A population-based study of precision health assessments using multi-omics network-derived biological functional modules

Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features...

Full description

Saved in:
Bibliographic Details
Published inCell reports. Medicine Vol. 3; no. 12; p. 100847
Main Authors Zhang, Wei, Wan, Ziyun, Li, Xiaoyu, Li, Rui, Luo, Lihua, Song, Zijun, Miao, Yu, Li, Zhiming, Wang, Shiyu, Shan, Ying, Li, Yan, Chen, Bangwei, Zhen, Hefu, Sun, Yuzhe, Fang, Mingyan, Ding, Jiahong, Yan, Yizhen, Zong, Yang, Wang, Zhen, Zhang, Wenwei, Yang, Huanming, Yang, Shuang, Wang, Jian, Jin, Xin, Wang, Ru, Chen, Peijie, Min, Junxia, Zeng, Yi, Li, Tao, Xu, Xun, Nie, Chao
Format Journal Article
LanguageEnglish
Published United States Elsevier Inc 20.12.2022
Elsevier
Subjects
Online AccessGet full text
ISSN2666-3791
2666-3791
DOI10.1016/j.xcrm.2022.100847

Cover

Abstract Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFMs to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment. [Display omitted] •Mass pairwise feature correlations and 23 BFMs are created from multi-omics data•BFM-ash method is developed to assess individual health status based on BFMs•Anomalous BFMs are accurately identified for chronic patients by BFM-ash method•GSE intervention improves participants’ health status by modulating gut microbiome Based on the large sample size of multi-omics data, Zhang et al. generate mass correlations and create 23 BFMs. A BFM-ash model is developed to assess individual health status. Using the model, anomalous areas of health are identified for chronic patients, and the effects of dietary intervention for health are assessed.
AbstractList Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFMs to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment.
Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFMs to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment. [Display omitted] •Mass pairwise feature correlations and 23 BFMs are created from multi-omics data•BFM-ash method is developed to assess individual health status based on BFMs•Anomalous BFMs are accurately identified for chronic patients by BFM-ash method•GSE intervention improves participants’ health status by modulating gut microbiome Based on the large sample size of multi-omics data, Zhang et al. generate mass correlations and create 23 BFMs. A BFM-ash model is developed to assess individual health status. Using the model, anomalous areas of health are identified for chronic patients, and the effects of dietary intervention for health are assessed.
SummaryRecent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFM s to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment.
Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFMs to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment.Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFMs to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment.
Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and relevant bioinformatic methods. Here we collect multi-omics data from 4,277 individuals. We calculate the correlations between pairwise features from cross-sectional data and then generate 11 biological functional modules (BFMs) in males and 12 BFMs in females using a community detection algorithm. Using the features in the BFM associated with cardiometabolic health, carotid plaques can be predicted accurately in an independent dataset. We developed a model by comparing individual data with the health baseline in BFMs to assess health status (BFM-ash). Then we apply the model to chronic patients and modify the BFM-ash model to assess the effects of consuming grape seed extract as a dietary supplement. Finally, anomalous BFMs are identified for each subject. Our BFMs and BFM-ash model have huge prospects for application in precision health assessment. • Mass pairwise feature correlations and 23 BFMs are created from multi-omics data • BFM-ash method is developed to assess individual health status based on BFMs • Anomalous BFMs are accurately identified for chronic patients by BFM-ash method • GSE intervention improves participants’ health status by modulating gut microbiome Based on the large sample size of multi-omics data, Zhang et al. generate mass correlations and create 23 BFMs. A BFM-ash model is developed to assess individual health status. Using the model, anomalous areas of health are identified for chronic patients, and the effects of dietary intervention for health are assessed.
