Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response

The early detection of cancer can reduce cancer-related mortality. There is no clinically useful noninvasive biomarker for early detection of breast cancer. The aim of this study was to develop accurate and precise early detection biomarkers and a dynamic monitoring system following treatment. We an...

Full description

Bibliographic Details
Main Authors: Sheng-Chao Wang, Li-Min Liao, Muhamad Ansar, Shih-Yun Lin, Wei-Wen Hsu, Chih-Ming Su, Yu-Mei Chung, Cai-Cing Liu, Chin-Sheng Hung, Ruo-Kai Lin
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/13/6/1375
id doaj-5b4d946a33954fe3b62268389c0fb94b
record_format Article
spelling doaj-5b4d946a33954fe3b62268389c0fb94b2021-03-19T00:02:21ZengMDPI AGCancers2072-66942021-03-01131375137510.3390/cancers13061375Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment ResponseSheng-Chao Wang0Li-Min Liao1Muhamad Ansar2Shih-Yun Lin3Wei-Wen Hsu4Chih-Ming Su5Yu-Mei Chung6Cai-Cing Liu7Chin-Sheng Hung8Ruo-Kai Lin9Ph.D. Program in Drug Discovery and Development Industry, College of Pharmacy, Taipei Medical University, No. 250, Wuxing St., Taipei 110, TaiwanDivision of General Surgery, Department of Surgery, Taipei Medical University Shuang Ho Hospital, No.291, Zhongzheng Rd., Zhonghe District, New Taipei City 23561, TaiwanPh.D. Program in the Clinical Drug Development of Herbal Medicine, Taipei Medical University, 250 Wu-Hsing Street, Taipei 110, TaiwanGraduate Institute of Pharmacognosy, Taipei Medical University, 250 Wu-Hsing Street, Taipei 110, TaiwanDepartment of Statistics, College of Arts and Sciences, Kansas State University, 101 Dickens Hall, 1116 Mid-Campus Drive N, Manhattan, KS 66506-0802, USADivision of General Surgery, Department of Surgery, Taipei Medical University Shuang Ho Hospital, No.291, Zhongzheng Rd., Zhonghe District, New Taipei City 23561, TaiwanMaster Program for Clinical Pharmacogenomics and Pharmacoproteomics, Taipei Medical University, 250 Wu-Hsing Street, Taipei 110, TaiwanSchool of Medical Laboratory Science and Biotechnology, College of Medical Science and Technology, Taipei Medical University, 250 Wu-Hsing Street, Taipei 110, TaiwanDivision of General Surgery, Department of Surgery, Taipei Medical University Shuang Ho Hospital, No.291, Zhongzheng Rd., Zhonghe District, New Taipei City 23561, TaiwanPh.D. Program in Drug Discovery and Development Industry, College of Pharmacy, Taipei Medical University, No. 250, Wuxing St., Taipei 110, TaiwanThe early detection of cancer can reduce cancer-related mortality. There is no clinically useful noninvasive biomarker for early detection of breast cancer. The aim of this study was to develop accurate and precise early detection biomarkers and a dynamic monitoring system following treatment. We analyzed a genome-wide methylation array in Taiwanese and The Cancer Genome Atlas (TCGA) breast cancer (BC) patients. Most breast cancer-specific circulating methylated <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> biomarkers were found in the plasma. An automatic analysis process of methylated ccfDNA was established. A combined analysis of <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> (CGIm) was performed in R using Recursive Partitioning and Regression Trees to establish a new prediction model. Combined analysis of <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> (CGIm) was found to have a sensitivity level of 97% and an area under the curve (AUC) of 0.955 in the training set, and a sensitivity level of 100% and an AUC of 0.961 in the test set. The circulating methylated <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> was also significantly decreased after surgery (all <i>p</i> < 0.001). The aberrant methylation patterns of the <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> genes means that they are potential biomarkers for the detection of early BC and can be combined with breast imaging data to achieve higher accuracy, sensitivity and specificity, facilitating breast cancer detection. They may also be applied to monitor the surgical treatment response.https://www.mdpi.com/2072-6694/13/6/1375breast cancerDNA methylationearly detectioncirculating cell-free DNAautomatic detectionsurgical treatment response
collection DOAJ
language English
format Article
sources DOAJ
author Sheng-Chao Wang
Li-Min Liao
Muhamad Ansar
Shih-Yun Lin
Wei-Wen Hsu
Chih-Ming Su
Yu-Mei Chung
Cai-Cing Liu
Chin-Sheng Hung
Ruo-Kai Lin
spellingShingle Sheng-Chao Wang
Li-Min Liao
Muhamad Ansar
Shih-Yun Lin
Wei-Wen Hsu
Chih-Ming Su
Yu-Mei Chung
Cai-Cing Liu
Chin-Sheng Hung
Ruo-Kai Lin
Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response
Cancers
breast cancer
DNA methylation
early detection
circulating cell-free DNA
automatic detection
surgical treatment response
author_facet Sheng-Chao Wang
Li-Min Liao
Muhamad Ansar
Shih-Yun Lin
Wei-Wen Hsu
Chih-Ming Su
Yu-Mei Chung
Cai-Cing Liu
Chin-Sheng Hung
Ruo-Kai Lin
author_sort Sheng-Chao Wang
title Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response
title_short Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response
title_full Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response
title_fullStr Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response
title_full_unstemmed Automatic Detection of the Circulating Cell-Free Methylated DNA Pattern of <i>GCM2</i>, <i>ITPRIPL1</i> and <i>CCDC181</i> for Detection of Early Breast Cancer and Surgical Treatment Response
title_sort automatic detection of the circulating cell-free methylated dna pattern of <i>gcm2</i>, <i>itpripl1</i> and <i>ccdc181</i> for detection of early breast cancer and surgical treatment response
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2021-03-01
description The early detection of cancer can reduce cancer-related mortality. There is no clinically useful noninvasive biomarker for early detection of breast cancer. The aim of this study was to develop accurate and precise early detection biomarkers and a dynamic monitoring system following treatment. We analyzed a genome-wide methylation array in Taiwanese and The Cancer Genome Atlas (TCGA) breast cancer (BC) patients. Most breast cancer-specific circulating methylated <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> biomarkers were found in the plasma. An automatic analysis process of methylated ccfDNA was established. A combined analysis of <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> (CGIm) was performed in R using Recursive Partitioning and Regression Trees to establish a new prediction model. Combined analysis of <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> (CGIm) was found to have a sensitivity level of 97% and an area under the curve (AUC) of 0.955 in the training set, and a sensitivity level of 100% and an AUC of 0.961 in the test set. The circulating methylated <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> was also significantly decreased after surgery (all <i>p</i> < 0.001). The aberrant methylation patterns of the <i>CCDC181</i>, <i>GCM2</i> and <i>ITPRIPL1</i> genes means that they are potential biomarkers for the detection of early BC and can be combined with breast imaging data to achieve higher accuracy, sensitivity and specificity, facilitating breast cancer detection. They may also be applied to monitor the surgical treatment response.
topic breast cancer
DNA methylation
early detection
circulating cell-free DNA
automatic detection
surgical treatment response
url https://www.mdpi.com/2072-6694/13/6/1375
work_keys_str_mv AT shengchaowang automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT liminliao automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT muhamadansar automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT shihyunlin automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT weiwenhsu automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT chihmingsu automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT yumeichung automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT caicingliu automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT chinshenghung automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
AT ruokailin automaticdetectionofthecirculatingcellfreemethylateddnapatternofigcm2iiitpripl1iandiccdc181ifordetectionofearlybreastcancerandsurgicaltreatmentresponse
_version_ 1724214916503568384