Graft-derived cell-free DNA, a noninvasive early rejection and graft damage marker in liver transplantation: A prospective, observational, multicenter cohort study

Graft-derived cell-free DNA (GcfDNA), which is released into the blood stream by necrotic and apoptotic cells, is a promising noninvasive organ integrity biomarker. In liver transplantation (LTx), neither conventional liver function tests (LTFs) nor immunosuppressive drug monitoring are very effecti...

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Veröffentlicht in:PLoS medicine 2017-04, Vol.14 (4), p.e1002286
Hauptverfasser: Schütz, Ekkehard, Fischer, Anna, Beck, Julia, Harden, Markus, Koch, Martina, Wuensch, Tilo, Stockmann, Martin, Nashan, Björn, Kollmar, Otto, Matthaei, Johannes, Kanzow, Philipp, Walson, Philip D, Brockmöller, Jürgen, Oellerich, Michael
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container_title PLoS medicine
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creator Schütz, Ekkehard
Fischer, Anna
Beck, Julia
Harden, Markus
Koch, Martina
Wuensch, Tilo
Stockmann, Martin
Nashan, Björn
Kollmar, Otto
Matthaei, Johannes
Kanzow, Philipp
Walson, Philip D
Brockmöller, Jürgen
Oellerich, Michael
description Graft-derived cell-free DNA (GcfDNA), which is released into the blood stream by necrotic and apoptotic cells, is a promising noninvasive organ integrity biomarker. In liver transplantation (LTx), neither conventional liver function tests (LTFs) nor immunosuppressive drug monitoring are very effective for rejection monitoring. We therefore hypothesized that the quantitative measurement of donor-derived cell-free DNA (cfDNA) would have independent value for the assessment of graft integrity, including damage from acute rejection. Traditional LFTs were performed and plasma GcfDNA was monitored in 115 adults post-LTx at three German transplant centers as part of a prospective, observational, multicenter cohort trial. GcfDNA percentage (graft cfDNA/total cfDNA) was measured using droplet digital PCR (ddPCR), based on a limited number of predefined single nucleotide polymorphisms, enabling same-day turn-around. The same method was used to quantify blood microchimerism. GcfDNA was increased >50% on day 1 post-LTx, presumably from ischemia/reperfusion damage, but rapidly declined in patients without graft injury within 7 to 10 d to a median
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In liver transplantation (LTx), neither conventional liver function tests (LTFs) nor immunosuppressive drug monitoring are very effective for rejection monitoring. We therefore hypothesized that the quantitative measurement of donor-derived cell-free DNA (cfDNA) would have independent value for the assessment of graft integrity, including damage from acute rejection. Traditional LFTs were performed and plasma GcfDNA was monitored in 115 adults post-LTx at three German transplant centers as part of a prospective, observational, multicenter cohort trial. GcfDNA percentage (graft cfDNA/total cfDNA) was measured using droplet digital PCR (ddPCR), based on a limited number of predefined single nucleotide polymorphisms, enabling same-day turn-around. The same method was used to quantify blood microchimerism. GcfDNA was increased &gt;50% on day 1 post-LTx, presumably from ischemia/reperfusion damage, but rapidly declined in patients without graft injury within 7 to 10 d to a median &lt;10%, where it remained for the 1-y observation period. Of 115 patients, 107 provided samples that met preestablished criteria. In 31 samples taken from 17 patients during biopsy-proven acute rejection episodes, the percentage of GcfDNA was elevated substantially (median 29.6%, 95% CI 23.6%-41.0%) compared with that in 282 samples from 88 patients during stable periods (median 3.3%, 95% CI 2.9%-3.7%; p &lt; 0.001). Only