Sequential and co-occurring DNA damage response genetic mutations impact survival in stage III colorectal cancer patients receiving adjuvant oxaliplatin-based chemotherapy
Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stag...
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          | Published in | BMC cancer Vol. 21; no. 1; pp. 217 - 11 | 
|---|---|
| Main Authors | , , , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        London
          BioMed Central
    
        02.03.2021
     BioMed Central Ltd Springer Nature B.V BMC  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 1471-2407 1471-2407  | 
| DOI | 10.1186/s12885-021-07926-1 | 
Cover
| Abstract | Background
Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC).
Methods
A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis.
Results
Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related
ATM
or
BRCA2
somatic mutations or non-
TP53, APC
somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank
p
-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of
APC
,
KRAS
and
APC
,
BRCA2
sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in
BRCA2
, such as
TP53
somatic mutations, affected recurrence-free survival.
Conclusions
According to the evolution model, DNA damage response (DDR)-related
ATM
or
BRCA2
somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. | 
    
|---|---|
| AbstractList | Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC). A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis. Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival. According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC). Methods A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis. Results Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non- TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p -value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC , KRAS and APC , BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2 , such as TP53 somatic mutations, affected recurrence-free survival. Conclusions According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC).BACKGROUNDCertain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC).A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis.METHODSA total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis.Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival.RESULTSSix sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival.According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival.CONCLUSIONSAccording to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC). A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis. Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival. According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. Abstract Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC). Methods A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis. Results Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival. Conclusions According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC). Methods A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis. Results Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival. Conclusions According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival. Keywords: Sequential somatic mutations, DNA damage response gene, Colorectal cancer, Tumor heterogeneity, Tumor evolution Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary tree using bulk-targeted deep sequencing to explore the impact of sequential and co-occurring somatic mutations on patients with stage III colorectal cancer (CRC). Methods A total of 108 stage III CRC patients from National Cheng Kung University Hospital (NCKUH) were recruited for this study between Jan. 2014 and Jan. 2019. Clinical information and tumor-targeted deep sequencing data were collected. Phylogenetic trees were reconstructed for evolutionary trajectories. We used a machine learning model for survival analysis. Results Six sequential somatic mutations stratified patients into seven subgroups based on survival. Patients carrying sequential germline followed by DNA damage response-related ATM or BRCA2 somatic mutations or non-TP53, APC somatic mutations had a better outcome than those without such mutations. The 4-year recurrence-free survival (RFS) probability was 88% in the low-risk group (G1) and 46% in the high-risk group (G2) (log-rank p-value 2e-05). The predictive efficacy by the area under the curve (AUC) was 0.73, 0.7, 0.797, and 0.88 at 2, 4, 6, and 8 years, respectively. The mutation status of mismatch repair (MMR) genes was not associated with RFS. Different genomic features were found between the groups. The orders of APC, KRAS and APC, BRCA2 sequential somatic mutations were associated with clinical outcomes. The occurrence of somatic mutations in BRCA2, such as TP53 somatic mutations, affected recurrence-free survival. Conclusions According to the evolution model, DNA damage response (DDR)-related ATM or BRCA2 somatic mutations are promising biomarkers for assessing the response of stage III CRC patients to oxaliplatin-based chemotherapy. The sequential order and co-occurring DDR somatic mutations are associated with recurrence-free survival.  | 
    
| ArticleNumber | 217 | 
    
| Audience | Academic | 
    
| Author | Shen, Meng-Ru Pan, Chien-Chang Lin, Peng-Chan Yeh, Yu-Min Chen, Po-Chuan Lin, Bo-Wen Chan, Ren-Hao  | 
    
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| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/33653301$$D View this record in MEDLINE/PubMed | 
    
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| Keywords | Tumor heterogeneity Tumor evolution Sequential somatic mutations DNA damage response gene Colorectal cancer  | 
    
| Language | English | 
    
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| PublicationTitle | BMC cancer | 
    
