The causal relationship between genetically predicted blood metabolites and idiopathic pulmonary fibrosis: A bidirectional two-sample Mendelian randomization study
Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF. The potential causality between...
Saved in:
Published in | PloS one Vol. 19; no. 4; p. e0300423 |
---|---|
Main Authors | , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
United States
Public Library of Science
16.04.2024
Public Library of Science (PLoS) |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF.
The potential causality between 486 blood metabolites and IPF was determined through a bidirectional two-sample Mendelian randomization (TSMR) analysis. A genome-wide association study (GWAS) involving 7,824 participants was performed to analyze metabolite data, and a GWAS meta-analysis involving 6,257 IPF cases and 947,616 control European subjects was conducted to analyze IPF data. The TSMR analysis was performed primarily with the inverse variance weighted model, supplemented by weighted mode, MR-Egger regression, and weighted median estimators. A battery of sensitivity analyses was performed, including horizontal pleiotropy assessment, heterogeneity test, Steiger test, and leave-one-out analysis. Furthermore, replication analysis and meta-analysis were conducted with another GWAS dataset of IPF containing 4,125 IPF cases and 20,464 control subjects. Mediation analyses were used to identify the mediating role of confounders in the effect of metabolites on IPF.
There were four metabolites associated with the elevated risk of IPF, namely glucose (odds ratio [OR] = 2.49, 95% confidence interval [95%CI] = 1.13-5.49, P = 0.024), urea (OR = 6.24, 95% CI = 1.77-22.02, P = 0.004), guanosine (OR = 1.57, 95%CI = 1.07-2.30, P = 0.021), and ADpSGEGDFXAEGGGVR (OR = 1.70, 95%CI = 1.00-2.88, P = 0.0496). Of note, the effect of guanosine on IPF was found to be mediated by gastroesophageal reflux disease. Reverse Mendelian randomization analysis displayed that IPF might slightly elevate guanosine levels in the blood.
Conclusively, hyperglycemia may confer a promoting effect on IPF, highlighting that attention should be paid to the relationship between diabetes and IPF, not solely to the diagnosis of diabetes. Additionally, urea, guanosine, and ADpSGEGDFXAEGGGVR also facilitate the development of IPF. This study may provide a reference for analyzing the potential mechanism of IPF and carry implications for the prevention and treatment of IPF. |
---|---|
AbstractList | Background Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF. Methods The potential causality between 486 blood metabolites and IPF was determined through a bidirectional two-sample Mendelian randomization (TSMR) analysis. A genome-wide association study (GWAS) involving 7,824 participants was performed to analyze metabolite data, and a GWAS meta-analysis involving 6,257 IPF cases and 947,616 control European subjects was conducted to analyze IPF data. The TSMR analysis was performed primarily with the inverse variance weighted model, supplemented by weighted mode, MR-Egger regression, and weighted median estimators. A battery of sensitivity analyses was performed, including horizontal pleiotropy assessment, heterogeneity test, Steiger test, and leave-one-out analysis. Furthermore, replication analysis and meta-analysis were conducted with another GWAS dataset of IPF containing 4,125 IPF cases and 20,464 control subjects. Mediation analyses were used to identify the mediating role of confounders in the effect of metabolites on IPF. Results There were four metabolites associated with the elevated risk of IPF, namely glucose (odds ratio [OR] = 2.49, 95% confidence interval [95%CI] = 1.13-5.49, P = 0.024), urea (OR = 6.24, 95% CI = 1.77-22.02, P = 0.004), guanosine (OR = 1.57, 95%CI = 1.07-2.30, P = 0.021), and ADpSGEGDFXAEGGGVR (OR = 1.70, 95%CI = 1.00-2.88, P = 0.0496). Of note, the effect of guanosine on IPF was found to be mediated by gastroesophageal reflux disease. Reverse Mendelian randomization analysis displayed that IPF might slightly elevate guanosine levels in the blood. Conclusion Conclusively, hyperglycemia may confer a promoting effect on IPF, highlighting that attention should be paid to the relationship between diabetes and IPF, not solely to the diagnosis of diabetes. Additionally, urea, guanosine, and ADpSGEGDFXAEGGGVR also facilitate the development of IPF. This study may provide a reference for analyzing the potential mechanism of IPF and carry implications for the prevention and treatment of IPF. Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF. The potential causality between 486 blood metabolites and IPF was determined through a bidirectional two-sample Mendelian randomization (TSMR) analysis. A genome-wide association study (GWAS) involving 7,824 participants was performed to analyze metabolite data, and a GWAS meta-analysis involving 6,257 IPF cases and 947,616 control European subjects was conducted to analyze IPF data. The TSMR analysis was performed primarily with the inverse variance weighted model, supplemented by weighted mode, MR-Egger regression, and weighted median estimators. A battery of sensitivity analyses was performed, including horizontal pleiotropy assessment, heterogeneity test, Steiger test, and leave-one-out analysis. Furthermore, replication analysis and meta-analysis were conducted with another GWAS dataset of IPF containing 4,125 IPF cases and 20,464 control subjects. Mediation analyses were used to identify the mediating role of confounders in the effect of metabolites on IPF. There were four metabolites associated with the elevated risk of IPF, namely glucose (odds ratio [OR] = 2.49, 95% confidence interval [95%CI] = 1.13-5.49, P = 0.024), urea (OR = 6.24, 95% CI = 1.77-22.02, P = 0.004), guanosine (OR = 1.57, 95%CI = 1.07-2.30, P = 0.021), and ADpSGEGDFXAEGGGVR (OR = 1.70, 95%CI = 1.00-2.88, P = 0.0496). Of note, the effect of guanosine on IPF was found to be mediated by gastroesophageal reflux disease. Reverse Mendelian randomization analysis displayed that IPF might slightly elevate guanosine levels in the blood. Conclusively, hyperglycemia may confer a promoting effect on IPF, highlighting that attention should be paid to the relationship between diabetes and IPF, not solely to the diagnosis of diabetes. Additionally, urea, guanosine, and ADpSGEGDFXAEGGGVR also facilitate the development of IPF. This study may provide a reference for analyzing the potential mechanism of IPF and carry implications for the prevention and treatment of IPF. Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF.BACKGROUNDNumerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF.The potential causality between 486 blood metabolites and IPF was determined through a bidirectional two-sample Mendelian randomization (TSMR) analysis. A genome-wide association study (GWAS) involving 7,824 participants was performed to analyze metabolite data, and a GWAS meta-analysis involving 6,257 IPF cases and 947,616 control European subjects was conducted to analyze IPF data. The TSMR analysis was performed primarily with the inverse variance weighted model, supplemented by weighted mode, MR-Egger regression, and weighted median estimators. A battery of sensitivity analyses was performed, including horizontal pleiotropy assessment, heterogeneity test, Steiger test, and leave-one-out analysis. Furthermore, replication analysis and meta-analysis were conducted with another GWAS dataset of IPF containing 4,125 IPF cases and 20,464 control subjects. Mediation analyses were used to identify the mediating role of confounders in the effect of metabolites on IPF.METHODSThe potential causality between 486 blood metabolites and IPF was determined through a bidirectional two-sample Mendelian randomization (TSMR) analysis. A genome-wide association study (GWAS) involving 7,824 participants was performed to analyze metabolite data, and a GWAS meta-analysis involving 6,257 IPF cases and 947,616 control European subjects was conducted to analyze IPF data. The TSMR analysis was performed primarily with the inverse variance weighted model, supplemented by weighted mode, MR-Egger regression, and weighted median estimators. A battery of sensitivity analyses was performed, including horizontal pleiotropy assessment, heterogeneity test, Steiger test, and leave-one-out analysis. Furthermore, replication analysis and meta-analysis were conducted with another GWAS dataset of IPF containing 4,125 IPF cases and 20,464 control subjects. Mediation analyses were used to identify the mediating role of confounders in the effect of metabolites on IPF.There were four metabolites associated with the elevated risk of IPF, namely glucose (odds ratio [OR] = 2.49, 95% confidence interval [95%CI] = 1.13-5.49, P = 0.024), urea (OR = 6.24, 95% CI = 1.77-22.02, P = 0.004), guanosine (OR = 1.57, 95%CI = 1.07-2.30, P = 0.021), and ADpSGEGDFXAEGGGVR (OR = 1.70, 95%CI = 1.00-2.88, P = 0.0496). Of note, the effect of guanosine on IPF was found to be mediated by gastroesophageal reflux disease. Reverse Mendelian randomization analysis displayed that IPF might slightly elevate guanosine levels in the blood.RESULTSThere were four metabolites associated with the elevated risk of IPF, namely glucose (odds ratio [OR] = 2.49, 95% confidence interval [95%CI] = 1.13-5.49, P = 0.024), urea (OR = 6.24, 95% CI = 1.77-22.02, P = 0.004), guanosine (OR = 1.57, 95%CI = 1.07-2.30, P = 0.021), and ADpSGEGDFXAEGGGVR (OR = 1.70, 95%CI = 1.00-2.88, P = 0.0496). Of note, the effect of guanosine on IPF was found to be mediated by gastroesophageal reflux disease. Reverse Mendelian randomization analysis displayed that IPF might slightly elevate guanosine levels in the blood.Conclusively, hyperglycemia may confer a promoting effect on IPF, highlighting that attention should be paid to the relationship between diabetes and IPF, not solely to the diagnosis of diabetes. Additionally, urea, guanosine, and ADpSGEGDFXAEGGGVR also facilitate the development of IPF. This study may provide a reference for analyzing the potential mechanism of IPF and carry implications for the prevention and treatment of IPF.CONCLUSIONConclusively, hyperglycemia may confer a promoting effect on IPF, highlighting that attention should be paid to the relationship between diabetes and IPF, not solely to the diagnosis of diabetes. Additionally, urea, guanosine, and ADpSGEGDFXAEGGGVR also facilitate the development of IPF. This study may provide a reference for analyzing the potential mechanism of IPF and carry implications for the prevention and treatment of IPF. Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF). Nevertheless, there is a lack of evidence on the causal relationship between circulating metabolites and the risk of IPF. The potential causality between 486 blood metabolites and IPF was determined through a bidirectional two-sample Mendelian randomization (TSMR) analysis. A genome-wide association study (GWAS) involving 7,824 participants was performed to analyze metabolite data, and a GWAS meta-analysis involving 6,257 IPF cases and 947,616 control European subjects was conducted to analyze IPF data. The TSMR analysis was performed primarily with the inverse variance weighted model, supplemented by weighted mode, MR-Egger regression, and weighted median estimators. A battery of sensitivity analyses was performed, including horizontal pleiotropy assessment, heterogeneity test, Steiger test, and leave-one-out analysis. Furthermore, replication analysis and meta-analysis were conducted with another GWAS dataset of IPF containing 4,125 IPF cases and 20,464 control subjects. Mediation analyses were used to identify the mediating role of confounders in the effect of metabolites on IPF. There were four metabolites associated with the elevated risk of IPF, namely glucose (odds ratio [OR] = 2.49, 95% confidence interval [95%CI] = 1.13-5.49, P = 0.024), urea (OR = 6.24, 95% CI = 1.77-22.02, P = 0.004), guanosine (OR = 1.57, 95%CI = 1.07-2.30, P = 0.021), and ADpSGEGDFXAEGGGVR (OR = 1.70, 95%CI = 1.00-2.88, P = 0.0496). Of note, the effect of guanosine on IPF was found to be mediated by gastroesophageal reflux disease. Reverse Mendelian randomization analysis displayed that IPF might slightly elevate guanosine levels in the blood. Conclusively, hyperglycemia may confer a promoting effect on IPF, highlighting that attention should be paid to the relationship between diabetes and IPF, not solely to the diagnosis of diabetes. Additionally, urea, guanosine, and ADpSGEGDFXAEGGGVR also facilitate the development of IPF. This study may provide a reference for analyzing the potential mechanism of IPF and carry implications for the prevention and treatment of IPF. |
Audience | Academic |
Author | Zhao, Qi Feng, Fanchao Zhou, Xianmei Xu, Yong Wei, Yun Wang, Zhichao Bai, Le Zhu, Dongwei Pan, Tingyu |
AuthorAffiliation | 1 Department of Pulmonary and Critical Care Medicine, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China 2 School of Chinese Medicine, School of Integrated Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China Xi’an Jiaotong University Medical College First Affiliated Hospital Department of Medical Oncology, CHINA |
AuthorAffiliation_xml | – name: 1 Department of Pulmonary and Critical Care Medicine, Jiangsu Province Hospital of Chinese Medicine, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China – name: 2 School of Chinese Medicine, School of Integrated Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China – name: Xi’an Jiaotong University Medical College First Affiliated Hospital Department of Medical Oncology, CHINA |
Author_xml | – sequence: 1 givenname: Tingyu orcidid: 0000-0003-1005-5964 surname: Pan fullname: Pan, Tingyu – sequence: 2 givenname: Le surname: Bai fullname: Bai, Le – sequence: 3 givenname: Dongwei surname: Zhu fullname: Zhu, Dongwei – sequence: 4 givenname: Yun surname: Wei fullname: Wei, Yun – sequence: 5 givenname: Qi surname: Zhao fullname: Zhao, Qi – sequence: 6 givenname: Fanchao surname: Feng fullname: Feng, Fanchao – sequence: 7 givenname: Zhichao surname: Wang fullname: Wang, Zhichao – sequence: 8 givenname: Yong surname: Xu fullname: Xu, Yong – sequence: 9 givenname: Xianmei surname: Zhou fullname: Zhou, Xianmei |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/38626141$$D View this record in MEDLINE/PubMed |
BookMark | eNqNk2trFDEUhgep2Iv-A5GAIPph12SSnZn0i5TipVApaPVryOXMbpZMMp1krPXv-EfNXiy7IiLzIcPJ874nHN5zXBz44KEonhI8JbQmr5dhHLx00z6Xp5hizEr6oDginJaTqsT0YOf_sDiOcYnxjDZV9ag4zEdZEUaOip_XC0BajlE6NICTyQYfF7ZHCtItgEdz8JCsls7doX4AY3UCg5QLwaAOklTB2QQRSW-QNTb0Mi2sRv3ouuDlcIdaq4YQbTxFZ0hlYgC9apL7pdswibLrHaCP4A04Kz0aslHo7I_1S1BMo7l7XDxspYvwZHueFF_evb0-_zC5vHp_cX52OdEVI2miW8xbLWclL4EZySiUirJWcdwqwhVtQddYSVOpireMU9AEZk0pW2IU56qkJ8XFxtcEuRT9YLv8fhGkFetCGOZCDnkWDkTDqWx02-Q-wLRh3NTQ1HUu0loTgrPXm41XP6oOjAafBun2TPdvvF2IefgmsrjE9WyWHV5uHYZwM0JMorNRg3PSQxijoJhhWhLe0Iw-36Bzmd9mfRuypV7h4qzmmDJWcpap6V-o_BnorM4pam2u7wle7Qkyk-B7mue0RHHx-dP_s1df99kXO-wCpEuLGNy4zt4--Gx3iPfT-x3fDLANoHPE4gDtPUKwWG2J2G6JWG2J2G5Jlp3-IdM2rQOXJ2Ldv8W_AP7FH54 |