slightly higher values (median 5.9%, 95% CI 4.4%-10.3%) were found in 68 samples from 17 hepatitis C virus (HCV)-positive, rejection-free patients. LFTs had low overall correlations (r = 0.28-0.62) with GcfDNA and showed greater overlap between patient subgroups, especially between acute rejection and HCV+ patients. Multivariable logistic regression modeling demonstrated that GcfDNA provided additional LFT-independent information on graft integrity. Diagnostic sensitivity and specificity were 90.3% (95% CI 74.2%-98.0%) and 92.9% (95% CI 89.3%-95.6%), respectively, for GcfDNA at a threshold value of 10%. The area under the receiver operator characteristic curve was higher for GcfDNA (97.1%, 95% CI 93.4%-100%) than for same-day conventional LFTs (AST: 95.7%; ALT: 95.2%; γ-GT: 94.5%; bilirubin: 82.6%). An evaluation of microchimerism revealed that the maximum donor DNA in circulating white blood cells was only 0.068%. GcfDNA percentage can be influenced by major changes in host cfDNA (e.g., due to leukopenia or leukocytosis). One limitation of our study is that exact time-matched GcfDNA and LFT samples were not available for all patient visits. In this study, determination of GcfDNA in plasma by ddPCR allowed for earlier and more sensitive discrimination of acute rejection in LTx patients as compared with conventional LFTs. Potential blood microchimerism was quantitatively low and had no significant influence on GcfDNA value. Further research, which should ideally include protocol biopsies, will be needed to establish the practical value of GcfDNA measurements in the management of LTx patients.</description><identifier>ISSN: 1549-1676</identifier><identifier>ISSN: 1549-1277</identifier><identifier>EISSN: 1549-1676</identifier><identifier>DOI: 10.1371/journal.pmed.1002286</identifier><identifier>PMID: 28441386</identifier><language>eng</language><publisher>United States: Public Library of Science</publisher><subject>Adult ; Aged ; Analysis ; Area Under Curve ; Biology and Life Sciences ; Biomarkers ; Biomarkers - blood ; Biopsy ; Blood circulation ; Chimerism ; Cohort analysis ; Deoxyribonucleic acid ; DNA ; DNA - blood ; DNA methylation ; Female ; Genetic aspects ; Genomes ; Germany ; Graft rejection ; Graft Rejection - blood ; Graft Rejection - diagnosis ; Grafting ; Health aspects ; Hepacivirus ; Humans ; Immunology ; Immunosuppression ; Leukocytes - metabolism ; Leukopenia ; Liver ; Liver Function Tests ; Liver Transplantation ; Liver transplants ; Logistic Models ; Male ; Medicine and Health Sciences ; Middle Aged ; Open access publishing ; Patients ; Pharmacology ; Plasma ; Prospective Studies ; ROC Curve ; Single nucleotide polymorphisms ; Surgery ; Therapeutic drug monitoring ; Transplants &amp; implants ; Viruses</subject><ispartof>PLoS medicine, 2017-04, Vol.14 (4), p.e1002286</ispartof><rights>COPYRIGHT 2017 Public Library of Science</rights><rights>2017 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: Schütz E, Fischer A, Beck J, Harden M, Koch M, Wuensch T, et al. (2017) Graft-derived cell-free DNA, a noninvasive early rejection and graft damage marker in liver transplantation: A prospective, observational, multicenter cohort study. PLoS Med 14(4): e1002286. https://doi.org/10.1371/journal.pmed.1002286</rights><rights>2017 Schütz et al 2017 Schütz et al</rights><rights>2017 Public Library of Science. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited: Schütz E, Fischer A, Beck J, Harden M, Koch M, Wuensch T, et al. (2017) Graft-derived cell-free DNA, a noninvasive early rejection and graft damage marker in liver transplantation: A prospective, observational, multicenter cohort study. PLoS Med 14(4): e1002286. https://doi.org/10.1371/journal.pmed.1002286</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c731t-4a57e16b6944db0b1fd8548ac9613e52d4653a26226909ed7d10f242cce777073</citedby><cites>FETCH-LOGICAL-c731t-4a57e16b6944db0b1fd8548ac9613e52d4653a26226909ed7d10f242cce777073</cites><orcidid>0000-0002-8854-1340 ; 0000-0002-2169-561X ; 0000-0001-8151-422X ; 0000-0001-8118-0717</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404754/pdf/$$EPDF$$P50$$Gpubmedcentral$$Hfree_for_read</linktopdf><linktohtml>$$Uhttps://www.ncbi.nlm.nih.gov/pmc/articles/PMC5404754/$$EHTML$$P50$$Gpubmedcentral$$Hfree_for_read</linktohtml><link.rule.ids>230,314,723,776,780,860,881,2096,2915,23845,27901,27902,53766,53768,79343,79344</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/28441386$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Schütz, Ekkehard</creatorcontrib><creatorcontrib>Fischer, Anna</creatorcontrib><creatorcontrib>Beck, Julia</creatorcontrib><creatorcontrib>Harden, Markus</creatorcontrib><creatorcontrib>Koch, Martina</creatorcontrib><creatorcontrib>Wuensch, Tilo</creatorcontrib><creatorcontrib>Stockmann, Martin</creatorcontrib><creatorcontrib>Nashan, Björn</creatorcontrib><creatorcontrib>Kollmar, Otto</creatorcontrib><creatorcontrib>Matthaei, Johannes</creatorcontrib><creatorcontrib>Kanzow, Philipp</creatorcontrib><creatorcontrib>Walson, Philip D</creatorcontrib><creatorcontrib>Brockmöller, Jürgen</creatorcontrib><creatorcontrib>Oellerich, Michael</creatorcontrib><title>Graft-derived cell-free DNA, a noninvasive early rejection and graft damage marker in liver transplantation: A prospective, observational, multicenter cohort study</title><title>PLoS medicine</title><addtitle>PLoS Med</addtitle><description>Graft-derived cell-free DNA (GcfDNA), which is released into the blood stream by necrotic and apoptotic cells, is a promising noninvasive organ integrity biomarker. In liver transplantation (LTx), neither conventional liver function tests (LTFs) nor immunosuppressive drug monitoring are very effective for rejection monitoring. We therefore hypothesized that the quantitative measurement of donor-derived cell-free DNA (cfDNA) would have independent value for the assessment of graft integrity, including damage from acute rejection. Traditional LFTs were performed and plasma GcfDNA was monitored in 115 adults post-LTx at three German transplant centers as part of a prospective, observational, multicenter cohort trial. GcfDNA percentage (graft cfDNA/total cfDNA) was measured using droplet digital PCR (ddPCR), based on a limited number of predefined single nucleotide polymorphisms, enabling same-day turn-around. The same method was used to quantify blood microchimerism. GcfDNA was increased &gt;50% on day 1 post-LTx, presumably from ischemia/reperfusion damage, but rapidly declined in patients without graft injury within 7 to 10 d to a median &lt;10%, where it remained for the 1-y observation period. Of 115 patients, 107 provided samples that met preestablished criteria. In 31 samples taken from 17 patients during biopsy-proven acute rejection episodes, the percentage of GcfDNA was elevated substantially (median 29.6%, 95% CI 23.6%-41.0%) compared with that in 282 samples from 88 patients during stable periods (median 3.3%, 95% CI 2.9%-3.7%; p &lt; 0.001). Only slightly higher values (median 5.9%, 95% CI 4.4%-10.3%) were found in 68 samples from 17 hepatitis C virus (HCV)-positive, rejection-free patients. LFTs had low overall correlations (r = 0.28-0.62) with GcfDNA and showed greater overlap between patient subgroups, especially between acute rejection and HCV+ patients. Multivariable logistic regression modeling demonstrated that GcfDNA provided additional LFT-independent information on graft integrity. Diagnostic sensitivity and specificity were 90.3% (95% CI 74.2%-98.0%) and 92.9% (95% CI 89.3%-95.6%), respectively, for GcfDNA at a threshold value of 10%. The area under the receiver operator characteristic