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| References_xml | – volume: 13 start-page: 681 year: 2019 ident: 7926_CR11 publication-title: Mol Oncol doi: 10.1002/1878-0261.12467 – volume: 9 start-page: 2858 year: 2019 ident: 7926_CR24 publication-title: Sci Rep doi: 10.1038/s41598-019-39525-3 – volume: 3 start-page: 330 year: 2003 ident: 7926_CR18 publication-title: Nat Rev Cancer doi: 10.1038/nrc1074 – volume: 145 start-page: 19 year: 2011 ident: 7926_CR2 publication-title: Cell. doi: 10.1016/j.cell.2011.03.026 – volume: 461 start-page: 1071 year: 2009 ident: 7926_CR23 publication-title: Nature. doi: 10.1038/nature08467 – volume: 16 start-page: 3905 year: 2015 ident: 7926_CR15 publication-title: J Mach Learn Res – volume: 7 start-page: a027060 year: 2017 ident: 7926_CR5 publication-title: Cold Spring Harb Perspect Med doi: 10.1101/cshperspect.a027060 – volume: 10 start-page: 2348 year: 2020 ident: 7926_CR16 publication-title: Front Oncol – volume: 15 start-page: 81 year: 2018 ident: 7926_CR1 publication-title: Nat Rev Clin Oncol doi: 10.1038/nrclinonc.2017.166 – volume: 372 start-page: 601 year: 2015 ident: 7926_CR26 publication-title: N Engl J Med doi: 10.1056/NEJMoa1412098 – volume: 23 start-page: 239 year: 2018 ident: 7926_CR9 publication-title: Cell Rep doi: 10.1016/j.celrep.2018.03.076 – volume: 15 start-page: 707 year: 2018 ident: 7926_CR13 publication-title: Nat Methods doi: 10.1038/s41592-018-0108-x – volume: 26 start-page: 1372 year: 2020 ident: 7926_CR25 publication-title: Clin Cancer Res doi: 10.1158/1078-0432.CCR-19-2409 – volume: 35 start-page: 10 year: 2019 ident: 7926_CR4 publication-title: Cancer Cell doi: 10.1016/j.ccell.2018.11.009 – volume: 146 start-page: 1781 year: 2020 ident: 7926_CR7 publication-title: J Cancer Res Clin Oncol doi: 10.1007/s00432-020-03237-3 – volume: 12 start-page: 756 year: 2011 ident: 7926_CR19 publication-title: Cancer Biol Ther doi: 10.4161/cbt.12.8.17169 – volume: 13 start-page: e178 year: 2012 ident: 7926_CR3 publication-title: Lancet Oncol doi: 10.1016/S1470-2045(11)70335-7 – volume: 24 start-page: 334 year: 2018 ident: 7926_CR8 publication-title: Clin Cancer Res doi: 10.1158/1078-0432.CCR-17-1841 – volume: 9 start-page: 3931 year: 2019 ident: 7926_CR10 publication-title: Sci Rep doi: 10.1038/s41598-019-40571-0 – volume: 8 start-page: e1002700 year: 2012 ident: 7926_CR6 publication-title: PLoS Genet doi: 10.1371/journal.pgen.1002700 – volume: 10 start-page: e1003665 year: 2014 ident: 7926_CR12 publication-title: PLoS Comput Biol doi: 10.1371/journal.pcbi.1003665 – volume: 17 start-page: 337 year: 2016 ident: 7926_CR21 publication-title: Nat Rev Mol Cell Biol doi: 10.1038/nrm.2016.48 – volume: 23 start-page: 461 year: 2017 ident: 7926_CR20 publication-title: Nat Med doi: 10.1038/nm.4291 – volume: 61 start-page: 33 year: 2000 ident: 7926_CR14 publication-title: Mayo Clin Sect Biostat Tech Rep – volume: 9 start-page: 2110 year: 2020 ident: 7926_CR17 publication-title: Cells doi: 10.3390/cells9092110 – volume: 148 start-page: 88 year: 2015 ident: 7926_CR22 publication-title: Gastroenterology. doi: 10.1053/j.gastro.2014.09.041  | 
    
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| Snippet | Background
Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer... Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer evolutionary... Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a cancer... Abstract Background Certain sequences of genomic mutations can lead to cancer formation and affect treatment outcomes and drug resistance. We constructed a...  | 
    
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| SubjectTerms | Adenomatous polyposis coli Adenomatous Polyposis Coli Protein - genetics Aged Biomedical and Life Sciences Biomedicine BRCA2 protein BRCA2 Protein - genetics Cancer Cancer Research Chemotherapy Clinical outcomes Colorectal cancer Colorectal carcinoma Colorectal Neoplasms - drug therapy Colorectal Neoplasms - genetics Colorectal Neoplasms - mortality Colorectal Neoplasms - pathology Decision trees Deoxyribonucleic acid Development and progression DNA DNA Damage DNA damage response gene DNA repair Drug resistance Drug therapy Evolution Feature selection Female Gene mutations Genetic aspects Health aspects Health Promotion and Disease Prevention Humans Learning algorithms Machine learning Male Medical prognosis Medicine/Public Health Middle Aged Mismatch repair Mutation Neoplasm Staging Oncology Oxaliplatin Oxaliplatin - administration & dosage p53 Protein Patients Phylogenetics Phylogeny Proto-Oncogene Proteins p21(ras) - genetics Research Article Risk groups Sequential somatic mutations Surgical Oncology Survival Tumor evolution Tumor heterogeneity  | 
    
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| Title | Sequential and co-occurring DNA damage response genetic mutations impact survival in stage III colorectal cancer patients receiving adjuvant oxaliplatin-based chemotherapy | 
    
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