Single-Molecule Sequencing Enables Long Cell-Free DNA Detection and Direct Methylation Analysis for Cancer Patients
Abstract Background Analysis of circulating tumor DNA has become increasingly important as a tool for cancer care. However, the focus of previous studies has been on short fragments of DNA. Also, bisulfite sequencing, a conventional approach for methylation analysis, causes DNA degradation, which is...
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Veröffentlicht in: | Clinical chemistry (Baltimore, Md.) Md.), 2022-09, Vol.68 (9), p.1151-1163 |
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creator | Choy, L Y Lois Peng, Wenlei Jiang, Peiyong Cheng, Suk Hang Yu, Stephanie C Y Shang, Huimin Olivia Tse, O Y Wong, John Wong, Vincent Wai Sun Wong, Grace L H Lam, W K Jacky Chan, Stephen L Chiu, Rossa W K Chan, K C Allen Lo, Y M Dennis |
description | Abstract
Background
Analysis of circulating tumor DNA has become increasingly important as a tool for cancer care. However, the focus of previous studies has been on short fragments of DNA. Also, bisulfite sequencing, a conventional approach for methylation analysis, causes DNA degradation, which is not ideal for the assessment of long DNA properties and methylation patterns. This study attempted to overcome such obstacles by single-molecule sequencing.
Methods
Single-molecule real-time (SMRT) sequencing was used to sequence plasma DNA. We performed fragment size and direct methylation analysis for each molecule. A methylation score concerning single-molecule methylation patterns was used for cancer detection.
Results
A substantial proportion of plasma DNA was longer than 1 kb with a median of 16% in hepatocellular carcinoma (HCC) patients, hepatitis B virus carriers, and healthy individuals. The longest plasma DNA molecule in the HCC patients was 39.8 kb. Tumoral cell-free DNA (cfDNA) was generally shorter than nontumoral cfDNA. The longest tumoral cfDNA was 13.6 kb. Tumoral cfDNA had lower methylation levels compared with nontumoral cfDNA (median: 59.3% vs 76.9%). We developed and analyzed a metric reflecting single-molecule methylation patterns associated with cancer, named the HCC methylation score. HCC patients displayed significantly higher HCC methylation scores than those without HCC. Interestingly, compared to using short cfDNA (area under the receiver operating characteristic [ROC] curve, AUC: 0.75), the use of long cfDNA molecules greatly enhanced the discriminatory power (AUC: 0.91).
Conclusions
A previously unidentified long cfDNA population was revealed in cancer patients. The presence and direct methylation analysis of these molecules open new possibilities for cancer liquid biopsy. |
doi_str_mv | 10.1093/clinchem/hvac086 |
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Background
Analysis of circulating tumor DNA has become increasingly important as a tool for cancer care. However, the focus of previous studies has been on short fragments of DNA. Also, bisulfite sequencing, a conventional approach for methylation analysis, causes DNA degradation, which is not ideal for the assessment of long DNA properties and methylation patterns. This study attempted to overcome such obstacles by single-molecule sequencing.
Methods
Single-molecule real-time (SMRT) sequencing was used to sequence plasma DNA. We performed fragment size and direct methylation analysis for each molecule. A methylation score concerning single-molecule methylation patterns was used for cancer detection.
Results
A substantial proportion of plasma DNA was longer than 1 kb with a median of 16% in hepatocellular carcinoma (HCC) patients, hepatitis B virus carriers, and healthy individuals. The longest plasma DNA molecule in the HCC patients was 39.8 kb. Tumoral cell-free DNA (cfDNA) was generally shorter than nontumoral cfDNA. The longest tumoral cfDNA was 13.6 kb. Tumoral cfDNA had lower methylation levels compared with nontumoral cfDNA (median: 59.3% vs 76.9%). We developed and analyzed a metric reflecting single-molecule methylation patterns associated with cancer, named the HCC methylation score. HCC patients displayed significantly higher HCC methylation scores than those without HCC. Interestingly, compared to using short cfDNA (area under the receiver operating characteristic [ROC] curve, AUC: 0.75), the use of long cfDNA molecules greatly enhanced the discriminatory power (AUC: 0.91).
