug therapy ; Liver Neoplasms - secondary ; Male ; Medical imaging ; Medical prognosis ; Medicine ; Medicine &amp; Public Health ; Metastasis ; Middle Aged ; Multivariate analysis ; Oncology ; Patients ; Pharmacology/Toxicology ; Pharmacotherapy ; Progression-Free Survival ; Radiomics ; Regression analysis ; Short Communication ; Software ; Tomography ; Tomography, X-Ray Computed - methods</subject><ispartof>Clinical drug investigation, 2024-07, Vol.44 (7), p.541-548</ispartof><rights>The Author(s), under exclusive licence to Springer Nature Switzerland AG 2024</rights><rights>2024. The Author(s), under exclusive licence to Springer Nature Switzerland AG.</rights><rights>Copyright Springer Nature B.V. Jul 2024</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c326t-b29f2bdb4290b304591737aec5f726709da4d4c31dec8a3337d3e36f5eee82583</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s40261-024-01372-0$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s40261-024-01372-0$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/38886336$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Martinelli, Erika</creatorcontrib><creatorcontrib>Ciardiello, Davide</creatorcontrib><creatorcontrib>Martini, Giulia</creatorcontrib><creatorcontrib>Napolitano, Stefania</creatorcontrib><creatorcontrib>Del Tufo, Sara</creatorcontrib><creatorcontrib>D’Ambrosio, Luca</creatorcontrib><creatorcontrib>De Chiara, Marco</creatorcontrib><creatorcontrib>Famiglietti, Vincenzo</creatorcontrib><creatorcontrib>Nacca, Valeria</creatorcontrib><creatorcontrib>Cardone, Claudia</creatorcontrib><creatorcontrib>Avallone, Antonio</creatorcontrib><creatorcontrib>Cremolini, Chiara</creatorcontrib><creatorcontrib>Pietrantonio, Filippo</creatorcontrib><creatorcontrib>Maiello, Evaristo</creatorcontrib><creatorcontrib>Granata, Vincenza</creatorcontrib><creatorcontrib>Troiani, Teresa</creatorcontrib><creatorcontrib>Cappabianca, Salvatore</creatorcontrib><creatorcontrib>Ciardiello, Fortunato</creatorcontrib><creatorcontrib>Nardone, Valerio</creatorcontrib><creatorcontrib>Reginelli, Alfonso</creatorcontrib><title>Radiomic Parameters for the Evaluation of Response to Treatment in Metastatic Colorectal Cancer Patients with Liver Metastasis: Findings from the CAVE-GOIM mCRC Phase 2 Trial</title><title>Clinical drug investigation</title><addtitle>Clin Drug Investig</addtitle><addtitle>Clin Drug Investig</addtitle><description>Background CAVE is a single arm, Phase 2 trial, that demonstrated anti-tumor activity of cetuximab rechallenge plus avelumab in patients with RAS wild type (wt) metastatic colorectal cancer (mCRC). Objective We conducted a post hoc analysis to identify potential radiomic biomarkers for patients with CRC liver metastasis (LM). Patients and Methods Patients with LM that could be measured by enhanced contrast phase computed tomography (CT) imaging at baseline and at first response evaluation were included. Multiple texture parameters were extracted with the LifeX Software. Delta-texture (D-TA) variations were calculated by comparing data at baseline and after treatment. Results Overall, 55/77 patients (71%) had LM; 39 met the inclusion criteria for the current analysis. The D-TA parameters that significantly correlated at univariate analysis with median progression-free survival (mPFS) were Entropy Histogram ( p = 0.021), Homogeneity GLCM ( p &lt; 0.001) and Dissimilarity GLCM ( p = 0.002). At multivariate analysis, only Homogeneity GLCM resulted significant for PFS ( p = 0.001). Patients (19/39, 48.7%) with reduction of Homogeneity GLCM experienced better mPFS (4.6 vs 2.9 months; HR 0.45; 95% CI 0.23–0.88; p = 0.021) and median overall survival (mOS) (17.3 vs 6.8 months; HR 0.40, 95% CI 0.21–0.80; p = 0.010). A trend to better mPFS, was also observed in patients with RAS/BRAF wt circulating tumor DNA and reduction of Homogeneity GLCM . Overall survival was significantly better in this subgroup of patients with low Homogeneity GLCM : mOS was 17.8 (95% CI 15.5–20.2) versus 6.8 months (95% CI 3.6–10.0) (HR 0.34, 95% CI 0.14–0.81; p = 0.016). Conclusion Reduction in the D-TA parameter Homogeneity GLCM by radiomic analysis correlates with improved outcomes in patients with LM receiving cetuximab rechallenge plus avelumab therapy. Larger prospective studies are needed to validate and confirm these findings.