CitedBy_id | crossref_primary_10_3389_fendo_2024_1379521 crossref_primary_10_2147_CCID_S484813 |
Cites_doi | 10.1136/gutjnl-2020-323906 10.1159/000489668 10.1016/j.biopha.2017.11.101 10.1165/rcmb.2020-0373PS 10.1038/nrm.2016.25 10.1164/rccm.202202-0399ST 10.3389/fphar.2021.661129 10.1136/bmj.l1855 10.1016/j.pharmthera.2023.108436 10.1186/s12931-018-0714-2 10.1183/13993003.03979-2020 10.1152/ajplung.00434.2002 10.1186/s12890-017-0513-4 10.1016/j.chest.2023.02.038 10.1021/acs.jproteome.6b00156 10.3389/fnut.2022.969887 10.1007/s13205-020-02278-2 10.1038/ng.2982 10.1164/rccm.201504-0780OC 10.1016/j.xgen.2022.100192 10.3389/fphar.2022.837680 10.1093/bioinformatics/btz469 10.3389/fgene.2023.1108086 10.1186/s12931-022-02001-0 10.1016/S1357-2725(96)00141-0 10.1038/s41588-018-0099-7 10.1152/ajpcell.00586.2020 10.1093/mr/roab052 10.1146/annurev-publhealth-032315-021402 10.1017/S0033291719002678 10.3389/fgene.2022.821029 10.1186/s12920-023-01545-4 10.1096/fj.201600428R 10.1016/j.ebiom.2021.103669 10.1371/journal.pgen.1007081 10.1165/rcmb.2020-0360OC 10.1177/0962280206077743 10.1038/s41467-019-10839-0 10.1136/thoraxjnl-2021-218577 10.1093/ije/dyv071 10.3389/fimmu.2020.587913 10.1136/gpsych-2023-101047 10.1136/bmjresp-2017-000183 10.1183/13993003.01585-2022 10.1152/ajplung.00451.2020 10.1038/s41598-021-81591-z |
ContentType | Journal Article |
Copyright | Copyright: © 2024 Pan et al. 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. COPYRIGHT 2024 Public Library of Science 2024 Pan et al 2024 Pan et al |
Copyright_xml | – notice: Copyright: © 2024 Pan et al. 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. – notice: COPYRIGHT 2024 Public Library of Science – notice: 2024 Pan et al 2024 Pan et al |
DBID | AAYXX CITATION CGR CUY CVF ECM EIF NPM IOV ISR 7X8 5PM DOA |
DOI | 10.1371/journal.pone.0300423 |
DatabaseName | CrossRef Medline MEDLINE MEDLINE (Ovid) MEDLINE MEDLINE PubMed Gale In Context: Opposing Viewpoints Gale In Context: Science MEDLINE - Academic PubMed Central (Full Participant titles) DOAJ Directory of Open Access Journals |
DatabaseTitle | CrossRef MEDLINE Medline Complete MEDLINE with Full Text PubMed MEDLINE (Ovid) MEDLINE - Academic |
DatabaseTitleList | MEDLINE - Academic MEDLINE |
Database_xml | – sequence: 1 dbid: DOA name: DOAJ Directory of Open Access Journals url: https://www.doaj.org/ sourceTypes: Open Website – sequence: 2 dbid: NPM name: PubMed url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed sourceTypes: Index Database – sequence: 3 dbid: EIF name: MEDLINE url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search sourceTypes: Index Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Sciences (General) |
DocumentTitleAlternate | Blood metabolites and IPF |
EISSN | 1932-6203 |
ExternalDocumentID | oai_doaj_org_article_893a8cf84dae4cd49d7e8773a837c110 PMC11020755 A790344294 38626141 10_1371_journal_pone_0300423 |
Genre | Meta-Analysis Journal Article |
GeographicLocations | China |
GeographicLocations_xml | – name: China |
GrantInformation_xml | – fundername: ; grantid: 82074358 |
GroupedDBID | --- 123 29O 2WC 53G 5VS 7RV 7X2 7X7 7XC 88E 8AO 8C1 8CJ 8FE 8FG 8FH 8FI 8FJ A8Z AAFWJ AAUCC AAWOE AAYXX ABDBF ABIVO ABJCF ABUWG ACGFO ACIHN ACIWK ACPRK ACUHS ADBBV AEAQA AENEX AEUYN AFKRA AFPKN AFRAH AHMBA ALIPV ALMA_UNASSIGNED_HOLDINGS AOIJS APEBS ARAPS ATCPS BAWUL BBNVY BCNDV BENPR BGLVJ BHPHI BKEYQ BPHCQ BVXVI BWKFM CCPQU CITATION CS3 D1I D1J D1K DIK DU5 E3Z EAP EAS EBD EMOBN ESX EX3 F5P FPL FYUFA GROUPED_DOAJ GX1 HCIFZ HH5 HMCUK HYE IAO IEA IGS IHR IHW INH INR IOV IPY ISE ISR ITC K6- KB. KQ8 L6V LK5 LK8 M0K M1P M48 M7P M7R M7S M~E NAPCQ O5R O5S OK1 OVT P2P P62 PATMY PDBOC PHGZM PHGZT PIMPY PQQKQ PROAC PSQYO PTHSS PV9 PYCSY RNS RPM RZL SV3 TR2 UKHRP WOQ WOW ~02 ~KM ADRAZ CGR CUY CVF ECM EIF IPNFZ NPM PJZUB PPXIY PQGLB RIG BBORY PMFND 7X8 5PM PUEGO |
ID | FETCH-LOGICAL-c641t-cf09fca5292e4da43e2b34fb90fb19b3fec70bad6b69f493ec1e582af1db99b23 |
IEDL.DBID | M48 |
ISSN | 1932-6203 |
IngestDate | Wed Aug 27 01:31:04 EDT 2025 Thu Aug 21 18:34:18 EDT 2025 Mon Jul 21 11:03:43 EDT 2025 Tue Jun 17 22:01:07 EDT 2025 Tue Jun 10 21:01:00 EDT 2025 Fri Jun 27 05:15:38 EDT 2025 Fri Jun 27 05:14:44 EDT 2025 Thu May 22 21:25:20 EDT 2025 Mon Jul 21 06:01:32 EDT 2025 Tue Jul 01 01:42:37 EDT 2025 Thu Apr 24 23:10:38 EDT 2025 |
IsDoiOpenAccess | true |
IsOpenAccess | true |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 4 |
Language | English |
License | Copyright: © 2024 Pan et al. 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. 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. |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c641t-cf09fca5292e4da43e2b34fb90fb19b3fec70bad6b69f493ec1e582af1db99b23 |
Notes | ObjectType-Article-2 SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 23 Competing Interests: The authors have declared that no competing interests exist. |
