Epigenetic inactivation of DNA repair genes as promising prognostic and predictive biomarkers in urothelial bladder carcinoma patients
We sought to examine epigenetic inactivation of DNA damage repair (DDR) genes as prognostic and predictive biomarkers for urothelial bladder cancer (UBC) as there are currently no reliable prognostic biomarkers that identify UBC patients who would benefit from chemotherapy. Genome-wide DNA methylome...
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| Published in | Molecular genetics and genomics : MGG Vol. 297; no. 6; pp. 1671 - 1687 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.11.2022
Springer Nature B.V |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1617-4615 1617-4623 1617-4623 |
| DOI | 10.1007/s00438-022-01950-x |
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| Abstract | We sought to examine epigenetic inactivation of DNA damage repair (DDR) genes as prognostic and predictive biomarkers for urothelial bladder cancer (UBC) as there are currently no reliable prognostic biomarkers that identify UBC patients who would benefit from chemotherapy. Genome-wide DNA methylome using the cancer genome atlas-bladder cancer (TCGA-BLCA) datasets (primary tumors = 374 and normal tissues = 37) was performed for 154 DDR genes. The most two significant differentially methylated genes, Retinoblastoma binding protein 8 (
RBBP8)
and MutS homologue 4
(MSH4)
, between primary tumors and normal tissues of TCGA–BLCA were validated by methylation-specific PCR (MSP) in UBC (
n
= 70) compared to normal tissues (
n
= 30).
RBBP8
and
MSH4
expression was measured using qRT-PCR. We developed a predictive model for therapeutic response based on the
RBBP8
- and
MSH4
-methylation along with patients’ clinical features
.
Then, we assessed the prognostic significance of
RBBP8
and
MSH4
.
RBBP8-
and
MSH4
methylation and corresponding gene downregulation significantly associated with muscle-invasive phenotype, prolonged progression-free survival (PFS) and increased susceptibility to cisplatin chemotherapy in UBC. Promoter methylation of
RBBP8
and
MSH4
was positively correlated with each other and with their corresponding gene repression. The best machine-learning classification model predicted UBC patients’ response to cisplatin-based chemotherapy with an accuracy of 90.05 ± 4.5%. Epigenetic inactivation of
RBBP8
and
MSH4
in UBC could sensitize patients to DNA-damaging agents. A predictive machine-learning modeling approach based on the clinical features along with
RBBP8-
and
MSH4
-methylation might be a promising tool for stratification of UBC responders from nonresponders to chemotherapy. |
|---|---|
| AbstractList | We sought to examine epigenetic inactivation of DNA damage repair (DDR) genes as prognostic and predictive biomarkers for urothelial bladder cancer (UBC) as there are currently no reliable prognostic biomarkers that identify UBC patients who would benefit from chemotherapy. Genome-wide DNA methylome using the cancer genome atlas-bladder cancer (TCGA-BLCA) datasets (primary tumors = 374 and normal tissues = 37) was performed for 154 DDR genes. The most two significant differentially methylated genes, Retinoblastoma binding protein 8 (RBBP8) and MutS homologue 4 (MSH4), between primary tumors and normal tissues of TCGA-BLCA were validated by methylation-specific PCR (MSP) in UBC (n = 70) compared to normal tissues (n = 30). RBBP8 and MSH4 expression was measured using qRT-PCR. We developed a predictive model for therapeutic response based on the RBBP8- and MSH4-methylation along with patients' clinical features. Then, we assessed the prognostic significance of RBBP8 and MSH4. RBBP8- and MSH4 methylation and corresponding gene downregulation significantly associated with muscle-invasive phenotype, prolonged progression-free survival (PFS) and increased susceptibility to cisplatin chemotherapy in UBC. Promoter methylation of RBBP8 and MSH4 was positively correlated with each other and with their corresponding gene repression. The best machine-learning classification model predicted UBC patients' response to cisplatin-based chemotherapy with an accuracy of 90.05 ± 4.5%. Epigenetic inactivation of RBBP8 and MSH4 in UBC could sensitize patients to DNA-damaging agents. A predictive machine-learning modeling approach based on the clinical features along with RBBP8- and MSH4-methylation might be a promising tool for stratification of UBC responders from nonresponders to chemotherapy.We sought to examine epigenetic inactivation of DNA damage repair (DDR) genes as prognostic and predictive biomarkers for urothelial bladder cancer (UBC) as there are currently no reliable prognostic biomarkers that identify UBC patients who would benefit from chemotherapy. Genome-wide DNA methylome using the cancer genome atlas-bladder cancer (TCGA-BLCA) datasets (primary tumors = 374 and normal tissues = 37) was performed for 154 DDR genes. The most two significant differentially methylated genes, Retinoblastoma binding protein 8 (RBBP8) and MutS homologue 4 (MSH4), between primary tumors and normal tissues of TCGA-BLCA were validated by methylation-specific PCR (MSP) in UBC (n = 70) compared to normal tissues (n = 30). RBBP8 and MSH4 expression was measured using qRT-PCR. We developed a predictive model for therapeutic response based on the RBBP8- and MSH4-methylation along with patients' clinical features. Then, we assessed the prognostic significance of RBBP8 and MSH4. RBBP8- and MSH4 methylation and corresponding gene downregulation significantly associated with muscle-invasive phenotype, prolonged progression-free survival (PFS) and increased susceptibility to cisplatin chemotherapy in UBC. Promoter methylation of RBBP8 and MSH4 was positively correlated with each other and with their