curve was higher for GcfDNA (97.1%, 95% CI 93.4%-100%) than for same-day conventional LFTs (AST: 95.7%; ALT: 95.2%; γ-GT: 94.5%; bilirubin: 82.6%). An evaluation of microchimerism revealed that the maximum donor DNA in circulating white blood cells was only 0.068%. GcfDNA percentage can be influenced by major changes in host cfDNA (e.g., due to leukopenia or leukocytosis). One limitation of our study is that exact time-matched GcfDNA and LFT samples were not available for all patient visits. In this study, determination of GcfDNA in plasma by ddPCR allowed for earlier and more sensitive discrimination of acute rejection in LTx patients as compared with conventional LFTs. Potential blood microchimerism was quantitatively low and had no significant influence on GcfDNA value. Further research, which should ideally include protocol biopsies, will be needed to establish the practical value of GcfDNA measurements in the management of LTx patients.</description><subject>Adult</subject><subject>Aged</subject><subject>Analysis</subject><subject>Area Under Curve</subject><subject>Biology and Life Sciences</subject><subject>Biomarkers</subject><subject>Biomarkers - blood</subject><subject>Biopsy</subject><subject>Blood circulation</subject><subject>Chimerism</subject><subject>Cohort analysis</subject><subject>Deoxyribonucleic acid</subject><subject>DNA</subject><subject>DNA - blood</subject><subject>DNA methylation</subject><subject>Female</subject><subject>Genetic aspects</subject><subject>Genomes</subject><subject>Germany</subject><subject>Graft rejection</subject><subject>Graft Rejection - blood</subject><subject>Graft Rejection - diagnosis</subject><subject>Grafting</subject><subject>Health aspects</subject><subject>Hepacivirus</subject><subject>Humans</subject><subject>Immunology</subject><subject>Immunosuppression</subject><subject>Leukocytes - metabolism</subject><subject>Leukopenia</subject><subject>Liver</subject><subject>Liver Function Tests</subject><subject>Liver Transplantation</subject><subject>Liver transplants</subject><subject>Logistic Models</subject><subject>Male</subject><subject>Medicine and Health Sciences</subject><subject>Middle Aged</subject><subject>Open access publishing</subject><subject>Patients</subject><subject>Pharmacology</subject><subject>Plasma</subject><subject>Prospective Studies</subject><subject>ROC Curve</subject><subject>Single nucleotide polymorphisms</subject><subject>Surgery</subject><subject>Therapeutic drug monitoring</subject><subject>Transplants &amp; 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Fischer, Anna ; Beck, Julia ; Harden, Markus ; Koch, Martina ; Wuensch, Tilo ; Stockmann, Martin ; Nashan, Björn ; Kollmar, Otto ; Matthaei, Johannes ; Kanzow, Philipp ; Walson, Philip D ; Brockmöller, Jürgen ; Oellerich, Michael</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c731t-4a57e16b6944db0b1fd8548ac9613e52d4653a26226909ed7d10f242cce777073</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2017</creationdate><topic>Adult</topic><topic>Aged</topic><topic>Analysis</topic><topic>Area Under Curve</topic><topic>Biology and Life Sciences</topic><topic>Biomarkers</topic><topic>Biomarkers - blood</topic><topic>Biopsy</topic><topic>Blood circulation</topic><topic>Chimerism</topic><topic>Cohort analysis</topic><topic>Deoxyribonucleic acid</topic><topic>DNA</topic><topic>DNA - blood</topic><topic>DNA methylation</topic><topic>Female</topic><topic>Genetic aspects</topic><topic>Genomes</topic><topic>Germany</topic><topic>Graft rejection</topic><topic>Graft Rejection - blood</topic><topic>Graft Rejection - diagnosis</topic><topic>Grafting</topic><topic>Health aspects</topic><topic>Hepacivirus</topic><topic>Humans</topic><topic>Immunology</topic><topic>Immunosuppression</topic><topic>Leukocytes - metabolism</topic><topic>Leukopenia</topic><topic>Liver</topic><topic>Liver Function Tests</topic><topic>Liver Transplantation</topic><topic>Liver transplants</topic><topic>Logistic Models</topic><topic>Male</topic><topic>Medicine and Health Sciences</topic><topic>Middle Aged</topic><topic>Open access publishing</topic><topic>Patients</topic><topic>Pharmacology</topic><topic>Plasma</topic><topic>Prospective Studies</topic><topic>ROC Curve</topic><topic>Single nucleotide polymorphisms</topic><topic>Surgery</topic><topic>Therapeutic drug monitoring</topic><topic>Transplants &amp; implants</topic><topic>Viruses</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Schütz, Ekkehard</creatorcontrib><creatorcontrib>Fischer, Anna</creatorcontrib><creatorcontrib>Beck, Julia</creatorcontrib><creatorcontrib>Harden, Markus</creatorcontrib><creatorcontrib>Koch, Martina</creatorcontrib><creatorcontrib>Wuensch, Tilo</creatorcontrib><creatorcontrib>Stockmann, Martin</creatorcontrib><creatorcontrib>Nashan, Björn</creatorcontrib><creatorcontrib>Kollmar, Otto</creatorcontrib><creatorcontrib>Matthaei, Johannes</creatorcontrib><creatorcontrib>Kanzow, Philipp</creatorcontrib><creatorcontrib>Walson, Philip D</creatorcontrib><creatorcontrib>Brockmöller, Jürgen</creatorcontrib><creatorcontrib>Oellerich, Michael</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Gale In Context: Opposing Viewpoints</collection><collection>Gale In Context: Canada</collection><collection>Gale In Context: Science</collection><collection>ProQuest Central (Corporate)</collection><collection>Neurosciences Abstracts</collection><collection>Health &amp; Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central Essentials</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>ProQuest Central Korea</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>ProQuest Health &amp; Medical Complete (Alumni)</collection><collection>Health &amp; Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>Publicly Available Content Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>PubMed Central (Full Participant titles)</collection><collection>DOAJ Directory of Open Access Journals</collection><collection>PLoS Medicine</collection><jtitle>PLoS medicine</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Schütz, Ekkehard</au><au>Fischer, Anna</au><au>Beck, Julia</au><au>Harden, Markus</au><au>Koch, Martina</au><au>Wuensch, Tilo</au><au>Stockmann, Martin</au><au>Nashan, Björn</au><au>Kollmar, Otto</au><au>Matthaei, Johannes</au><au>Kanzow, Philipp</au><au>Walson, Philip D</au><au>Brockmöller, Jürgen</au><au>Oellerich, Michael</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Graft-derived cell-free DNA, a noninvasive early rejection and graft damage marker in liver transplantation: A prospective, observational, multicenter cohort study</atitle><jtitle>PLoS medicine</jtitle><addtitle>PLoS Med</addtitle><date>2017-04-25</date><risdate>2017</risdate><volume>14</volume><issue>4</issue><spage>e1002286</spage><pages>e1002286-</pages><issn>1549-1676</issn><issn>1549-1277</issn><eissn>1549-1676</eissn><abstract>Graft-derived cell-free DNA (GcfDNA), which is released into the blood stream by necrotic and apoptotic cells, is a promising noninvasive organ integrity biomarker. In liver transplantation (LTx), neither conventional liver function tests (LTFs) nor immunosuppressive drug monitoring are very effective for rejection monitoring. We therefore hypothesized that the quantitative measurement of donor-derived cell-free DNA (cfDNA) would have independent value for the assessment of graft integrity, including damage from acute rejection. Traditional LFTs were performed and plasma GcfDNA was monitored in 115 adults post-LTx at three German transplant centers as part of a prospective, observational, multicenter cohort trial. GcfDNA percentage (graft cfDNA/total