ORCID | 0000-0003-1005-5964 |
OpenAccessLink | http://journals.scholarsportal.info/openUrl.xqy?doi=10.1371/journal.pone.0300423 |
PMID | 38626141 |
PQID | 3040321983 |
PQPubID | 23479 |
ParticipantIDs | doaj_primary_oai_doaj_org_article_893a8cf84dae4cd49d7e8773a837c110 pubmedcentral_primary_oai_pubmedcentral_nih_gov_11020755 proquest_miscellaneous_3040321983 gale_infotracmisc_A790344294 gale_infotracacademiconefile_A790344294 gale_incontextgauss_ISR_A790344294 gale_incontextgauss_IOV_A790344294 gale_healthsolutions_A790344294 pubmed_primary_38626141 crossref_primary_10_1371_journal_pone_0300423 crossref_citationtrail_10_1371_journal_pone_0300423 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2024-04-16 |
PublicationDateYYYYMMDD | 2024-04-16 |
PublicationDate_xml | – month: 04 year: 2024 text: 2024-04-16 day: 16 |
PublicationDecade | 2020 |
PublicationPlace | United States |
PublicationPlace_xml | – name: United States – name: San Francisco, CA USA |
PublicationTitle | PloS one |
PublicationTitleAlternate | PLoS One |
PublicationYear | 2024 |
Publisher | Public Library of Science Public Library of Science (PLoS) |
Publisher_xml | – name: Public Library of Science – name: Public Library of Science (PLoS) |
References | CJ Reynolds (pone.0300423.ref020) 2023; 61 Z Guo (pone.0300423.ref026) 2023; 14 YD Zhao (pone.0300423.ref011) 2017; 4 MA Kamat (pone.0300423.ref030) 2019; 35 M Endo (pone.0300423.ref048) 2003; 285 P Spagnolo (pone.0300423.ref045) 2018; 96 J Zhu (pone.0300423.ref022) 2023; 164 RE Wootton (pone.0300423.ref032) 2020; 50 S Rangarajan (pone.0300423.ref043) 2018; 24 Y Wang (pone.0300423.ref042) 2020; 10 X Yu (pone.0300423.ref016) 2022; 32 MG Deng (pone.0300423.ref017) 2022; 9 JS Ong (pone.0300423.ref031) 2022; 71 AG Boef (pone.0300423.ref025) 2015; 44 TT Teague (pone.0300423.ref046) 2022; 23 H Cui (pone.0300423.ref037) 2021; 64 RP Marshall (pone.0300423.ref004) 1997; 29 Y Zhang (pone.0300423.ref021) 2021; 73 N Gamad (pone.0300423.ref044) 2018; 97 M Andrianifahanana (pone.0300423.ref038) 2016; 30 W Zhou (pone.0300423.ref023) 2022; 2 M Verbanck (pone.0300423.ref028) 2018; 50 A Pardo (pone.0300423.ref005) 2021; 64 B Rindlisbacher (pone.0300423.ref007) 2018; 19 W Roque (pone.0300423.ref012) 2021; 320 R Rajesh (pone.0300423.ref035) 2023; 246 Y Park (pone.0300423.ref003) 2021; 11 F Yan (pone.0300423.ref008) 2017; 17 RJ Allen (pone.0300423.ref024) 2022; 77 AR Carter (pone.0300423.ref034) 2019; 365 YP Kang (pone.0300423.ref010) 2016; 15 Y Ma (pone.0300423.ref018) 2022; 13 G Hemani (pone.0300423.ref029) 2017; 13 T Huang (pone.0300423.ref027) 2023; 16 K Yang (pone.0300423.ref036) 2020; 11 L Zhang (pone.0300423.ref047) 2021; 12 V Kheirollahi (pone.0300423.ref040) 2019; 10 N Neumark (pone.0300423.ref002) 2020; 319 T Nakanishi (pone.0300423.ref019) 2022; 59 CH Johnson (pone.0300423.ref006) 2016; 17 N Xie (pone.0300423.ref009) 2015; 192 SY Shin (pone.0300423.ref014) 2014; 46 V Didelez (pone.0300423.ref015) 2007; 16 AR Carter (pone.0300423.ref049) 2023; 36 L Bai (pone.0300423.ref039) 2021; 22 H Xiao (pone.0300423.ref041) 2020; 12 G Raghu (pone.0300423.ref001) 2022; 205 TJ Vanderweele (pone.0300423.ref033) 2016; 37 B Seeliger (pone.0300423.ref013) 2022; 13 |
References_xml | – volume: 71 start-page: 1053 issue: 6 year: 2022 ident: pone.0300423.ref031 article-title: Multitrait genetic association analysis identifies 50 new risk loci for gastro-oesophageal reflux, seven new loci for Barrett’s oesophagus and provides insights into clinical heterogeneity in reflux diagnosis publication-title: Gut doi: 10.1136/gutjnl-2020-323906 – volume: 24 start-page: 1121 issue: 8 year: 2018 ident: pone.0300423.ref043 publication-title: Metformin reverses established lung fibrosis in a bleomycin model Nat Med – volume: 96 start-page: 314 issue: 4 year: 2018 ident: pone.0300423.ref045 article-title: Metformin Does Not Affect Clinically Relevant Outcomes in Patients with Idiopathic Pulmonary Fibrosis. publication-title: Respiration doi: 10.1159/000489668 – volume: 97 start-page: 1544 year: 2018 ident: pone.0300423.ref044 article-title: Metformin alleviates bleomycin-induced pulmonary fibrosis in rats: Pharmacological effects and molecular mechanisms publication-title: Biomed Pharmacother doi: 10.1016/j.biopha.2017.11.101 – volume: 64 start-page: 163 issue: 2 year: 2021 ident: pone.0300423.ref005 article-title: The Interplay of the Genetic Architecture, Aging, and Environmental Factors in the Pathogenesis of Idiopathic Pulmonary Fibrosis publication-title: Am J Respir Cell Mol Biol doi: 10.1165/rcmb.2020-0373PS – volume: 17 start-page: 451 issue: 7 year: 2016 ident: pone.0300423.ref006 article-title: Metabolomics: beyond biomarkers and towards mechanisms publication-title: Nat Rev Mol Cell Biol doi: 10.1038/nrm.2016.25 – volume: 205 start-page: e18 issue: 9 year: 2022 ident: pone.0300423.ref001 article-title: Idiopathic Pulmonary Fibrosis (an Update) and Progressive Pulmonary Fibrosis in Adults: An Official