ArticleNumber 100847
Author Zong, Yang
Yang, Shuang
Fang, Mingyan
Wang, Shiyu
Min, Junxia
Miao, Yu
Wang, Zhen
Xu, Xun
Zhen, Hefu
Jin, Xin
Wang, Ru
Li, Tao
Nie, Chao
Li, Xiaoyu
Li, Yan
Luo, Lihua
Yan, Yizhen
Song, Zijun
Wan, Ziyun
Zeng, Yi
Yang, Huanming
Shan, Ying
Wang, Jian
Zhang, Wei
Chen, Bangwei
Li, Zhiming
Chen, Peijie
Zhang, Wenwei
Ding, Jiahong
Li, Rui
Sun, Yuzhe
Author_xml – sequence: 1
  givenname: Wei
  orcidid: 0000-0002-6968-6974
  surname: Zhang
  fullname: Zhang, Wei
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 2
  givenname: Ziyun
  surname: Wan
  fullname: Wan, Ziyun
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 3
  givenname: Xiaoyu
  surname: Li
  fullname: Li, Xiaoyu
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 4
  givenname: Rui
  surname: Li
  fullname: Li, Rui
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 5
  givenname: Lihua
  surname: Luo
  fullname: Luo, Lihua
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 6
  givenname: Zijun
  surname: Song
  fullname: Song, Zijun
  organization: The First Affiliated Hospital, Institute of Translational Medicine, School of Medicine, Zhejiang University, Hangzhou, China
– sequence: 7
  givenname: Yu
  surname: Miao
  fullname: Miao, Yu
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 8
  givenname: Zhiming
  surname: Li
  fullname: Li, Zhiming
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 9
  givenname: Shiyu
  surname: Wang
  fullname: Wang, Shiyu
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 10
  givenname: Ying
  surname: Shan
  fullname: Shan, Ying
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 11
  givenname: Yan
  surname: Li
  fullname: Li, Yan
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 12
  givenname: Bangwei
  surname: Chen
  fullname: Chen, Bangwei
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 13
  givenname: Hefu
  surname: Zhen
  fullname: Zhen, Hefu
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 14
  givenname: Yuzhe
  surname: Sun
  fullname: Sun, Yuzhe
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 15
  givenname: Mingyan
  surname: Fang
  fullname: Fang, Mingyan
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 16
  givenname: Jiahong
  surname: Ding
  fullname: Ding, Jiahong
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 17
  givenname: Yizhen
  surname: Yan
  fullname: Yan, Yizhen
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 18
  givenname: Yang
  surname: Zong
  fullname: Zong, Yang
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 19
  givenname: Zhen
  surname: Wang
  fullname: Wang, Zhen
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 20
  givenname: Wenwei
  surname: Zhang
  fullname: Zhang, Wenwei
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 21
  givenname: Huanming
  surname: Yang
  fullname: Yang, Huanming
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 22
  givenname: Shuang
  surname: Yang
  fullname: Yang, Shuang
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 23
  givenname: Jian
  surname: Wang
  fullname: Wang, Jian
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 24
  givenname: Xin
  surname: Jin
  fullname: Jin, Xin
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 25
  givenname: Ru
  surname: Wang
  fullname: Wang, Ru
  organization: School of Exercise and Health, Shanghai Frontiers Science Research Base of Exercise and Metabolic Health, Shanghai University of Sport, Shanghai, China
– sequence: 26
  givenname: Peijie
  surname: Chen
  fullname: Chen, Peijie
  organization: School of Exercise and Health, Shanghai Frontiers Science Research Base of Exercise and Metabolic Health, Shanghai University of Sport, Shanghai, China
– sequence: 27
  givenname: Junxia
  surname: Min
  fullname: Min, Junxia
  organization: The First Affiliated Hospital, Institute of Translational Medicine, School of Medicine, Zhejiang University, Hangzhou, China
– sequence: 28
  givenname: Yi
  surname: Zeng
  fullname: Zeng, Yi
  organization: Center for Healthy Aging and Development Studies, National School of Development, Peking University, Beijing, China
