1
|
Geng Y, Xia W, Zheng X, Chen L, Zhou Y, Feng J, Yuan Y, Zhang M, Lu J, Wei S, Hu W. Targeted delivery of FAK siRNA by engineered exosomes to reverse cetuximab resistance via activating paraptosis in colon cancer. Apoptosis 2024; 29:1959-1977. [PMID: 38960944 PMCID: PMC11550291 DOI: 10.1007/s10495-024-01986-x] [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] [Accepted: 05/24/2024] [Indexed: 07/05/2024]
Abstract
BACKGROUND Cetuximab is extensively used in the treatment of metastatic colorectal cancer (mCRC). However, resistance poses a significant challenge to successful therapy. Recently, paraptosis, a non-classical programmed cell death, has garnered increased attention for its potential application value in antitumor treatments. We aimed to identify the essential pathways and signaling molecules involved in paraptosis inhibition and select them as therapeutic targets in cetuximab resistance. Additionally, engineered exosome technology is used as a drug delivery system with both targeted and effector properties. RESULTS By comparing the differential expression of paraptosis-related genes between drug-resistant colon cancer cells and sensitive cells, it was observed that the paraptosis level induced by cetuximab was significantly downregulated in drug-resistant cells. Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis identified the focal adhesion kinase (FAK) signaling pathway as a key pathway involved in the suppression of paraptosis. The biological function of FAK in cetuximab-resistant cells was investigated through cell morphology observation, CCK-8 assay, colony formation assay, RT-qPCR, Western Blot, and loss-of-function experiments. The results showed that the FAK signaling pathway was significantly upregulated in cetuximab-resistant colon cancer cells, and siRNA interference targeting FAK could notably inhibit cell proliferation while upregulating the paraptosis level. Based on this, engineered colon cancer cells targeted and FAK siRNA loaded exosomes (CT-Exo-siFAK1) were constructed. In vitro experiments, CT-Exo-siFAK1 could effectively activate paraptosis and inhibit the proliferation of drug-resistant colon cancer cells. In vivo experiments also confirmed that CT-Exo-siFAK1 significantly suppressed tumor growth and metastasis while upregulating the paraptosis level. CONCLUSION This study suggests that FAK signaling pathway-mediated inhibition of paraptosis levels is crucial in the sensitivity of cetuximab targeted therapy in colon cancer, and the use of engineered exosomes to deliver FAK siRNA may be an effective strategy to reverse cetuximab resistance.
Collapse
Affiliation(s)
- Yiting Geng
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Wei Xia
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Xiao Zheng
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, China
- Tumor Biological Diagnosis and Treatment Center, the Third Affiliated Hospital of Soochow University, Changzhou, 213003, China
- Institute of Cell Therapy, Soochow University, Changzhou, 213003, China
| | - Lujun Chen
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, China
- Tumor Biological Diagnosis and Treatment Center, the Third Affiliated Hospital of Soochow University, Changzhou, 213003, China
- Institute of Cell Therapy, Soochow University, Changzhou, 213003, China
| | - You Zhou
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, China
- Tumor Biological Diagnosis and Treatment Center, the Third Affiliated Hospital of Soochow University, Changzhou, 213003, China
- Institute of Cell Therapy, Soochow University, Changzhou, 213003, China
| | - Jun Feng
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Ye Yuan
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Mingyue Zhang
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Jianwen Lu
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Shanshan Wei
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Wenwei Hu
- Department of Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China.
- Jiangsu Engineering Research Center for Tumor Immunotherapy, The Third Affiliated Hospital of Soochow University, Changzhou, 213003, China.
| |
Collapse
|
2
|
Singh M, Morris VK, Bandey IN, Hong DS, Kopetz S. Advancements in combining targeted therapy and immunotherapy for colorectal cancer. Trends Cancer 2024; 10:598-609. [PMID: 38821852 DOI: 10.1016/j.trecan.2024.05.001] [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: 01/11/2024] [Revised: 05/01/2024] [Accepted: 05/03/2024] [Indexed: 06/02/2024]
Abstract
Colorectal cancer (CRC) is a prevalent gastrointestinal cancer posing significant clinical challenges. CRC management traditionally involves surgery, often coupled with chemotherapy. However, unresectable or metastatic CRC (mCRC) presents a complex challenge necessitating innovative treatment strategies. Targeted therapies have emerged as the cornerstone of treatment in such cases, with interventions tailored to specific molecular attributes. Concurrently, immunotherapies have revolutionized cancer treatment by harnessing the immune system to combat malignant cells. This review explores the evolving landscape of CRC treatment, focusing on the synergy between immunotherapies and targeted therapies, thereby offering new avenues for enhancing the effectiveness of therapy for CRC.
Collapse
Affiliation(s)
- Manisha Singh
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
| | - Van Karlyle Morris
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Irfan N Bandey
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - David S Hong
- Department of Investigational Cancer Therapeutics, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Scott Kopetz
- Department of Gastrointestinal Medical Oncology, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA.
| |
Collapse
|
3
|
Hoseini SH, Enayati P, Nazari M, Babakhanzadeh E, Rastgoo M, Sohrabi NB. Biomarker Profile of Colorectal Cancer: Current Findings and Future Perspective. J Gastrointest Cancer 2024; 55:497-510. [PMID: 38168859 DOI: 10.1007/s12029-023-00990-9] [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] [Accepted: 11/19/2023] [Indexed: 01/05/2024]
Abstract
OBJECTIVE Breakthroughs in omics technology have led to a deeper understanding of the fundamental molecular changes that play a critical role in the development and progression of cancer. This review delves into the hidden molecular drivers of colorectal cancer (CRC), offering potential for clinical translation through novel biomarkers and personalized therapies. METHODS We summarizes recent studies utilizing various omics approaches, including genomics, transcriptomics, proteomics, epigenomics, metabolomics and data integration with computational algorithms, to investigate CRC. RESULTS Integrating multi-omics data in colorectal cancer research unlocks hidden biological insights, revealing new pathways and mechanisms. This powerful approach not only identifies potential biomarkers for personalized prognosis, diagnosis, and treatment, but also predicts patient response to specific therapies, while computational tools illuminate the landscape by deciphering complex datasets. CONCLUSIONS Future research should prioritize validating promising biomarkers and seamlessly translating them into clinical practice, ultimately propelling personalized CRC management to new heights.
Collapse
Affiliation(s)
| | - Parisa Enayati
- Biological Sciences Department, Northern Illinois University, DeKalb, IL, USA
| | - Majid Nazari
- Department of Medical Genetics, Shahid Sadoughi University of Medical Sciences, Yazd, Iran.