ATS/ERS/JRS/ALAT Clinical Practice Guideline. publication-title: Am J Respir Crit Care Med doi: 10.1164/rccm.202202-0399ST – volume: 12 start-page: 661129 year: 2021 ident: pone.0300423.ref047 article-title: Tianlongkechuanling Inhibits Pulmonary Fibrosis Through Down-Regulation of Arginase-Ornithine Pathway. publication-title: Front Pharmacol doi: 10.3389/fphar.2021.661129 – volume: 365 start-page: l1855 year: 2019 ident: pone.0300423.ref034 article-title: Understanding the consequences of education inequality on cardiovascular disease: mendelian randomisation study publication-title: BMJ doi: 10.1136/bmj.l1855 – volume: 246 start-page: 108436 year: 2023 ident: pone.0300423.ref035 article-title: Dysregulation of metabolic pathways in pulmonary fibrosis publication-title: Pharmacol Ther doi: 10.1016/j.pharmthera.2023.108436 – volume: 19 start-page: 7 issue: 1 year: 2018 ident: pone.0300423.ref007 article-title: Serum metabolic profiling identified a distinct metabolic signature in patients with idiopathic pulmonary fibrosis—a potential biomarker role for LysoPC. publication-title: Respir Res doi: 10.1186/s12931-018-0714-2 – volume: 59 start-page: 2003979 issue: 2 year: 2022 ident: pone.0300423.ref019 article-title: Genetically increased circulating FUT3 level leads to reduced risk of idiopathic pulmonary fibrosis: a Mendelian randomisation study publication-title: Eur Respir J doi: 10.1183/13993003.03979-2020 – volume: 22 start-page: 175 issue: 1 year: 2021 ident: pone.0300423.ref039 publication-title: Idiopathic pulmonary fibrosis and diabetes mellitus: a meta-analysis and systematic review. Respir Res – volume: 285 start-page: L313 issue: 2 year: 2003 ident: pone.0300423.ref048 article-title: Induction of arginase I and II in bleomycin-induced fibrosis of mouse lung publication-title: Am J Physiol Lung Cell Mol Physiol doi: 10.1152/ajplung.00434.2002 – volume: 17 start-page: 174 issue: 1 year: 2017 ident: pone.0300423.ref008 article-title: Identification of the lipid biomarkers from plasma in idiopathic pulmonary fibrosis by Lipidomics. publication-title: BMC Pulm Med doi: 10.1186/s12890-017-0513-4 – volume: 164 start-page: 429 issue: 2 year: 2023 ident: pone.0300423.ref022 article-title: A Causal Atlas on Comorbidities in Idiopathic Pulmonary Fibrosis: A Bidirectional Mendelian Randomization Study. publication-title: Chest doi: 10.1016/j.chest.2023.02.038 – volume: 15 start-page: 1717 issue: 5 year: 2016 ident: pone.0300423.ref010 article-title: Metabolic Profiling Regarding Pathogenesis of Idiopathic Pulmonary Fibrosis publication-title: J Proteome Res doi: 10.1021/acs.jproteome.6b00156 – volume: 9 start-page: 969887 year: 2022 ident: pone.0300423.ref017 article-title: Genetic association between circulating selenium level and the risk of schizophrenia in the European population: A two-sample Mendelian randomization study. publication-title: Front Nutr doi: 10.3389/fnut.2022.969887 – volume: 10 start-page: 287 issue: 6 year: 2020 ident: pone.0300423.ref042 article-title: Metformin attenuates TGF-β1-induced pulmonary fibrosis through inhibition of transglutaminase 2 and subsequent TGF-β pathways. publication-title: 3 Biotech doi: 10.1007/s13205-020-02278-2 – volume: 46 start-page: 543 issue: 6 year: 2014 ident: pone.0300423.ref014 article-title: An atlas of genetic influences on human blood metabolites publication-title: Nat Genet doi: 10.1038/ng.2982 – volume: 192 start-page: 1462 issue: 12 year: 2015 ident: pone.0300423.ref009 article-title: Glycolytic Reprogramming in Myofibroblast Differentiation and Lung Fibrosis publication-title: Am J Respir Crit Care Med doi: 10.1164/rccm.201504-0780OC – volume: 2 start-page: 100192 issue: 10 year: 2022 ident: pone.0300423.ref023 article-title: Global Biobank Meta-analysis Initiative: Powering genetic discovery across human disease publication-title: Cell Genom doi: 10.1016/j.xgen.2022.100192 – volume: 13 start-page: 837680 year: 2022 ident: pone.0300423.ref013 article-title: Changes in serum metabolomics in idiopathic pulmonary fibrosis and effect of approved antifibrotic medication. publication-title: Front Pharmacol, doi: 10.3389/fphar.2022.837680 – volume: 35 start-page: 4851 issue: 22 year: 2019 ident: pone.0300423.ref030 article-title: PhenoScanner V2: an expanded tool for searching human genotype-phenotype associations publication-title: Bioinformatics doi: 10.1093/bioinformatics/btz469 – volume: 14 start-page: 1108086 year: 2023 ident: pone.0300423.ref026 article-title: Assessing the causal relationships between human blood metabolites and the risk of NAFLD: A comprehensive mendelian randomization study. publication-title: Front Genet doi: 10.3389/fgene.2023.1108086 – volume: 23 start-page: 91 issue: 1 year: 2022 ident: pone.0300423.ref046 article-title: Evaluation for clinical benefit of metformin in patients with idiopathic pulmonary fibrosis and type 2 diabetes mellitus: a national claims-based cohort analysis publication-title: Respir Res doi: 10.1186/s12931-022-02001-0 – volume: 29 start-page: 107 issue: 1 year: 1997 ident: pone.0300423.ref004 article-title: The pathogenesis of pulmonary fibrosis: is there a fibrosis gene? publication-title: Int J Biochem Cell Biol doi: 10.1016/S1357-2725(96)00141-0 – volume: 50 start-page: 693 issue: 5 year: 2018 ident: pone.0300423.ref028 article-title: Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases publication-title: Nat Genet doi: 10.1038/s41588-018-0099-7 – volume: 320 start-page: C689 issue: 5 year: 2021 ident: pone.0300423.ref012 article-title: Cellular metabolomics of pulmonary fibrosis, from amino acids to lipids publication-title: Am J Physiol Cell Physiol doi: 10.1152/ajpcell.00586.2020 – volume: 32 start-page: 736 issue: 4 year: 2022 ident: pone.0300423.ref016 article-title: Urticaria and increased risk of rheumatoid arthritis: a two-sample Mendelian randomisation study in European population. publication-title: Mod Rheumatol, doi: 10.1093/mr/roab052 – volume: 37 start-page: 17 year: 2016 ident: pone.0300423.ref033 article-title: Mediation Analysis: A Practitioner’s Guide. publication-title: Annu Rev Public Health doi: 10.1146/annurev-publhealth-032315-021402 – volume: 50 start-page: 2435 issue: 14 year: 2020 ident: pone.0300423.ref032 article-title: Evidence for causal effects of lifetime smoking on risk for depression and schizophrenia: a Mendelian randomisation study. publication-title: Psychol Med doi: 10.1017/S0033291719002678 – volume: 13 start-page: 821029 year: 2022 ident: pone.0300423.ref018 article-title: Management of BMI Is a Potential New Approach for the Prevention of Idiopathic Pulmonary Fibrosis. publication-title: Front Genet doi: 10.3389/fgene.2022.821029 – volume: 16 start-page: 112 issue: 1 year: 2023 ident: pone.0300423.ref027 article-title: Association between circulating fatty acid metabolites and asthma risk: a two-sample bidirectional Mendelian randomization study. publication-title: BMC Med Genomics doi: 10.1186/s12920-023-01545-4 – volume: 30 start-page: 3733 issue: 11 year: 2016 ident: pone.0300423.ref038 article-title: Profibrotic up-regulation of glucose transporter 1 by TGF-β involves activation of MEK and mammalian target of rapamycin complex 2 pathways publication-title: Faseb j doi: 10.1096/fj.201600428R – volume: 73 start-page: 103669 year: 2021 ident: pone.0300423.ref021 article-title: Mendelian randomisation highlights hypothyroidism as a causal determinant of idiopathic pulmonary fibrosis. publication-title: EBioMedicine doi: 10.1016/j.ebiom.2021.103669 – volume: 13 start-page: e1007081 issue: 11 year: 2017 ident: pone.0300423.ref029 article-title: Orienting the causal relationship between imprecisely measured traits using GWAS summary data. publication-title: PLoS Genet doi: 10.1371/journal.pgen.1007081 – volume: 64 start-page: 115 issue: 1 year: 2021 ident: pone.0300423.ref037 article-title: Lung Myofibroblasts Promote Macrophage Profibrotic Activity through Lactate-induced Histone Lactylation publication-title: Am J Respir Cell Mol Biol doi: 10.1165/rcmb.2020-0360OC – volume: 12 start-page: 940 issue: 3 year: 2020 ident: pone.0300423.ref041 article-title: Metformin ameliorates bleomycin-induced pulmonary fibrosis in mice by suppressing IGF-1. publication-title: Am J Transl Res – volume: 16 start-page: 309 issue: 4 year: 2007 ident: pone.0300423.ref015 article-title: Mendelian randomization as an instrumental variable approach to causal inference. publication-title: Stat Methods Med Res doi: 10.1177/0962280206077743 – volume: 10 start-page: 2987 issue: 1 year: 2019 ident: pone.0300423.ref040 article-title: Metformin induces lipogenic differentiation in myofibroblasts to reverse lung fibrosis publication-title: Nat Commun doi: 10.1038/s41467-019-10839-0 – volume: 77 start-page: 829 issue: 8 year: 2022 ident: pone.0300423.ref024 article-title: Genome-wide association study across five cohorts identifies five novel loci associated with idiopathic pulmonary fibrosis. publication-title: Thorax doi: 10.1136/thoraxjnl-2021-218577 – volume: 44 start-page: 496 issue: 2 year: 2015 ident: pone.0300423.ref025 article-title: Mendelian randomization studies: a review of the approaches used and the quality of reporting. publication-title: Int J Epidemiol doi: 10.1093/ije/dyv071 – volume: 11 start-page: 587913 year: 2020 ident: pone.0300423.ref036 article-title: Lactate Suppresses Macrophage Pro-Inflammatory Response to LPS Stimulation by Inhibition of YAP and NF-κB Activation via GPR81-Mediated Signaling. publication-title: Front Immunol doi: 10.3389/fimmu.2020.587913 – volume: 36 start-page: e101047 issue: 4 year: 2023 ident: pone.0300423.ref049 article-title: Why caution should be applied when interpreting and promoting findings from Mendelian randomisation studies. publication-title: Gen Psychiatr doi: 10.1136/gpsych-2023-101047 – volume: 4 start-page: e000183 issue: 1 year: 2017 ident: pone.0300423.ref011 article-title: Metabolic heterogeneity of idiopathic pulmonary fibrosis: a metabolomic