cfDNA) was measured using droplet digital PCR (ddPCR), based on a limited number of predefined single nucleotide polymorphisms, enabling same-day turn-around. The same method was used to quantify blood microchimerism. GcfDNA was increased &gt;50% on day 1 post-LTx, presumably from ischemia/reperfusion damage, but rapidly declined in patients without graft injury within 7 to 10 d to a median &lt;10%, where it remained for the 1-y observation period. Of 115 patients, 107 provided samples that met preestablished criteria. In 31 samples taken from 17 patients during biopsy-proven acute rejection episodes, the percentage of GcfDNA was elevated substantially (median 29.6%, 95% CI 23.6%-41.0%) compared with that in 282 samples from 88 patients during stable periods (median 3.3%, 95% CI 2.9%-3.7%; p &lt; 0.001). Only slightly higher values (median 5.9%, 95% CI 4.4%-10.3%) were found in 68 samples from 17 hepatitis C virus (HCV)-positive, rejection-free patients. LFTs had low overall correlations (r = 0.28-0.62) with GcfDNA and showed greater overlap between patient subgroups, especially between acute rejection and HCV+ patients. Multivariable logistic regression modeling demonstrated that GcfDNA provided additional LFT-independent information on graft integrity. Diagnostic sensitivity and specificity were 90.3% (95% CI 74.2%-98.0%) and 92.9% (95% CI 89.3%-95.6%), respectively, for GcfDNA at a threshold value of 10%. The area under the receiver operator characteristic curve was higher for GcfDNA (97.1%, 95% CI 93.4%-100%) than for same-day conventional LFTs (AST: 95.7%; ALT: 95.2%; γ-GT: 94.5%; bilirubin: 82.6%). An evaluation of microchimerism revealed that the maximum donor DNA in circulating white blood cells was only 0.068%. GcfDNA percentage can be influenced by major changes in host cfDNA (e.g., due to leukopenia or leukocytosis). One limitation of our study is that exact time-matched GcfDNA and LFT samples were not available for all patient visits. In this study, determination of GcfDNA in plasma by ddPCR allowed for earlier and more sensitive discrimination of acute rejection in LTx patients as compared with conventional LFTs. Potential blood microchimerism was quantitatively low and had no significant influence on GcfDNA value. Further research, which should ideally include protocol biopsies, will be needed to establish the practical value of GcfDNA measurements in the management of LTx patients.</abstract><cop>United States</cop><pub>Public Library of Science</pub><pmid>28441386</pmid><doi>10.1371/journal.pmed.1002286</doi><orcidid>https://orcid.org/0000-0002-8854-1340</orcidid><orcidid>https://orcid.org/0000-0002-2169-561X</orcidid><orcidid>https://orcid.org/0000-0001-8151-422X</orcidid><orcidid>https://orcid.org/0000-0001-8118-0717</orcidid><oa>free_for_read</oa></addata></record>
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subjects Adult
Aged
Analysis
Area Under Curve
Biology and Life Sciences
Biomarkers
Biomarkers - blood
Biopsy
Blood circulation
Chimerism
Cohort analysis
Deoxyribonucleic acid
DNA
DNA - blood
DNA methylation
Female
Genetic aspects
Genomes
Germany
Graft rejection
Graft Rejection - blood
Graft Rejection - diagnosis
Grafting
Health aspects
Hepacivirus
Humans
Immunology
Immunosuppression
Leukocytes - metabolism
Leukopenia
Liver
Liver Function Tests
Liver Transplantation
Liver transplants
Logistic Models
Male
Medicine and Health Sciences
Middle Aged
Open access publishing
Patients
Pharmacology
Plasma
Prospective Studies
ROC Curve
Single nucleotide polymorphisms
Surgery
Therapeutic drug monitoring
Transplants & implants
Viruses
title Graft-derived cell-free DNA, a noninvasive early rejection and graft damage marker in liver transplantation: A prospective, observational, multicenter cohort study
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