- , P.O. Box, Tehran, 64155-65117, Iran.
| | - Emad Babakhanzadeh
- Department of Medical Genetics, Shahid Beheshti University of Medical Sciences, Tehran, Iran
| | - Maryam Rastgoo
- Department of Microbiology, Shiraz Islamic Azad University, Shiraz, Iran
| | | |
Collapse
|
4
|
Nair R, Lannagan TRM, Jackstadt R, Andrusaite A, Cole J, Boyne C, Nibbs RJB, Sansom OJ, Milling S. Co-inhibition of TGF-β and PD-L1 pathways in a metastatic colorectal cancer mouse model triggers interferon responses, innate cells and T cells, alongside metabolic changes and tumor resistance. Oncoimmunology 2024; 13:2330194. [PMID: 38516270 PMCID: PMC10956632 DOI: 10.1080/2162402x.2024.2330194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2023] [Accepted: 03/11/2024] [Indexed: 03/23/2024] Open
Abstract
Colorectal cancer (CRC) is the third most prevalent cancer worldwide with a high mortality rate (20-30%), especially due to metastasis to adjacent organs. Clinical responses to chemotherapy, radiation, targeted and immunotherapies are limited to a subset of patients making metastatic CRC (mCRC) difficult to treat. To understand the therapeutic modulation of immune response in mCRC, we have used a genetically engineered mouse model (GEMM), "KPN", which resembles the human 'CMS4'-like subtype. We show here that transforming growth factor (TGF-β1), secreted by KPN organoids, increases cancer cell proliferation, and inhibits splenocyte activation in vitro. TGF-β1 also inhibits activation of naive but not pre-activated T cells, suggesting differential effects on specific immune cells. In vivo, the inhibition of TGF-β inflames the KPN tumors, causing infiltration of T cells, monocytes and monocytic intermediates, while reducing neutrophils and epithelial cells. Co-inhibition of TGF-β and PD-L1 signaling further enhances cytotoxic CD8+T cells and upregulates innate immune response and interferon gene signatures. However, simultaneous upregulation of cancer-related metabolic genes correlated with limited control of tumor burden and/or progression despite combination treatment. Our study illustrates the importance of using GEMMs to predict better immunotherapies for mCRC.
Collapse
Affiliation(s)
- Reshmi Nair
- School of infection and immunity, University of Glasgow, Glasgow, UK
| | | | | | - Anna Andrusaite
- School of infection and immunity, University of Glasgow, Glasgow, UK
| | - John Cole
- School of infection and immunity, University of Glasgow, Glasgow, UK
| | - Caitlin Boyne
- School of infection and immunity, University of Glasgow, Glasgow, UK
| | | | - Owen J. Sansom
- Cancer Research UK Scotland Institute, Glasgow, UK
- School of Cancer Sciences, University of Glasgow, Glasgow, UK
| | - Simon Milling
- School of infection and immunity, University of Glasgow, Glasgow, UK
| |
Collapse
|
5
|
Tabernero J, Van Cutsem E, Garralda E, Tai D, De Braud F, Geva R, van Bussel MTJ, Fiorella Dotti K, Elez E, de Miguel MJ, Litwiler K, Murphy D, Edwards M, Morris VK. A Phase Ib/II Study of WNT974 + Encorafenib + Cetuximab in Patients With BRAF V600E-Mutant KRAS Wild-Type Metastatic Colorectal Cancer. Oncologist 2023; 28:230-238. [PMID: 36811382 PMCID: PMC10020809 DOI: 10.1093/oncolo/oyad007] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 12/01/2022] [Indexed: 02/24/2023] Open
Abstract
BACKGROUND WNT974 is a small molecule inhibitor of Wnt signaling that specifically inhibits porcupine O-acyltransferase. This phase Ib dose--escalation study evaluated the maximum tolerated dose of WNT974 in combination with encorafenib and cetuximab in patients with BRAF V600E-mutant metastatic colorectal cancer with RNF43 mutations or RSPO fusions. PATIENTS AND METHODS Patients received once-daily encorafenib and weekly cetuximab, in addition to once-daily WNT974, in sequential dosing cohorts. In the first cohort, patients received 10-mg WNT974 (COMBO10), which was reduced in subsequent cohorts to 7.5-mg (COMBO7.5) or 5-mg (COMBO5) after dose-limiting toxicities (DLTs) were observed. Primary endpoints were incidence of DLTs and exposure to WNT974 and encorafenib. Secondary endpoints were anti-tumor activity and safety. RESULTS Twenty patients were enrolled (COMBO10, n = 4; COMBO7.5, n = 6; COMBO5, n = 10). DLTs were observed in 4 patients, including grade 3 hypercalcemia (COMBO10, n = 1; COMBO7.5, n = 1), grade 2 dysgeusia (COMBO10, n = 1), and lipase increased (COMBO10, n = 1). A high incidence of bone toxicities (n = 9) was reported, including rib fracture, spinal compression fracture, pathological fracture, foot fracture, hip fracture, and lumbar vertebral fracture. Serious adverse events were reported in 15 patients, most frequently bone fracture, hypercalcemia, and pleural effusion. The overall response rate was 10% and disease control rate 85%; most patients achieved stable disease as their best response. CONCLUSION Concerns surrounding the safety and lack of preliminary evidence of improved anti-tumor activity of WNT974 + encorafenib + cetuximab, compared with previous encorafenib + cetuximab data, ultimately led to study discontinuation. Phase II was not initiated. TRIAL REGISTRATION ClinicalTrials.gov, NCT02278133.
Collapse
Affiliation(s)
- Josep Tabernero
- Vall d’Hebron Hospital Campus, Vall d’Hebron Institute of Oncology (VHIO), UVic-UCC, IOB-Quiron, Barcelona, Spain
| | - Eric Van Cutsem
- University Hospitals Gasthuisberg Leuven and KU Leuven, Leuven, Belgium
| | - Elena Garralda
- START Madrid, Hospital Universitario HM Sanchinarro, Madrid, Spain
| | - David Tai
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore
| | | | - Ravit Geva
- Tel-Aviv Sourasky Medical Center, Tel-Aviv, Israel
| | - Mark T J van Bussel
- Department of Clinical Pharmacology, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | | | - Elena Elez
- Vall d’Hebron Barcelona Hospital Campus, Vall d’Hebron Institute of Oncology (VHIO), Universitat Autònoma de Barcelona, Barcelona, Spain
| | | | | | | | | | - Van Karlyle Morris
- Department of Gastrointestinal Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| |
Collapse
|
6
|
Ye Z, Zhang H, Liang J, Yi S, Zhan X. Significance of logistic regression scoring model based on natural killer cell-mediated cytotoxic pathway in the diagnosis of colon cancer. Front Immunol 2023; 14:1117908. [PMID: 36742322 PMCID: PMC9895796 DOI: 10.3389/fimmu.2023.1117908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 01/04/2023] [Indexed: 01/22/2023] Open
Abstract
Background The poor clinical accuracy to predict the survival of colon cancer patients is associated with a high incidence rate and a poor 3-year survival rate. This study aimed to identify the poor prognostic biomarkers of colon cancer from natural killer cell-mediated cytotoxic pathway (NKCP), and establish a logistical regression scoring model to predict its prognosis. Methods Based on the expressions and methylations of NKCP-related genes (NRGs) and the clinical information, dimensionality reduction screening was performed to establish a logistic regression scoring model to predict survival and prognosis. Risk score, clinical stage, and ULBP2 were used to establish a logistic regression scoring model to classify the 3-year survival period and compare with each other. Comparison of survival, tumor mutation burden (TMB), estimation of immune invasion, and prediction of chemotherapeutic drug IC50 were performed between low- and high-risk score groups. Results This study found that ULBP2 was significantly overexpressed in colon cancer tissues and colon cancer cell lines. The logistic regression scoring model was established to include six statistically significant features: S = 1.70 × stage - 9.32 × cg06543087 + 6.19 × cg25848557 + 1.29 × IFNA1 + 0.048 × age + 4.37 × cg21370856 - 8.93, which was used to calculate risk score of each sample. The risk scores, clinical stage, and ULBP2 were classified into three-year survival, the 3-year prediction accuracy based on 10-fold cross-validation was 80.17%, 67.24, and 59.48%, respectively. The survival time of low-risk score group was better than that of the high-risk score group. Moreover, compared to high-risk score group, low-risk score group had lower TMB [2.20/MB (log10) vs. 2.34/MB (log10)], higher infiltration score of M0 macrophages (0.17 vs. 0.14), and lower mean IC50 value of oxaliplatin (3.65 vs 3.78) (p < 0.05). Conclusions The significantly upregulated ULBP2 was a poor prognostic biomarker of colon cancer. The risk score based on the six-feature logistic regression model can effectively predict the 3-year survival time. High-risk score group demonstrated a poorer prognosis, higher TMB, lower M0 macrophage infiltration score, and higher IC50 value of oxaliplatin. The six-feature logistic scoring model has certain clinical significance in colon cancer.