</description><subject>Adult</subject><subject>Aged</subject><subject>Aged, 80 and over</subject><subject>Antineoplastic Combined Chemotherapy Protocols - administration &amp; dosage</subject><subject>Antineoplastic Combined Chemotherapy Protocols - therapeutic use</subject><subject>Biomarkers</subject><subject>Cancer therapies</subject><subject>Cetuximab - administration &amp; dosage</subject><subject>Cetuximab - therapeutic use</subject><subject>Colorectal cancer</subject><subject>Colorectal Neoplasms - drug therapy</subject><subject>Colorectal Neoplasms - pathology</subject><subject>Datasets</subject><subject>Female</subject><subject>Humans</subject><subject>Internal Medicine</subject><subject>Liver</subject><subject>Liver Neoplasms - diagnostic imaging</subject><subject>Liver Neoplasms - drug therapy</subject><subject>Liver Neoplasms - secondary</subject><subject>Male</subject><subject>Medical imaging</subject><subject>Medical prognosis</subject><subject>Medicine</subject><subject>Medicine &amp; Public Health</subject><subject>Metastasis</subject><subject>Middle Aged</subject><subject>Multivariate analysis</subject><subject>Oncology</subject><subject>Patients</subject><subject>Pharmacology/Toxicology</subject><subject>Pharmacotherapy</subject><subject>Progression-Free Survival</subject><subject>Radiomics</subject><subject>Regression analysis</subject><subject>Short Communication</subject><subject>Software</subject><subject>Tomography</subject><subject>Tomography, X-Ray Computed - methods</subject><issn>1173-2563</issn><issn>1179-1918</issn><issn>1179-1918</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2024</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><recordid>eNp9kc1u1DAUhS0EoqXwAiyQJTZsDP6Lk7CrommpNFWrUWFrOc5Nx1ViD7ZTxEvxjJiZASQWrHxlf-cc6x6EXjP6nlFaf0iScsUI5ZJQJmpO6BN0yljdEtay5ul-FoRXSpygFyk9UMoUU_w5OhFN0ygh1Cn6sTGDC7Oz-NZEM0OGmPAYIs5bwKtHMy0mu-BxGPEG0i74BDgHfBfB5Bl8xs7ja8gm5cJZ3IUpRLDZTLgz3kIsttkVLuFvLm_x2j2Wu6MgufQRXzg_OH9fQmOY96nd-ZcVuby5usZzt-nw7daUTF4inZleomejmRK8Op5n6PPF6q77RNY3l1fd-ZpYwVUmPW9H3g-95C3tBZVVWzZRG7DVWHNV03YwcpBWsAFsY4QQ9SBAqLECgIZXjThD7w6-uxi-LpCynl2yME3GQ1iSFrSmdSsq2Rb07T_oQ1iiL78rVKMkY5JVheIHysaQUoRR76KbTfyuGdW_2tSHNnVpU-_b1LSI3hytl36G4Y_kd30FEAcglSd_D_Fv9n9sfwLVGqqu</recordid><startdate>20240701</startdate><enddate>20240701</enddate><creator>Martinelli, Erika</creator><creator>Ciardiello, Davide</creator><creator>Martini, Giulia</creator><creator>Napolitano, Stefania</creator><creator>Del Tufo, Sara</creator><creator>D’Ambrosio, Luca</creator><creator>De Chiara, Marco</creator><creator>Famiglietti, Vincenzo</creator><creator>Nacca, Valeria</creator><creator>Cardone, Claudia</creator><creator>Avallone, Antonio</creator><creator>Cremolini, Chiara</creator><creator>Pietrantonio, Filippo</creator><creator>Maiello, Evaristo</creator><creator>Granata, Vincenza</creator><creator>Troiani, Teresa</creator><creator>Cappabianca, Salvatore</creator><creator>Ciardiello, Fortunato</creator><creator>Nardone, Valerio</creator><creator>Reginelli, Alfonso</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>4T-</scope><scope>K9.