Conclusions
A previously unidentified long cfDNA population was revealed in cancer patients. The presence and direct methylation analysis of these molecules open new possibilities for cancer liquid biopsy.</description><identifier>ISSN: 0009-9147</identifier><identifier>EISSN: 1530-8561</identifier><identifier>DOI: 10.1093/clinchem/hvac086</identifier><identifier>PMID: 35587130</identifier><language>eng</language><publisher>England: Oxford University Press</publisher><ispartof>Clinical chemistry (Baltimore, Md.), 2022-09, Vol.68 (9), p.1151-1163</ispartof><rights>American Association for Clinical Chemistry 2022. 2022</rights><rights>Oxford University Press OR American Association for Clinical Chemistry 2022.</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c377t-5c6578a9b18c4edbb423a661f85496980029783245b68339173075fd42468d1a3</citedby><cites>FETCH-LOGICAL-c377t-5c6578a9b18c4edbb423a661f85496980029783245b68339173075fd42468d1a3</cites><orcidid>0000-0002-1746-9804 ; 0000-0003-1780-1691 ; 0000-0003-4523-3476 ; 0000-0003-2215-9410</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,776,780,1578,27901,27902</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/35587130$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Choy, L Y Lois</creatorcontrib><creatorcontrib>Peng, Wenlei</creatorcontrib><creatorcontrib>Jiang, Peiyong</creatorcontrib><creatorcontrib>Cheng, Suk Hang</creatorcontrib><creatorcontrib>Yu, Stephanie C Y</creatorcontrib><creatorcontrib>Shang, Huimin</creatorcontrib><creatorcontrib>Olivia Tse, O Y</creatorcontrib><creatorcontrib>Wong, John</creatorcontrib><creatorcontrib>Wong, Vincent Wai Sun</creatorcontrib><creatorcontrib>Wong, Grace L H</creatorcontrib><creatorcontrib>Lam, W K Jacky</creatorcontrib><creatorcontrib>Chan, Stephen L</creatorcontrib><creatorcontrib>Chiu, Rossa W K</creatorcontrib><creatorcontrib>Chan, K C Allen</creatorcontrib><creatorcontrib>Lo, Y M Dennis</creatorcontrib><title>Single-Molecule Sequencing Enables Long Cell-Free DNA Detection and Direct Methylation Analysis for Cancer Patients</title><title>Clinical chemistry (Baltimore, Md.)</title><addtitle>Clin Chem</addtitle><description>Abstract
Background
Analysis of circulating tumor DNA has become increasingly important as a tool for cancer care. However, the focus of previous studies has been on short fragments of DNA. Also, bisulfite sequencing, a conventional approach for methylation analysis, causes DNA degradation, which is not ideal for the assessment of long DNA properties and methylation patterns. This study attempted to overcome such obstacles by single-molecule sequencing.
Methods
Single-molecule real-time (SMRT) sequencing was used to sequence plasma DNA. We performed fragment size and direct methylation analysis for each molecule. A methylation score concerning single-molecule methylation patterns was used for cancer detection.
Results
A substantial proportion of plasma DNA was longer than 1 kb with a median of 16% in hepatocellular carcinoma (HCC) patients, hepatitis B virus carriers, and healthy individuals. The longest plasma DNA molecule in the HCC patients was 39.8 kb. Tumoral cell-free DNA (cfDNA) was generally shorter than nontumoral cfDNA. The longest tumoral cfDNA was 13.6 kb. Tumoral cfDNA had lower methylation levels compared with nontumoral cfDNA (median: 59.3% vs 76.9%). We developed and analyzed a metric reflecting single-molecule methylation patterns associated with cancer, named the HCC methylation score. HCC patients displayed significantly higher HCC methylation scores than those without HCC. Interestingly, compared to using short cfDNA (area under the receiver operating characteristic [ROC] curve, AUC: 0.75), the use of long cfDNA molecules greatly enhanced the discriminatory power (AUC: 0.91).