Collapse
Affiliation(s)
- Zhen Ye
- Medical Science and Technology Innovation Center, The Second Affiliated Hospital of Shandong First Medical University, Jinan, Shandong, China
| | - Huanhuan Zhang
- Medical Science and Technology Innovation Center, The Second Affiliated Hospital of Shandong First Medical University, Jinan, Shandong, China
| | - Jianwei Liang
- Department of General Surgery, Tai ‘an Central Hospital, Taian, Shandong, China
| | - Shuying Yi
- Medical Science and Technology Innovation Center, The Second Affiliated Hospital of Shandong First Medical University, Jinan, Shandong, China,*Correspondence: Xianquan Zhan, ; Shuying Yi,
| | - Xianquan Zhan
- Medical Science and Technology Innovation Center, The Second Affiliated Hospital of Shandong First Medical University, Jinan, Shandong, China,*Correspondence: Xianquan Zhan, ; Shuying Yi,
| |
Collapse
|
7
|
Exosomes derived from MDR cells induce cetuximab resistance in CRC via PI3K/AKT signaling‑mediated Sox2 and PD‑L1 expression. Exp Ther Med 2023; 25:86. [PMID: 36741914 PMCID: PMC9852420 DOI: 10.3892/etm.2023.11785] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 07/11/2022] [Indexed: 01/05/2023] Open
Abstract
The anti-EGFR antibody cetuximab is used as a first-line targeted therapeutic drug in colorectal cancer. It has previously been reported that the efficacy of the EGFR antibody cetuximab is limited by the emergence of acquired drug resistance. In our previous study the transmissibility effect of exosomes from drug resistant tumor cells to sensitive tumor cells was identified. It can therefore be hypothesized that drug resistant cells might affect neighboring and distant cells via regulation of exosome composition and behavior. However, the mechanism of exosomes in KRAS-wild-type colorectal cancer (CRC) remains unknown. In the present study, functional analysis of overall survival post-diagnosis in patients with KRAS wild-type and those with mutant CRC was performed using human CRC specimens. Furthermore, it was demonstrated that multidrug resistance (MDR) cancer cell-derived exosomes were potentially a key factor, which promoted cetuximab-resistance in CRC cells and reduced the inhibitory effect of cetuximab in CRC xenograft models. The Cell Counting Kit-8 and colony formation assays were performed to assess the effects of exosomes derived from CRC/MDR cells on cetuximab resistance. Sphere formation assay results demonstrated that exosomes derived from CRC/MDR cells altered the self-renewal and multipotential ability of stem-cell-associated markers and facilitated resistance to cetuximab in cetuximab-sensitive cells. Furthermore, exosomes derived from CRC/MDR cells decreased sensitivity to cetuximab via the activation of PI3K/AKT signaling, which promoted Sox2 and programmed death-ligand 1 (PD-L1) mRNA and protein expression according to reverse transcription-quantitative PCR, western blotting and immunohistochemistry analyses, as well as apoptosis resistance both in vitro and in vivo according to a TUNEL assay. In conclusion, the results of the present study demonstrated that exosomes derived from CRC/MDR cells may promote cetuximab resistance in KRAS wild-type cells via activation of the PI3K/AKT signaling pathway-mediated expression of Sox2 and PD-L1, which will be useful for investigating a potential clinical target in predicting cetuximab resistance.
Collapse
|
8
|
Puccini A, Seeber A, Berger MD. Biomarkers in Metastatic Colorectal Cancer: Status Quo and Future Perspective. Cancers (Basel) 2022; 14:4828. [PMID: 36230751 PMCID: PMC9564318 DOI: 10.3390/cancers14194828] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 09/20/2022] [Accepted: 09/28/2022] [Indexed: 11/16/2022] Open
Abstract
Colorectal cancer (CRC) is the third most frequent cancer worldwide, and its incidence is steadily increasing. During the last two decades, a tremendous improvement in outcome has been achieved, mainly due to the introduction of novel drugs, targeted treatment, immune checkpoint inhibitors (CPIs) and biomarker-driven patient selection. Moreover, progress in molecular diagnostics but also improvement in surgical techniques and local ablative treatments significantly contributed to this success. However, novel therapeutic approaches are needed to further improve outcome in patients diagnosed with metastatic CRC. Besides the established biomarkers for mCRC, such as microsatellite instability (MSI) or mismatch repair deficiency (dMMR), RAS/BRAF, sidedness and HER2 amplification, new biomarkers have to be identified to better select patients who derive the most benefit from a specific treatment. In this review, we provide an overview about therapeutic relevant and established biomarkers but also shed light on potential promising markers that may help us to better tailor therapy to the individual mCRC patient in the near future.