study publication-title: BMJ Open Respir Res doi: 10.1136/bmjresp-2017-000183 – volume: 61 start-page: 2201585 issue: 5 year: 2023 ident: pone.0300423.ref020 article-title: The causal relationship between gastro-oesophageal reflux disease and idiopathic pulmonary fibrosis: a bidirectional two-sample Mendelian randomisation study publication-title: Eur Respir J doi: 10.1183/13993003.01585-2022 – volume: 319 start-page: L887 issue: 6 year: 2020 ident: pone.0300423.ref002 article-title: The Idiopathic Pulmonary Fibrosis Cell Atlas publication-title: Am J Physiol Lung Cell Mol Physiol doi: 10.1152/ajplung.00451.2020 – volume: 11 start-page: 4318 issue: 1 year: 2021 ident: pone.0300423.ref003 article-title: Occupational and environmental risk factors of idiopathic pulmonary fibrosis: a systematic review and meta-analyses. publication-title: Sci Rep doi: 10.1038/s41598-021-81591-z |
SSID | ssj0053866 |
Score | 2.461663 |
SecondaryResourceType | review_article |
Snippet | Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF).... Background Numerous metabolomic studies have confirmed the pivotal role of metabolic abnormalities in the development of idiopathic pulmonary fibrosis (IPF).... |
SourceID | doaj pubmedcentral proquest gale pubmed crossref |
SourceType | Open Website Open Access Repository Aggregation Database Index Database Enrichment Source |
StartPage | e0300423 |
SubjectTerms | Analysis Batteries Biology and Life Sciences Blood sugar Complications and side effects Development and progression Dextrose Diabetes Diabetes Mellitus Gastroesophageal reflux Genome-Wide Association Study Genomics Glucose Guanosine Health aspects Humans Idiopathic Pulmonary Fibrosis - genetics Mediation Medicine and Health Sciences Mendelian Randomization Analysis Metabolites Physical Sciences Physiological aspects Pulmonary fibrosis Research and Analysis Methods Risk factors Urea |
SummonAdditionalLinks | – databaseName: DOAJ Directory of Open Access Journals dbid: DOA link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1Lb9QwELZQT1wQ5blQwCAk4JA2jr1JzG1BVAWpIAFFvVl-0kjbZLXZFerv4Y8y43hXG3EoB67xREpmPs947JnPhLyEIKGZh_kNnk5k2Gud6dIBlrkWLNeyzj1u6J9-Lk_OxKfz6fnOVV9YEzbQAw-KO4J4qmsbauG0F9YJ6SpfVxU85JVlQ3MVxLxNMjX4YJjFZZka5XjFjpJdDhdd6w9zHotBRoEo8vX_7ZV3wtK4ZHInBh3fJrfS4pHOho_eJzd8e4fsp-nZ09eJQ_rNXfIbzE-tXvcgvtzUu100C5rqsijgZmhfnF_RxRJPa2DpSWMZO730K4AGNif3VLeONq7p4s3Fli7Wc8CtXl7RAHl21zf9WzqjphkiY9xWpKtfXdZrZB2mp7jBjhspFEKi6y5T0yeNpLb3yNnxh-_vT7J0H0NmS8FWmQ25DFZPC1l4MIfgvjBcBCPzYJg0PHhb5Ua70pQyCMm9ZX5aFzowZ6Q0Bb9P9lqwwENCp85YpjEbxDPmujbBVQHCRsmNs5CFTgjfGEfZRFaOd2bMVTyBqyBpGVSu0KQqmXRCsu1bi4Gs4xr5d2j3rSxSbccHAECVAKiuA-CEPEPUqKFvdesw1KySSKdYSDEhL6IE0m20WM_zE8zfq49ffvyD0LevI6FXSSh0oA6rUw8F_BPSeI0kD0aS4DTsaPj5BuMKh7DSrvXdulccvDqHMFaDdh4MmN_qh2P6ywSbkHo0G0YKHI-0zUXkLAdFFbA6nT76Hyp_TG4WsLbEQz1WHpC91XLtn8DacGWeRjfwB1JIaSQ priority: 102 providerName: Directory of Open Access Journals |
Title | The causal relationship between genetically predicted blood metabolites and idiopathic pulmonary fibrosis: A bidirectional two-sample Mendelian randomization study |
URI | https://www.ncbi.nlm.nih.gov/pubmed/38626141 https://www.proquest.com/docview/3040321983 https://pubmed.ncbi.nlm.nih.gov/PMC11020755 https://doaj.org/article/893a8cf84dae4cd49d7e8773a837c110 |
Volume | 19 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlR3LjtMw0NrHhQtieRaWYhAScEgVx24eSAh1Vy0LUhe0UNRbZDvObqRuUppW0As_w48y47jVRoCAiw_xpGrm4ZnxvAh5CkpCMgPyDSed8LDW2pNhBrzMpWC-TGLf4IX--DQ8mYh30_50h2xmtjoE1r917XCe1GQx6337sn4NAv_KTm2I2Oal3rwqTc_nNtVjl-yDbopwpsFYbOMKIN02eolWixcGPnfFdH_6lZaysj39fz25r6iudlrlFT01ukGuOwOTDhqOOCA7prxJDpwI1_S56zP94hb5ASxCtVzVAL7Y5MRdFHPqcrco8FZT4jhb0_kCIzpgnlKb6k4vzRLYBwuYayrLjBZZUdnpxprOVzPgbblY0xx88aou6pd0QFXRaE979UiXXyuvltiZmI7xEh4vWyiozay6dIWh1Da-vU0mo-Gn4xPPzWzwdCjY0tO5n-Ra9oMkMCKTgptAcZGrxM8VSxTPjY58JbNQhUkuEm40M_04kDnLVJKogN8heyVQ4B6h_UxpJtFjxDh0HKs8i3JQLSFXmQZPtUP4hjipdg3Nca7GLLVRuggcmwblKZI0dSTtEG_71rxp6PEX-COk-xYW23HbB9XiPHXSnYLRJ2Odx_DFRuhMJFlk4iiChzzSDP_qI-SatKlt3R4q6SBKsOVikIgOeWIhsCVHiTk_50D-On37_vM_AH08awE9c0B5BejQ0tVZwDdhq68W5GELEg4W3dp-vOHxFLcwG6801apOOZz8HFRdDNi52_D8Fj8cXWQmWIfELWloIbC9UxYXtq85ICoAC7Z__z9J9IBcC8DUxBgfCw_J3nKxMg_BVFyqLtmNphGs8THDdfSmS_aPhqcfzrr28qVrTwdcvw9_AllJdJA |
linkProvider | Scholars Portal |
openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=The+causal+relationship+between+genetically+predicted+blood+metabolites+and+idiopathic+pulmonary+fibrosis%3A+A+bidirectional+two-sample+Mendelian+randomization+study&rft.jtitle=PloS+one&rft.au=Pan%2C+Tingyu&rft.au=Bai%2C+Le&rft.au=Zhu%2C+Dongwei&rft.au=Wei%2C+Yun&rft.date=2024-04-16&rft.issn=1932-6203&rft.eissn=1932-6203&rft.volume=19&rft.issue=4&rft.spage=e0300423&rft_id=info:doi/10.1371%2Fjournal.pone.0300423&rft.externalDBID=n%2Fa&rft.externalDocID=10_1371_journal_pone_0300423 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1932-6203&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1932-6203&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1932-6203&client=summon |