Conclusions
A previously unidentified long cfDNA population was revealed in cancer patients. The presence and direct methylation analysis of these molecules open new possibilities for cancer liquid biopsy.</description><issn>0009-9147</issn><issn>1530-8561</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>TOX</sourceid><recordid>eNqFUE1rGzEUFKUhcZzceyo6Fso20ur7aOy4KTgfkOS8aLVv6y1arSvtBvzvq8ZOrjk9Zt7MwAxCXyj5QYlhV853wW2hv9q-WEe0_IRmVDBSaCHpZzQjhJjCUK7O0HlKfzLkSstTdMaE0IoyMkPpsQu_PRS3gwc3ecCP8HeC4DKLr4OtPSS8GTJYgvfFOgLg1d0Cr2AEN3ZDwDY0eNXFjPAtjNu9t6_0Ili_T13C7RDx0gYHET_kF4QxXaCT1voEl8c7R8_r66flTbG5__lrudgUjik1FsJJobQ1NdWOQ1PXvGRWStpqwY00mpDSKM1KLmqpGTNUMaJE2_CSS91Qy-bo2yF3F4dcKo1V3yWXe9gAw5SqUkppiOaSZCk5SF0cUorQVrvY9TbuK0qq_1NXb1NXx6mz5esxfap7aN4Nb9tmwfeDYJh2H8f9A2Ukiyg</recordid><startdate>20220901</startdate><enddate>20220901</enddate><creator>Choy, L Y Lois</creator><creator>Peng, Wenlei</creator><creator>Jiang, Peiyong</creator><creator>Cheng, Suk Hang</creator><creator>Yu, Stephanie C Y</creator><creator>Shang, Huimin</creator><creator>Olivia Tse, O Y</creator><creator>Wong, John</creator><creator>Wong, Vincent Wai Sun</creator><creator>Wong, Grace L H</creator><creator>Lam, W K Jacky</creator><creator>Chan, Stephen L</creator><creator>Chiu, Rossa W K</creator><creator>Chan, K C Allen</creator><creator>Lo, Y M Dennis</creator><general>Oxford University Press</general><scope>TOX</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0002-1746-9804</orcidid><orcidid>https://orcid.org/0000-0003-1780-1691</orcidid><orcidid>https://orcid.org/0000-0003-4523-3476</orcidid><orcidid>https://orcid.org/0000-0003-2215-9410</orcidid></search><sort><creationdate>20220901</creationdate><title>Single-Molecule Sequencing Enables Long Cell-Free DNA Detection and Direct Methylation Analysis for Cancer Patients</title><author>Choy, L Y Lois ; Peng, Wenlei ; Jiang, Peiyong ; Cheng, Suk Hang ; Yu, Stephanie C Y ; Shang, Huimin ; Olivia Tse, O Y ; Wong, John ; Wong, Vincent Wai Sun ; Wong, Grace L H ; Lam, W K Jacky ; Chan, Stephen L ; Chiu, Rossa W K ; Chan, K C Allen ; Lo, Y M Dennis</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c377t-5c6578a9b18c4edbb423a661f85496980029783245b68339173075fd42468d1a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Choy, L Y Lois</creatorcontrib><creatorcontrib>Peng, Wenlei</creatorcontrib><creatorcontrib>Jiang, Peiyong</creatorcontrib><creatorcontrib>Cheng, Suk Hang</creatorcontrib><creatorcontrib>Yu, Stephanie C Y</creatorcontrib><creatorcontrib>Shang, Huimin</creatorcontrib><creatorcontrib>Olivia Tse, O Y</creatorcontrib><creatorcontrib>Wong, John</creatorcontrib><creatorcontrib>Wong, Vincent Wai Sun</creatorcontrib><creatorcontrib>Wong, Grace L H</creatorcontrib><creatorcontrib>Lam, W K Jacky</creatorcontrib><creatorcontrib>Chan, Stephen L</creatorcontrib><creatorcontrib>Chiu, Rossa W K</creatorcontrib><creatorcontrib>Chan, K C Allen</creatorcontrib><creatorcontrib>Lo, Y M Dennis</creatorcontrib><collection>Oxford Journals Open Access Collection</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>MEDLINE - Academic</collection><jtitle>Clinical chemistry (Baltimore, Md.)