Collapse
Affiliation(s)
- Alberto Puccini
- Medical Oncology Unit 1, IRCCS Ospedale Policlinico San Martino, 16132 Genoa, Italy
- Department of Internal Medicine and Medical Specialties (DIMI), School of Medicine, University of Genoa, 16132 Genoa, Italy
| | - Andreas Seeber
- Department of Hematology and Oncology, Comprehensive Cancer Center Innsbruck, Medical University of Innsbruck, 6020 Innsbruck, Austria
| | - Martin D. Berger
- Department of Medical Oncology, Inselspital, Bern University Hospital, University of Bern, 3010 Bern, Switzerland
| |
Collapse
|
9
|
Martelli V, Pastorino A, Sobrero AF. Prognostic and predictive molecular biomarkers in advanced colorectal cancer. Pharmacol Ther 2022; 236:108239. [PMID: 35780916 DOI: 10.1016/j.pharmthera.2022.108239] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 06/21/2022] [Accepted: 06/27/2022] [Indexed: 10/17/2022]
Abstract
The revolution of precision medicine has produced unprecedented seismic shifts in the treatment paradigm of advanced cancers. Among the major killers, colorectal cancer (CRC) is far behind the others. In fact, the great successes obtained in breast, NSCLC, melanoma, and genitourinary tract tumors have been observed only in fewer than 5 % metastatic colorectal cancer (mCRC): those with the mismatch repair deficiency (dMMR), a well-known predictive factor for to the outstanding efficacy of checkpoint inhibitors (CPI). The treatment of the remaining vast majority mCRC patients is still based upon only two molecular determinants: the RAS and BRAF mutational status. New promising biomarkers include HER2, tumor mutational burden (TMB) for its possible implications on CPI efficacy, and the extremely rare NTRK fusions. The Consensus Molecular Subtypes classification (CMS) is a good example of the efforts to combine different molecular features of this disease, although its relevance in clinical practice is still under investigation. In this Review, we focus on all these prognostic and predictive biomarkers, analyzing data from the most important clinical trials of the last years. We also try to rank them according to their prognostic and predictive power.
Collapse
Affiliation(s)
- Valentino Martelli
- Medical Oncology Unit 1, Ospedale Policlinico San Martino - IRCCS, Largo Rosanna Benzi 10, 16132 Genoa, Italy
| | - Alessandro Pastorino
- Medical Oncology Unit 1, Ospedale Policlinico San Martino - IRCCS, Largo Rosanna Benzi 10, 16132 Genoa, Italy
| | - Alberto F Sobrero
- Medical Oncology Unit 1, Ospedale Policlinico San Martino - IRCCS, Largo Rosanna Benzi 10, 16132 Genoa, Italy.
| |
Collapse
|
10
|
Comprehensive assessment of actionable genomic alterations in primary colorectal carcinoma using targeted next-generation sequencing. Br J Cancer 2022; 127:1304-1311. [PMID: 35842545 PMCID: PMC9519871 DOI: 10.1038/s41416-022-01913-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 06/22/2022] [Accepted: 06/30/2022] [Indexed: 11/30/2022] Open
Abstract
Background The clinical utility of comprehensive genomic profiling (CGP) for guiding treatment has gradually become the standard-of-care procedure for colorectal carcinoma (CRC). Here, we comprehensively assess emerging targeted therapy biomarkers using CGP in primary CRC. Methods A total of 575 primary CRCs were sequenced by ACTOnco® assay for genomic alterations, tumour mutational burden (TMB), and microsatellite instability (MSI). Results Eighteen percent of patients were detected as MSI-High (MSI-H), and the remaining cases were classified as microsatellite stable (MSS). Driver mutation prevalence in MSS CRCs were APC (74%), TP53 (67%), KRAS (47%), PIK3CA (21%) and BRAF (13%). The median TMBs for MSI-H and MSS patients were 37.8 mutations per mega base (mut/Mb) and 3.9 mut/Mb, respectively. Forty-seven percent of MSI-H CRC harboured at least one loss-of-function mutations in genes that may hamper immune checkpoint blockade. Among MSS RAS/RAF wild-type CRCs, 59% had at least one actionable mutation that may compromise the efficacy of anti-EGFR therapy. For late-stage CRC, 51% of patients are eligible for standard care actionability and the remaining 49% could be enrolled in clinical trials with investigational drugs. Conclusions This study highlights the essential role of CGP for identifying rational targeted therapy options in CRC.
Collapse
|
11
|
Wang F, Liu G. Influence of KDR Genetic Variation on the Effectiveness and Safety of Bevacizumab in the First-Line Treatment for Patients with Advanced Colorectal Cancer. Int J Gen Med 2022; 15:5651-5659. [PMID: 35734201 PMCID: PMC9208669 DOI: 10.2147/ijgm.s362366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 04/21/2022] [Indexed: 11/23/2022] Open
Abstract
Objective Bevacizumab is usually considered a first-line anti-tumor therapy, which inhibits tumor growth by downregulating the vascular endothelial growth factor (VEGF) that further silences the activity of the kinase insert region receptor (KDR) gene. In the current study, we investigated the treatment response of bevacizumab in advanced colorectal cancer (CRC) patients bearing 889 C>T mutation in the KDR gene. Methods A total of 135 advanced CRC patients were treated with bevacizumab along with chemotherapy at the seventh medical center of the People’s Liberation Army general hospital from January 2012 to June 2021 and were analyzed retrospectively. The KDR genotyping and mRNA expression analyses were performed in 57 patients. Results The KDR genotyping revealed 97 (71.85%) cases with CC genotype, 34 (25.19%) cases with CT, and 4 (2.96%) cases with TT genotype, while the minor allele frequency of 889 C>T was found as 0.16. The median progression-free survival (PFS) of the patients with CT/TT genotype and CC genotype was found to be 6.1 and 9.7 months, respectively (P = 0.009). The median overall survival (OS) of the two genotypes was 13.7 and 19.7 (P = 0.025), respectively. Multivariable Cox regression analysis of PFS, CT/TT genotype was found to be an independent factor for PFS (odds ratio (OR) = 1.88, P = 0.023). Additionally, the mRNA expression of KDR in 57 biopsies taken from patients with CT/TT genotypes was significantly higher than that of patients with CC genotype (P < 0.001). Additionally, in terms of safety, 55 patients experienced grade 2 or higher fatigue (incidence rate 40.74%) after receiving bevacizumab along with chemotherapy. Conclusion The 889 C>T mutation in KDR gene affects the KDR expression in colorectal cancer patients, thereby affecting the effectiveness of bevacizumab therapy.