corresponding gene repression. The best machine-learning classification model predicted UBC patients' response to cisplatin-based chemotherapy with an accuracy of 90.05 ± 4.5%. Epigenetic inactivation of RBBP8 and MSH4 in UBC could sensitize patients to DNA-damaging agents. A predictive machine-learning modeling approach based on the clinical features along with RBBP8- and MSH4-methylation might be a promising tool for stratification of UBC responders from nonresponders to chemotherapy. We sought to examine epigenetic inactivation of DNA damage repair (DDR) genes as prognostic and predictive biomarkers for urothelial bladder cancer (UBC) as there are currently no reliable prognostic biomarkers that identify UBC patients who would benefit from chemotherapy. Genome-wide DNA methylome using the cancer genome atlas-bladder cancer (TCGA-BLCA) datasets (primary tumors = 374 and normal tissues = 37) was performed for 154 DDR genes. The most two significant differentially methylated genes, Retinoblastoma binding protein 8 (RBBP8) and MutS homologue 4 (MSH4), between primary tumors and normal tissues of TCGA–BLCA were validated by methylation-specific PCR (MSP) in UBC (n = 70) compared to normal tissues (n = 30). RBBP8 and MSH4 expression was measured using qRT-PCR. We developed a predictive model for therapeutic response based on the RBBP8- and MSH4-methylation along with patients’ clinical features. Then, we assessed the prognostic significance of RBBP8 and MSH4. RBBP8- and MSH4 methylation and corresponding gene downregulation significantly associated with muscle-invasive phenotype, prolonged progression-free survival (PFS) and increased susceptibility to cisplatin chemotherapy in UBC. Promoter methylation of RBBP8 and MSH4 was positively correlated with each other and with their corresponding gene repression. The best machine-learning classification model predicted UBC patients’ response to cisplatin-based chemotherapy with an accuracy of 90.05 ± 4.5%. Epigenetic inactivation of RBBP8 and MSH4 in UBC could sensitize patients to DNA-damaging agents. A predictive machine-learning modeling approach based on the clinical features along with RBBP8- and MSH4-methylation might be a promising tool for stratification of UBC responders from nonresponders to chemotherapy. We sought to examine epigenetic inactivation of DNA damage repair (DDR) genes as prognostic and predictive biomarkers for urothelial bladder cancer (UBC) as there are currently no reliable prognostic biomarkers that identify UBC patients who would benefit from chemotherapy. Genome-wide DNA methylome using the cancer genome atlas-bladder cancer (TCGA-BLCA) datasets (primary tumors = 374 and normal tissues = 37) was performed for 154 DDR genes. The most two significant differentially methylated genes, Retinoblastoma binding protein 8 ( RBBP8) and MutS homologue 4 (MSH4) , between primary tumors and normal tissues of TCGA–BLCA were validated by methylation-specific PCR (MSP) in UBC ( n = 70) compared to normal tissues ( n = 30). RBBP8 and MSH4 expression was measured using qRT-PCR. We developed a predictive model for therapeutic response based on the RBBP8 - and MSH4 -methylation along with patients’ clinical features . Then, we assessed the prognostic significance of RBBP8 and MSH4 . RBBP8- and MSH4 methylation and corresponding gene downregulation significantly associated with muscle-invasive phenotype, prolonged progression-free survival (PFS) and increased susceptibility to cisplatin chemotherapy in UBC. Promoter methylation of RBBP8 and MSH4 was positively correlated with each other and with their corresponding gene repression. The best machine-learning classification model predicted UBC patients’ response to cisplatin-based chemotherapy with an accuracy of 90.05 ± 4.5%. Epigenetic inactivation of RBBP8 and MSH4 in UBC could sensitize patients to DNA-damaging agents. A predictive machine-learning modeling approach based on the clinical features along with RBBP8- and MSH4 -methylation might be a promising tool for stratification of UBC responders from nonresponders to chemotherapy. |
| Author | Mohanad, Marwa Yousef, Hend F. Bahnassy, Abeer A. |
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| CitedBy_id | crossref_primary_10_1007_s12602_022_10035_5 crossref_primary_10_3390_cancers15020360 crossref_primary_10_3389_fbioe_2024_1458362 |
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| Keywords | CtIP/RBBP8 Prognosis Machine-learning predictions of response MSH4 Urothelial bladder carcinoma Epigenetic inactivation |
| Language | English |
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| SubjectTerms | Animal Genetics and Genomics artificial intelligence Biochemistry Biomarkers Biomedical and Life Sciences bladder Bladder cancer Cancer carcinoma Chemotherapy Cisplatin data collection DNA DNA damage DNA methylation DNA repair drug therapy Epigenetics Genes Genomes genomics Human Genetics Invasiveness Learning algorithms Life Sciences Machine learning methylation Microbial Genetics and Genomics Original Original Article Patients phenotype Phenotypes Plant Genetics and Genomics Polymerase chain reaction Prediction models Retina Retinoblastoma Tumors urinary bladder neoplasms Urothelial cancer |
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| Title | Epigenetic inactivation of DNA repair genes as promising prognostic and predictive biomarkers in urothelial bladder carcinoma patients |
| URI | https://link.springer.com/article/10.1007/s00438-022-01950-x https://www.proquest.com/docview/2728311414 https://www.proquest.com/docview/2712854557 https://www.proquest.com/docview/2834254541 https://pubmed.ncbi.nlm.nih.gov/PMC9596572 https://link.springer.com/content/pdf/10.1007/s00438-022-01950-x.pdf |
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