</scope><scope>7X8</scope></search><sort><creationdate>20240701</creationdate><title>Radiomic Parameters for the Evaluation of Response to Treatment in Metastatic Colorectal Cancer Patients with Liver Metastasis: Findings from the CAVE-GOIM mCRC Phase 2 Trial</title><author>Martinelli, Erika ; Ciardiello, Davide ; Martini, Giulia ; Napolitano, Stefania ; Del Tufo, Sara ; D’Ambrosio, Luca ; De Chiara, Marco ; Famiglietti, Vincenzo ; Nacca, Valeria ; Cardone, Claudia ; Avallone, Antonio ; Cremolini, Chiara ; Pietrantonio, Filippo ; Maiello, Evaristo ; Granata, Vincenza ; Troiani, Teresa ; Cappabianca, Salvatore ; Ciardiello, Fortunato ; Nardone, Valerio ; Reginelli, Alfonso</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c326t-b29f2bdb4290b304591737aec5f726709da4d4c31dec8a3337d3e36f5eee82583</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Aged, 80 and over</topic><topic>Antineoplastic Combined Chemotherapy Protocols - administration &amp; dosage</topic><topic>Antineoplastic Combined Chemotherapy Protocols - therapeutic use</topic><topic>Biomarkers</topic><topic>Cancer therapies</topic><topic>Cetuximab - administration &amp; dosage</topic><topic>Cetuximab - therapeutic use</topic><topic>Colorectal cancer</topic><topic>Colorectal Neoplasms - drug therapy</topic><topic>Colorectal Neoplasms - pathology</topic><topic>Datasets</topic><topic>Female</topic><topic>Humans</topic><topic>Internal Medicine</topic><topic>Liver</topic><topic>Liver Neoplasms - diagnostic imaging</topic><topic>Liver Neoplasms - drug therapy</topic><topic>Liver Neoplasms - secondary</topic><topic>Male</topic><topic>Medical imaging</topic><topic>Medical prognosis</topic><topic>Medicine</topic><topic>Medicine &amp; Public Health</topic><topic>Metastasis</topic><topic>Middle Aged</topic><topic>Multivariate analysis</topic><topic>Oncology</topic><topic>Patients</topic><topic>Pharmacology/Toxicology</topic><topic>Pharmacotherapy</topic><topic>Progression-Free Survival</topic><topic>Radiomics</topic><topic>Regression analysis</topic><topic>Short Communication</topic><topic>Software</topic><topic>Tomography</topic><topic>Tomography, X-Ray Computed - methods</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Martinelli, Erika</creatorcontrib><creatorcontrib>Ciardiello, Davide</creatorcontrib><creatorcontrib>Martini, Giulia</creatorcontrib><creatorcontrib>Napolitano, Stefania</creatorcontrib><creatorcontrib>Del Tufo, Sara</creatorcontrib><creatorcontrib>D’Ambrosio, Luca</creatorcontrib><creatorcontrib>De Chiara, Marco</creatorcontrib><creatorcontrib>Famiglietti, Vincenzo</creatorcontrib><creatorcontrib>Nacca, Valeria</creatorcontrib><creatorcontrib>Cardone, Claudia</creatorcontrib><creatorcontrib>Avallone, Antonio</creatorcontrib><creatorcontrib>Cremolini, Chiara</creatorcontrib><creatorcontrib>Pietrantonio, Filippo</creatorcontrib><creatorcontrib>Maiello, Evaristo</creatorcontrib><creatorcontrib>Granata, Vincenza</creatorcontrib><creatorcontrib>Troiani, Teresa</creatorcontrib><creatorcontrib>Cappabianca, Salvatore</creatorcontrib><creatorcontrib>Ciardiello, Fortunato</creatorcontrib><creatorcontrib>Nardone, Valerio</creatorcontrib><creatorcontrib>Reginelli, Alfonso</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Docstoc</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>MEDLINE - Academic</collection><jtitle>Clinical drug investigation</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Martinelli, Erika</au><au>Ciardiello, Davide</au><au>Martini, Giulia</au><au>Napolitano, Stefania</au><au>Del Tufo, Sara</au><au>D’Ambrosio, Luca</au><au>De Chiara, Marco</au><au>Famiglietti, Vincenzo</au><au>Nacca, Valeria</au><au>Cardone, Claudia</au><au>Avallone, Antonio</au><au>Cremolini, Chiara</au><au>Pietrantonio, Filippo</au><au>Maiello, Evaristo</au><au>Granata, Vincenza</au><au>Troiani, Teresa</au><au>Cappabianca, Salvatore</au><au>Ciardiello, Fortunato</au><au>Nardone, Valerio</au><au>Reginelli, Alfonso</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Radiomic