Collapse
Affiliation(s)
- Fei Wang
- Department of Oncology, The Seventh Medical Center of People's Liberation Army General Hospital, Beijing, People's Republic of China
| | - Gang Liu
- Department of General Surgery, The First Medical Center of People's Liberation Army General Hospital, Beijing, People's Republic of China
| |
Collapse
|
12
|
Mu L, Wang Y, Hu Y, Shi C, Alman BA, Zhang C, She J. The Role of TMIGD1 as a Tumor Suppressor in Colorectal Cancer. Genet Test Mol Biomarkers 2022; 26:174-183. [PMID: 35481970 DOI: 10.1089/gtmb.2021.0169] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Background: Colorectal cancer (CRC) is one of the leading causes of cancer-related death, and up to 50% of individuals will suffer relapse. Although transmembrane and immunoglobulin domain-containing protein 1 (TMIGD1) was found to be a protective factor in several renal and intestinal diseases, the specific role of TMIGD1 in CRC remains unclear. Objective: To determine the tumor suppressor TMIGD1 expression and its function in inhibiting CRC. Methods: We analyzed three Gene Expression Omnibus (GEO) datasets through the GEO2R online tool to obtain the set of differentially expressed genes (DEGs) between CRC and normal tissues, and further analyzed the TMIGD1 gene's expression in databases. Real-time quantitative polymerase chain reaction and western blot assays were used to investigate expression of TMIGD1. Transwell and wound healing assays were performed to detect the migration and invasion ability. Cell Counting Kit-8 (CCK-8) and colony formation assays were used to evaluate cell proliferation. In vivo studies were conducted to illustrate the tumorigenicity. Results: We found that the TMIGD1 gene is one of the highly downregulated genes in CRC through bioinformatic analysis. We also showed that downregulation of TMIGD1 is associated with poor overall survival rate of CRC based on The Cancer Genome Atlas (TCGA) databases. In addition, we showed that overexpression of TMIGD1 protein significantly impaired the metastasis and proliferation ability of the CRC cells. Finally, TMIGD1 also repressed subcutaneous tumorigenesis of CRC cells in vivo. Conclusion: Our findings indicate that downregulation of TMIGD1 may promote CRC progression and invasion. Therefore, TMIGD1 may serve as a biomarker for CRC prognoses.
Collapse
Affiliation(s)
- Lijun Mu
- Department of General Surgery, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China.,Precision Medicine Center, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| | - Yue Wang
- National Local Joint Engineering Research Center for Precision Surgery and Regenerative Medicine, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| | - Yuan Hu
- Department of Medical Oncology, and the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| | - Chengxin Shi
- Department of General Surgery, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| | - Benjamin A Alman
- Department of Talent Highland, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| | - Chengsheng Zhang
- Precision Medicine Center, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China.,Cancer Center, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| | - JunJun She
- Department of General Surgery, the First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, People's Republic of China
| |
Collapse
|
13
|
Tak E, Kim M, Cho Y, Choi S, Kim J, Han B, Kim HD, Jang CSH, Kim JE, Hong YS, Kim SY, Kim TW. Expression of neurofibromin 1 in colorectal cancer and cetuximab resistance. Oncol Rep 2021; 47:15. [PMID: 34779495 PMCID: PMC8611403 DOI: 10.3892/or.2021.8226] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2021] [Accepted: 09/14/2021] [Indexed: 11/05/2022] Open
Abstract
Neurofibromin 1 (NF1) is a tumor suppressor that has been previously reported to regulate RAS‑MAPK signaling. The present study investigated the possible relationship between NF1 expression and anti‑EGFR antibody (cetuximab) sensitivity in colorectal cancer cell lines. In addition, primary or metastatic colorectal cancer samples from patients treated with cetuximab were assessed for the association of cetuximab sensitivity. The quantities of the NF1 transcript, NF1‑related pathway enrichment and NF1 mutation profile were measured and investigated using RNA sequencing and targeted DNA sequencing. Based on growth inhibition and colony formation assay results, cell lines were designated to be cetuximab‑sensitive (NCI‑H508 and Caco2) or cetuximab‑resistant (KM12C and SM480). Western blotting revealed NF1 was highly expressed in cetuximab‑sensitive cell lines whilst there was little expression in their cetuximab‑resistant counterparts. Knocking down NF1 expression using small interfering RNA in the cetuximab‑sensitive cell lines enhanced the phosphorylation of MEK and ERK according to western blotting. NF1 knockdown also reduced apoptosis, as observed by the decreased number of apoptotic bodies by DAPI nuclear staining and reduced cleavage of caspase and poly‑(ADP ribose) polymerase. NF1 overexpression by transfection with GTPase‑activating protein‑related domain subunit rendered the cetuximab‑resistant cell lines, KM12C and SW480, more susceptible to cetuximab‑induced apoptosis. RNA sequencing of 111 RAS and BRAFV600 wild‑type tumor samples collected from cetuximab‑treated patients with metastatic colorectal cancer revealed that the pre‑treatment NF1 expression levels were not associated with the cetuximab response. However, tumor samples obtained after cetuximab treatment displayed slightly lower NF1 transcript levels compared with those in the pre‑treatment samples, suggesting that exposure to the anti‑EGFR antibody may be associated with reduced NF1 expression levels. Next‑generation sequencing revealed that the frequency of inactivating mutations in NF1 were rare (1.8%) in patients with colorectal cancer and were not associated with the protein expression levels of NF1 except for in a small number of cases (0.5%), where the biallelic inactivation of NF1 was observed. To conclude, the present study showed that modification of NF1 expression can affect sensitivity to cetuximab in colorectal cancer cell lines, though a limitation exists in terms of its potential application as a biomarker for RAS and BRAFV600 wild‑type tumors.
Collapse
Affiliation(s)
- Eunyoung Tak
- Department of Convergence Medicine, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Minhee Kim
- Asan Medical Institute of Convergence Science and Technology (AMIST), Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Youngra Cho
- Asan Medical Institute of Convergence Science and Technology (AMIST), Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Sueun Choi
- Asan Medical Institute of Convergence Science and Technology (AMIST), Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Jihun Kim
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Buhm Han
- Department of Biomedical Sciences, Seoul National University College of Medicine, Jongro, Seoul 03080, Republic of Korea
| | - Hyung-Don Kim
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Chloe Soo-Hyun Jang
- Department of Biomedical Sciences, Seoul National University College of Medicine, Jongro, Seoul 03080, Republic of Korea
| | - Jeong Eun Kim
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Yong Sang Hong
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Sun Young Kim
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| | - Tae Won Kim
- Department of Oncology, Asan Medical Center, University of Ulsan College of Medicine, Songpa, Seoul 05505, Republic of Korea
| |
Collapse
|
14
|
Ying HQ, Sun F, Liao YC, Cai D, Yang Y, Cheng XX. The value of circulating fibrinogen-to-pre-albumin ratio in predicting survival and benefit from chemotherapy in colorectal cancer. Ther Adv Med Oncol 2021; 13:17588359211022886. [PMID: 34262615 PMCID: PMC8243139 DOI: 10.1177/17588359211022886] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 05/17/2021] [Indexed: 01/12/2023] Open
Abstract
Background: To evaluate the prognostic role of circulating fibrinogen-to-pre-albumin
(FPR) in colorectal cancer (CRC) with different tumor locations, and its
involvement in chemosensitivity and chemoresistance. Patients and methods: A total of 2917 eligible CRC patients from multiple centers were enrolled in
this prospective study, and 3 years follow-up was carried out to obtain the
outcome of these patients. Circulating fibrinogen (Fib), pre-albumin (pAlb),
carcinoembryonic antigen (CEA), and carbohydrate antigen 19-9 (CA19-9) were
detected, and we calculated FPR according to the detected results.