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Choy, L Y Lois</au><au>Peng, Wenlei</au><au>Jiang, Peiyong</au><au>Cheng, Suk Hang</au><au>Yu, Stephanie C Y</au><au>Shang, Huimin</au><au>Olivia Tse, O Y</au><au>Wong, John</au><au>Wong, Vincent Wai Sun</au><au>Wong, Grace L H</au><au>Lam, W K Jacky</au><au>Chan, Stephen L</au><au>Chiu, Rossa W K</au><au>Chan, K C Allen</au><au>Lo, Y M Dennis</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Single-Molecule Sequencing Enables Long Cell-Free DNA Detection and Direct Methylation Analysis for Cancer Patients</atitle><jtitle>Clinical chemistry (Baltimore, Md.)</jtitle><addtitle>Clin Chem</addtitle><date>2022-09-01</date><risdate>2022</risdate><volume>68</volume><issue>9</issue><spage>1151</spage><epage>1163</epage><pages>1151-1163</pages><issn>0009-9147</issn><eissn>1530-8561</eissn><abstract>Abstract
Background
Analysis of circulating tumor DNA has become increasingly important as a tool for cancer care. However, the focus of previous studies has been on short fragments of DNA. Also, bisulfite sequencing, a conventional approach for methylation analysis, causes DNA degradation, which is not ideal for the assessment of long DNA properties and methylation patterns. This study attempted to overcome such obstacles by single-molecule sequencing.
Methods
Single-molecule real-time (SMRT) sequencing was used to sequence plasma DNA. We performed fragment size and direct methylation analysis for each molecule. A methylation score concerning single-molecule methylation patterns was used for cancer detection.
Results
A substantial proportion of plasma DNA was longer than 1 kb with a median of 16% in hepatocellular carcinoma (HCC) patients, hepatitis B virus carriers, and healthy individuals. The longest plasma DNA molecule in the HCC patients was 39.8 kb. Tumoral cell-free DNA (cfDNA) was generally shorter than nontumoral cfDNA. The longest tumoral cfDNA was 13.6 kb. Tumoral cfDNA had lower methylation levels compared with nontumoral cfDNA (median: 59.3% vs 76.9%). We developed and analyzed a metric reflecting single-molecule methylation patterns associated with cancer, named the HCC methylation score. HCC patients displayed significantly higher HCC methylation scores than those without HCC. Interestingly, compared to using short cfDNA (area under the receiver operating characteristic [ROC] curve, AUC: 0.75), the use of long cfDNA molecules greatly enhanced the discriminatory power (AUC: 0.91).
Conclusions
A previously unidentified long cfDNA population was revealed in cancer patients. The presence and direct methylation analysis of these molecules open new possibilities for cancer liquid biopsy.</abstract><cop>England</cop><pub>Oxford University Press</pub><pmid>35587130</pmid><doi>10.1093/clinchem/hvac086</doi><tpages>13</tpages><orcidid>https://orcid.org/0000-0002-1746-9804</orcidid><orcidid>https://orcid.org/0000-0003-1780-1691</orcidid><orcidid>https://orcid.org/0000-0003-4523-3476</orcidid><orcidid>https://orcid.org/0000-0003-2215-9410</orcidid><oa>free_for_read</oa></addata></record> |
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title | Single-Molecule Sequencing Enables Long Cell-Free DNA Detection and Direct Methylation Analysis for Cancer Patients |
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