Parameters for the Evaluation of Response to Treatment in Metastatic Colorectal Cancer Patients with Liver Metastasis: Findings from the CAVE-GOIM mCRC Phase 2 Trial</atitle><jtitle>Clinical drug investigation</jtitle><stitle>Clin Drug Investig</stitle><addtitle>Clin Drug Investig</addtitle><date>2024-07-01</date><risdate>2024</risdate><volume>44</volume><issue>7</issue><spage>541</spage><epage>548</epage><pages>541-548</pages><issn>1173-2563</issn><issn>1179-1918</issn><eissn>1179-1918</eissn><abstract>Background CAVE is a single arm, Phase 2 trial, that demonstrated anti-tumor activity of cetuximab rechallenge plus avelumab in patients with RAS wild type (wt) metastatic colorectal cancer (mCRC). Objective We conducted a post hoc analysis to identify potential radiomic biomarkers for patients with CRC liver metastasis (LM). Patients and Methods Patients with LM that could be measured by enhanced contrast phase computed tomography (CT) imaging at baseline and at first response evaluation were included. Multiple texture parameters were extracted with the LifeX Software. Delta-texture (D-TA) variations were calculated by comparing data at baseline and after treatment. Results Overall, 55/77 patients (71%) had LM; 39 met the inclusion criteria for the current analysis. The D-TA parameters that significantly correlated at univariate analysis with median progression-free survival (mPFS) were Entropy Histogram ( p = 0.021), Homogeneity GLCM ( p &lt; 0.001) and Dissimilarity GLCM ( p = 0.002). At multivariate analysis, only Homogeneity GLCM resulted significant for PFS ( p = 0.001). Patients (19/39, 48.7%) with reduction of Homogeneity GLCM experienced better mPFS (4.6 vs 2.9 months; HR 0.45; 95% CI 0.23–0.88; p = 0.021) and median overall survival (mOS) (17.3 vs 6.8 months; HR 0.40, 95% CI 0.21–0.80; p = 0.010). A trend to better mPFS, was also observed in patients with RAS/BRAF wt circulating tumor DNA and reduction of Homogeneity GLCM . Overall survival was significantly better in this subgroup of patients with low Homogeneity GLCM : mOS was 17.8 (95% CI 15.5–20.2) versus 6.8 months (95% CI 3.6–10.0) (HR 0.34, 95% CI 0.14–0.81; p = 0.016). Conclusion Reduction in the D-TA parameter Homogeneity GLCM by radiomic analysis correlates with improved outcomes in patients with LM receiving cetuximab rechallenge plus avelumab therapy. Larger prospective studies are needed to validate and confirm these findings.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>38886336</pmid><doi>10.1007/s40261-024-01372-0</doi><tpages>8</tpages></addata></record>
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1179-1918
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subjects Adult
Aged
Aged, 80 and over
Antineoplastic Combined Chemotherapy Protocols - administration & dosage
Antineoplastic Combined Chemotherapy Protocols - therapeutic use
Biomarkers
Cancer therapies
Cetuximab - administration & dosage
Cetuximab - therapeutic use
Colorectal cancer
Colorectal Neoplasms - drug therapy
Colorectal Neoplasms - pathology
Datasets
Female
Humans
Internal Medicine
Liver
Liver Neoplasms - diagnostic imaging
Liver Neoplasms - drug therapy
Liver Neoplasms - secondary
Male
Medical imaging
Medical prognosis
Medicine
Medicine & Public Health
Metastasis
Middle Aged
Multivariate analysis
Oncology
Patients
Pharmacology/Toxicology
Pharmacotherapy
Progression-Free Survival
Radiomics
Regression analysis
Short Communication
Software
Tomography
Tomography, X-Ray Computed - methods
title Radiomic Parameters for the Evaluation of Response to Treatment in Metastatic Colorectal Cancer Patients with Liver Metastasis: Findings from the CAVE-GOIM mCRC Phase 2 Trial
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