Kaplan–Meier curves, Cox proportional regression, time-dependent receiver
operating characteristic curves, Harrell’s concordance index, calibration,
and decision curves were used to investigate the role of FPR in predicting
chemotherapy efficacy and prognosis of CRC patients. Results: Our results showed that cancer bulk, its infiltrating depth, and the distal
metastasis status of CRC determined circulating FPR levels. A high FPR was
associated with a significantly inferior prognosis, while the outcomes of
right-sided patients with stage III and IV CRC were worse than left-sided
cases. Only FPR was found to be a reliable and independent prognostic factor
for each stage of CRC. In addition, the prognostic FPR-contained nomograms
were superior to the non-FPR nomograms and FPR in predicting the outcomes in
both localized and metastatic CRC patients. The circulating FPR was
significantly associated with chemotherapeutic efficacy in stage III and IV
CRC patients. In particular, low-grade (FPR < 15) and medium-grade
(15 ⩽ FPR < 20) FPR patients exhibited a complete response to
chemotherapy and attenuated chemosensitivity, respectively; in contrast,
high-grade inflammation (FPR ⩾ 20) conferred resistance to the
treatment. Conclusion: Circulating FPR is a robust and independent prognostic factor, a simple and
economically-friendly predictor of chemotherapy efficacy within cases of
localized and metastatic CRC. FPR-contained nomograms are more effective in
predicting the prognosis of these patients. FPR and the nomogram can be
recommended for the evaluation of chemotherapy efficacy and to aid
decision-making associated with the management of these patients.
Collapse
Affiliation(s)
| | | | | | - Dan Cai
- Jiangxi Provincial Key Laboratory of Preventive
Medicine, School of Public Health, Nanchang University, Nanchang, Jiangxi,
China
| | - Ying Yang
- Jiangxi Provincial Key Laboratory of Preventive
Medicine, School of Public Health, Nanchang University, Nanchang, Jiangxi,
China
| | | |
Collapse
|
15
|
Innominato PF, Karaboué A, Focan C, Chollet P, Giacchetti S, Bouchahda M, Ulusakarya A, Torsello A, Adam R, Lévi FA, Garufi C. Efficacy and safety of chronomodulated irinotecan, oxaliplatin, 5-fluorouracil and leucovorin combination as first- or second-line treatment against metastatic colorectal cancer: Results from the International EORTC 05011 Trial. Int J Cancer 2021; 148:2512-2521. [PMID: 33270911 PMCID: PMC8048520 DOI: 10.1002/ijc.33422] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 10/20/2020] [Accepted: 11/11/2020] [Indexed: 12/13/2022]
Abstract
The triplet combination of irinotecan, oxaliplatin and fluorouracil is an active frontline regimen in metastatic colorectal cancer, but scarce data exist on its use as salvage treatment. We aimed at assessing its safety and efficacy profiles with its circadian-based administration (chronoIFLO5) as either first- or second-line treatment, within the time-finding EORTC 05011 trial. Five-day chronoIFLO5 was administered every 3 weeks in patients with PS 0, 1 or 2. It consisted of chronomodulated irinotecan (180 mg/sqm), oxaliplatin (80 mg/sqm) and fluorouracil-leucovorin (2800 and 1200 mg/sqm, respectively). For our study, toxicity and antitumour activity were evaluated separately in first- and second-line settings. Primary endpoints included Grade 3-4 toxicity rates, best objective response rate (ORR), progression-free survival (PFS) and overall survival (OS). One-hundred forty-nine and 44 patients were treated in first-line and second-line settings, respectively, with a total of 1138 cycles with median relative dose intensities of about 90%. Demographics were comparable in the two groups. Thirty-six (24.7%) and 10 (22.2%) patients experienced at least one episode of severe toxicity in first line and second line, respectively. Frontline chronoIFLO5 yielded an ORR of 62.3% [95% CI: 54.2-70.4] and resulted in median PFS and OS of 8.7 months [7.5-9.9] and 19.9 months [15.4-24.5]. Corresponding figures in second line were 37.5% [22.5-52.5], 6.7 months [4.8-8.9] and 16.3 months [11.8-20.8]. International and prospective evaluation revealed the favourable safety and efficacy profiles of chronoIFLO5, both as frontline and as salvage treatment against metastatic colorectal cancer. In particular, encouraging activity in second line was observed, with limited haematological toxicity.
Collapse
Affiliation(s)
- Pasquale F. Innominato
- North Wales Cancer Centre, Ysbyty Gwynedd, Betsi Cadwaladr University Health BoardBangorUK
- Cancer Chronotherapy Team, Cancer Research Centre, Division of Biomedical SciencesWarwick Medical SchoolCoventryUK
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
| | - Abdoulaye Karaboué
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
- Medical Oncology UnitGHI Le Raincy‐MontfermeilMontfermeilFrance
| | - Christian Focan
- Department of OncologyCHC‐MontLegia, Groupe Santé CHC‐LiègeLiègeBelgium
| | - Philippe Chollet
- Clinical and Translational Research DivisionJean Perrin Comprehensive Cancer CentreClermont‐FerrandFrance
| | - Sylvie Giacchetti
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
- Department of OncologySaint Louis Hospital, Public Hospitals of Paris (AP‐HP)ParisFrance
| | - Mohamed Bouchahda
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
- Medical Oncology UnitClinique du MousseauEvryFrance
- Medical Oncology UnitClinique Saint Jean L'ErmitageMelunFrance
- Chronotherapy Unit, Department of Medical OncologyPaul Brousse Hospital, Public Hospitals of Paris (AP‐HP)VillejuifFrance
| | - Ayhan Ulusakarya
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
- Chronotherapy Unit, Department of Medical OncologyPaul Brousse Hospital, Public Hospitals of Paris (AP‐HP)VillejuifFrance
| | - Angela Torsello
- Division of Medical OncologySan Giovanni‐ Addolorata HospitalRomeItaly
| | - René Adam
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
- Hepatobiliary CentrePaul Brousse Hospital, Public Hospitals of Paris (AP‐HP)VillejuifFrance
| | - Francis A. Lévi
- Cancer Chronotherapy Team, Cancer Research Centre, Division of Biomedical SciencesWarwick Medical SchoolCoventryUK
- UPR “Chronotherapy, Cancers and Transplantation”, Faculty of MedicineParis‐Saclay UniversityVillejuifFrance
- Hepatobiliary CentrePaul Brousse Hospital, Public Hospitals of Paris (AP‐HP)VillejuifFrance
| | - Carlo Garufi
- Division of Medical OncologySan Camillo Forlanini HospitalRomeItaly
| |
Collapse
|
16
|
Echle A, Rindtorff NT, Brinker TJ, Luedde T, Pearson AT, Kather JN. Deep learning in cancer pathology: a new generation of clinical biomarkers. Br J Cancer 2021; 124:686-696. [PMID: 33204028 PMCID: PMC7884739 DOI: 10.1038/s41416-020-01122-x] [Citation(s) in RCA: 272] [Impact Index Per Article: 68.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2020] [Revised: 09/06/2020] [Accepted: 09/30/2020] [Indexed: 12/14/2022] Open
Abstract
Clinical workflows in oncology rely on predictive and prognostic molecular biomarkers. However, the growing number of these complex biomarkers tends to increase the cost and time for decision-making in routine daily oncology practice; furthermore, biomarkers often require tumour tissue on top of routine diagnostic material. Nevertheless, routinely available tumour tissue contains an abundance of clinically relevant information that is currently not fully exploited. Advances in deep learning (DL), an artificial intelligence (AI) technology, have enabled the extraction of previously hidden information directly from routine histology images of cancer, providing potentially clinically useful information. Here, we outline emerging concepts of how DL can extract biomarkers directly from histology images and summarise studies of basic and advanced image analysis for cancer histology. Basic image analysis tasks include detection, grading and subtyping of tumour tissue in histology images; they are aimed at automating pathology workflows and consequently do not immediately translate into clinical decisions. Exceeding such basic approaches, DL has also been used for advanced image analysis tasks, which have the potential of directly affecting clinical decision-making processes. These advanced approaches include inference of molecular features, prediction of survival and end-to-end prediction of therapy response. Predictions made by such DL systems could simplify and enrich clinical decision-making, but require rigorous external validation in clinical settings.
Collapse
Affiliation(s)
- Amelie Echle
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany
| | | | - Titus Josef Brinker
- National Center for Tumor Diseases (NCT), German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Tom Luedde
- Department of Gastroenterology, Hepatology and Infectious Diseases, University Hospital Duesseldorf, Düsseldorf, Germany
| | - Alexander Thomas Pearson
- Section of Hematology/Oncology, Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Jakob Nikolas Kather
- Department of Medicine III, University Hospital RWTH Aachen, Aachen, Germany.
- German Cancer Research Center (DKFZ), Heidelberg, Germany.
| |
Collapse
|
17
|
Pereira PL, Iezzi R, Manfredi R, Carchesio F, Bánsághi Z, Brountzos E, Spiliopoulos S, Echevarria-Uraga JJ, Gonçalves B, Inchingolo R, Nardella M, Pellerin O, Sousa M, Arnold D, de Baère T, Gomez F, Helmberger T, Maleux G, Prenen H, Sangro B, Zeka B, Kaufmann N, Taieb J. The CIREL Cohort: A Prospective Controlled Registry Studying the Real-Life Use of Irinotecan-Loaded Chemoembolisation in Colorectal Cancer Liver Metastases: Interim Analysis. Cardiovasc Intervent Radiol 2021; 44:50-62. [PMID: 32974773 PMCID: PMC7728640 DOI: 10.1007/s00270-020-02646-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 09/05/2020] [Indexed: 02/08/2023]
Abstract
PURPOSE Transarterial chemoembolisation (TACE) using irinotecan-eluting beads is an additional treatment option for colorectal cancer liver metastases (CRLM) patients that are not eligible for curative treatment approaches. This interim analysis focuses on feasibility of the planned statistical analysis regarding data distribution and completeness, treatment intention, safety and health-related quality of life (HRQOL) of the first 50 patients prospectively enrolled in the CIrse REgistry for LifePearl™ microspheres (CIREL), an observational multicentre study conducted across Europe. METHODS In total, 50 patients ≥ 18 years diagnosed with CRLM and decided to be treated with irinotecan-eluting LifePearl™ microspheres TACE (LP-irinotecan TACE) by a multidisciplinary tumour board. There were no further inclusion or exclusion criteria. The primary endpoint is the categorisation of treatment intention, and secondary endpoints presented in this interim analysis are safety, treatment considerations and HRQOL. RESULTS LP-irinotecan TACE was conducted in 42% of patients as salvage therapy, 20% as an intensification treatment, 16% as a first-line treatment, 14% a consolidation treatment and 8% combination treatment with ablation with curative intent. Grade 3 and 4 adverse events were reported by 4% of patients during procedure and by 10% within 30 days. While 38% reported a worse, 62% reported a stable or better global health score, and 54% of patients with worse global health score were treated as salvage therapy patients. CONCLUSION This interim analysis confirms in a prospective analysis the feasibility of the study, with an acceptable toxicity profile. More patients reported a stable or improved HRQOL than deterioration. Deterioration of HRQOL was seen especially in salvage therapy patients. TRIAL REGISTRATION NCT03086096.
Collapse
Affiliation(s)
- Philippe L Pereira
- Zentrum für Radiologie, Minimal-Invasive Therapien und Nuklearmedizin, SLK-Kliniken Heilbronn GmbH, Am Gesundbrunnen 20-26, 74078, Heilbronn, Germany
| | - Roberto Iezzi
- Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, UOC di Radiologia Diagnostica ed Interventistica Generale, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Riccardo Manfredi
- Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, UOC di Radiologia Diagnostica ed Interventistica Generale, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Francesca Carchesio
- Dipartimento di Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, UOC di Radiologia Diagnostica ed Interventistica Generale, Fondazione Policlinico Universitario "A. Gemelli" IRCCS, Rome, Italy
| | - Zoltan Bánsághi
- Medical Imaging Center, Semmelweis University, Korányi Sándor u. 2, Budapest, 1082, Hungary
| | - Elias Brountzos
- Interventional Radiology Unit, 2nd Department of Radiology, School of Medicine, National and Kapodistrian University of Athens, Attikon University General Hospital, Rimini 1, Chaidari, 124 62, Athens, Greece
| | - Stavros Spiliopoulos
- Interventional Radiology Unit, 2nd Department of Radiology, School of Medicine, National and Kapodistrian University of Athens, Attikon University General Hospital, Rimini 1, Chaidari, 124 62, Athens, Greece
| | - Javier J Echevarria-Uraga
- Department of Radiology, Osakidetza Basque Health Service, Galdakao-Usansolo Hospital, Barrio Labeaga s/n, 48960, Galdakao, Spain
| | - Belarmino Gonçalves
- Department of Interventional Radiology, Portuguese Oncology Institute, Rua Dr. António Bernardino de Almeida, 4200-072, Porto, Portugal
| | - Riccardo Inchingolo
- Division of Interventional Radiology, Department of Radiology, Madonna delle Grazie Hospital, Via Montescaglioso, 75100, Matera, Italy
| | - Michele Nardella
- Division of Interventional Radiology, Department of Radiology, Madonna delle Grazie Hospital, Via Montescaglioso, 75100, Matera, Italy
| | - Olivier Pellerin
- Assistance Publique Hôpitaux de Paris, Service de Radiologie Interventionnelle Vasculaire et Oncologique, Hôpital Européen Georges Pompidou, Université Paris Descartes, Sorbonne Paris-Cité, 20 Rue Leblanc, 75015, Paris, France
| | - Maria Sousa
- Department of Interventional Radiology, Portuguese Oncology Institute, Rua Dr. António Bernardino de Almeida, 4200-072, Porto, Portugal
| | - Dirk Arnold
- Asklepios Tumorzentrum Hamburg, AK Altona, Paul Ehrlich Str. 1, 22763, Hamburg, Germany
| | - Thierry de Baère
- Service de Radiologie Interventionelle, Institut Gustave Roussy, 114 Rue Edouard Vaillant, 94800, Villejuif, France
| | - Fernando Gomez
- Servicio de Radiodiagnóstico, Hospital Clínic de Barcelona, Calle Villarroel, 170, 08036, Barcelona, Spain
- Department of Radiology, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX, Amsterdam, The Netherlands
| | - Thomas Helmberger
- Institut für Radiologie, München Klinik Bogenhausen Neuroradiologie und minimal-invasive Therapie, Englschalkinger Str. 77, 81925, Munich, Germany
| | - Geert Maleux
- Radiologie, UZ Leuven, Herestraat 49, 3000, Louvain, Belgium
| | - Hans Prenen
- Oncology Department, UZ Antwerp, Wilrijkstraat 10, 2650, Edegem, Belgium
| | - Bruno Sangro
- Liver Unit, Clinica Universidad de Navarra-IDISNA and CIBEREHD, Av. de Pío XII 36, 31008, Pamplona, Spain
| | - Bleranda Zeka
- Clinical Research Department, Cardiovascular and Interventional Radiological Society of Europe, Neutorgasse 9, 1010, Vienna, Austria
| | - Nathalie Kaufmann
- Clinical Research Department, Cardiovascular and Interventional Radiological Society of Europe, Neutorgasse 9, 1010, Vienna, Austria.
| | - Julien Taieb
- Assistance Publique Hôpitaux de Paris, Service d'hepatogastroentérologie et d'oncologie digestive, Hôpital Européen Georges Pompidou, Université Paris Descartes, Sorbonne Paris-Cité, 20 Rue Leblanc, 75015, Paris, France
| |
Collapse
|
18
|
Shuford RA, Cairns AL, Moaven O. Precision Approaches in the Management of Colorectal Cancer: Current Evidence and Latest Advancements Towards Individualizing the Treatment. Cancers (Basel) 2020; 12:E3481. [PMID: 33238500 PMCID: PMC7700522 DOI: 10.3390/cancers12113481] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 11/11/2020] [Accepted: 11/17/2020] [Indexed: 12/11/2022] Open
Abstract
The genetic and molecular underpinnings of metastatic colorectal cancer have been studied for decades, and the applicability of these findings in clinical decision making continues to evolve. Advancements in translating molecular studies have provided a basis for tailoring chemotherapeutic regimens in metastatic colorectal cancer (mCRC) treatment, which have informed multiple practice guidelines. Various genetic and molecular pathways have been identified as clinically significant in the pathogenesis of metastatic colorectal cancer. These include rat sarcoma (RAS), epithelial growth factor receptor (EGFR), vascular endothelial growth factor VEGF, microsatellite instability, mismatch repair, and v-raf murine sarcoma viral oncogene homolog b1 (BRAF) with established clinical implications. RAS mutations and deficiencies in the mismatch repair pathway guide decisions regarding the administration of anti-EGFR-based therapies and immunotherapy, respectively. Furthermore, there are several emerging pathways and therapeutic modalities that have not entered mainstream use in mCRC treatment and are ripe for further investigation. The well-established data in the arena of targeted therapies provide evidence-based support for the use or avoidance of various therapeutic regimens in mCRC treatment, while the emerging pathways and platforms offer a glimpse into the future of transforming a precision approach into a personalized treatment.
Collapse
Affiliation(s)
- Rebecca A. Shuford
- Department of Surgery, Wake Forest University, Winston-Salem, NC 27157, USA; (R.A.S.); (A.L.C.)
| | - Ashley L. Cairns
- Department of Surgery, Wake Forest University, Winston-Salem, NC 27157, USA; (R.A.S.); (A.L.C.)
| | - Omeed Moaven
- Section of Surgical Oncology, Department of Surgery, Mayo Clinic Florida, Jacksonville, FL 32224, USA
| |
Collapse
|
19
|
Lee Y, Lee S, Sung JS, Chung HJ, Lim AR, Kim JW, Choi YJ, Park KH, Kim YH. Clinical Application of Targeted Deep Sequencing in Metastatic Colorectal Cancer Patients: Actionable Genomic Alteration in K-MASTER Project. Cancer Res Treat 2020; 53:123-130. [PMID: 32810930 PMCID: PMC7812021 DOI: 10.4143/crt.2020.559] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 08/14/2020] [Indexed: 12/18/2022] Open
Abstract
Purpose Next-generation sequencing (NGS) can facilitate precision medicine approaches in metastatic colorectal cancer (mCRC) patients. We investigated the molecular profiling of Korean mCRC patients under the K-MASTER project which was initiated in June 2017 as a nationwide precision medicine oncology clinical trial platform which used NGS assay to screen actionable mutations. Materials and Methods As of 22 January 2020, total of 994 mCRC patients were registered in K-MASTER project. Targeted sequencing was performed using three platforms which were composed of the K-MASTER cancer panel v1.1 and the SNUH FIRST Cancer Panel v3.01. If tumor tissue was not available, cell-free DNA was extracted and the targeted sequencing was performed by Axen Cancer Panel as a liquid biopsy. Results In 994 mCRC patients, we found 1,564 clinically meaningful pathogenic variants which mutated in 71 genes. Anti-EGFR therapy candidates were 467 patients (47.0%) and BRAF V600E mutation (n=47, 4.7%), deficient mismatch repair/microsatellite instability–high (n=15, 1.5%), HER2 amplifications (n=10, 1.0%) could be incorporated with recently approved drugs. The patients with high tumor mutation burden (n=101, 12.7%) and DNA damaging response and repair defect pathway alteration (n=42, 4.2%) could be enrolled clinical trials with immune checkpoint inhibitors. There were more colorectal cancer molecular alterations such as PIK3CA, KRAS G12C, atypical BRAF, and HER2 mutations and even rarer but actionable genes that approved or ongoing clinical trials in other solid tumors. Conclusion K-MASTER project provides an intriguing background to investigate new clinical trials with biomarkers and give therapeutic opportunity for mCRC patients.
Collapse
Affiliation(s)
- Youngwoo Lee
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Soohyeon Lee
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Jae Sook Sung
- K-MASTER Cancer Precision Medicine Diagnosis and Treatment Enterprise, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Hee-Joon Chung
- K-MASTER Cancer Precision Medicine Diagnosis and Treatment Enterprise, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Ah-Reum Lim
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Ju Won Kim
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Yoon Ji Choi
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Kyong Hwa Park
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| | - Yeul Hong Kim
- Department of Internal Medicine, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea.,K-MASTER Cancer Precision Medicine Diagnosis and Treatment Enterprise, Korea University Anam Hospital, Korea University College of Medicine, Seoul, Korea
| |
Collapse
|