– sequence: 29
  givenname: Tao
  surname: Li
  fullname: Li, Tao
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 30
  givenname: Xun
  surname: Xu
  fullname: Xu, Xun
  organization: BGI-Shenzhen, Shenzhen 518083, China
– sequence: 31
  givenname: Chao
  surname: Nie
  fullname: Nie, Chao
  email: niechao@genomics.cn
  organization: BGI-Shenzhen, Shenzhen 518083, China
BackLink https://www.ncbi.nlm.nih.gov/pubmed/36493776$$D View this record in MEDLINE/PubMed
BookMark eNqNUk1v1DAQjVARLaV_gAPKkUuK7ThxghBSVZUPqRIH4Gw5zmTXW8cOnnjb_fc4bCkFCejJI8-89zRv3tPswHkHWfacklNKaP1qc3qjw3jKCGPpgzRcPMqOWF3XRSlaenCvPsxOEDeEEFZR2pTkSXZY1rwthaiPspuzfPJTtGo23hWdQuhznGO_y_2QTwG0wdTI16DsvM4VIiCO4GbMIxq3ysdoZ1P40WjMHczXPlwVPQSzTTyd8davjFY2H6LTi0IqR99HC_gsezwoi3By-x5nX99dfDn_UFx-ev_x_Oyy0FVN56IXQvcVH3jVcVI3WnSVbnjFhQZRVw1XHeihIrTlPRmEVt2gWyKGnrRdw1kJ5XFW7nmjm9TuWlkrp2BGFXaSErlYKTdysVIuVsq9lQn1do-aYjdCr9PGQf1CemXk7x1n1nLlt7IVbUNKkghe3hIE_y0CznI0qMFa5cBHlExUJWtbwWkafXFf607k55HSQLMf0MEjBhikNvOPgyVpY_-9B_sD-qDl3-xBkO6yNRAkagNOQ29SIGbZe_Mg7-7g2hq3xOAKdoAbH0PKAUoqkUkiPy9BXXLKGCGc0mXf138n-J_6d6Dc-vM
CitedBy_id crossref_primary_10_1177_14604582241285832
crossref_primary_10_1038_s41598_024_75627_3
crossref_primary_10_1016_j_xcrm_2022_100876
Cites_doi 10.1007/s00394-018-1842-7
10.1038/nbt.2594
10.1111/j.1476-5381.1974.tb09707.x
10.1093/nar/gkx760
10.1038/nature03607
10.1164/rccm.201802-0279ED
10.1016/j.cell.2017.05.046
10.1136/gutjnl-2013-305994
10.1038/nbt.3870
10.4331/wjbc.v7.i1.14
10.1093/gigascience/gix024
10.1016/S0098-2997(02)00090-0
10.1016/j.atherosclerosis.2011.06.044
10.1002/da.10113
10.1002/wics.1319
10.1038/s41591-019-0414-6
10.1039/C7FO02028G
10.1073/pnas.0601602103
10.1534/genetics.115.176735
10.1111/all.14014
10.1136/annrheumdis-2019-215442
10.1101/gr.107524.110
10.1093/bioinformatics/btz614
10.1126/science.aan4834
10.7717/peerj.5410
10.1088/1742-5468/2008/10/P10008
10.1093/gigascience/gix133
10.1038/s41467-019-13983-9
10.1073/pnas.122653799
10.1371/journal.pone.0152464
10.1086/519795
10.1038/nrg.2018.4
10.1016/S0140-6736(72)90294-2
10.1093/bioinformatics/btp336
10.1093/bioinformatics/btx286
10.1038/nature18003
10.1186/s13073-019-0705-z
10.1073/pnas.1221839110
10.1101/gr.1239303
10.1038/s41596-019-0264-1
10.1056/NEJMp0910064
10.1161/ATVBAHA.114.304015
10.1038/s41586-019-1237-9
10.1001/jama.298.14.1685
10.1038/nature11450
10.1093/ajcn/49.6.1211
10.1038/srep46130
10.1093/bioinformatics/btp324
10.1073/pnas.1706096114
10.1016/j.jnutbio.2016.02.007
10.1016/j.cell.2012.02.009
10.1038/ncomms7528
10.1186/s12916-018-1065-z
10.1038/nmeth.3589
10.1093/nar/gky310
10.1038/nbt.2942
10.1371/journal.pbio.2001402
10.1007/s00203-015-1125-0
10.1093/nar/gky1120
10.15420/ecr.2017:21:1
10.1038/nature12450
10.1038/srep05001
10.1038/s41586-019-1236-x
ContentType Journal Article
Copyright 2022 The Author(s)
The Author(s)
Copyright © 2022 The Author(s). Published by Elsevier Inc. All rights reserved.
2022 The Author(s) 2022
Copyright_xml – notice: 2022 The Author(s)
– notice: The Author(s)
– notice: Copyright © 2022 The Author(s). Published by Elsevier Inc. All rights reserved.
– notice: 2022 The Author(s) 2022
DBID 6I.
AAFTH
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
ADTOC
UNPAY
DOI 10.1016/j.xcrm.2022.100847
DatabaseName ScienceDirect Open Access Titles
Elsevier:ScienceDirect:Open Access
CrossRef
Medline
MEDLINE
MEDLINE (Ovid)
MEDLINE
MEDLINE
PubMed
MEDLINE - Academic
PubMed Central (Full Participant titles)
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
MEDLINE
Medline Complete
MEDLINE with Full Text
PubMed
MEDLINE (Ovid)
MEDLINE - Academic
DatabaseTitleList MEDLINE


MEDLINE - Academic


Database_xml – sequence: 1
  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: 2
  dbid: EIF
  name: MEDLINE
  url: https://proxy.k.utb.cz/login?url=https://www.webofscience.com/wos/medline/basic-search
  sourceTypes: Index Database
– sequence: 3
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
DeliveryMethod fulltext_linktorsrc
Discipline Medicine
EISSN 2666-3791
EndPage 100847
ExternalDocumentID 10.1016/j.xcrm.2022.100847
PMC9798030
36493776
10_1016_j_xcrm_2022_100847
S2666379122004116
1_s2_0_S2666379122004116
Genre Research Support, Non-U.S. Gov't
Journal Article
GroupedDBID .1-
.FO
0R~
53G
AAEDW
AALRI
AAMRU
AAXUO
AAYWO
ACVFH
ADCNI
ADVLN
AEUPX
AFPUW
AFRHN
AIGII
AITUG
AJUYK
AKBMS
AKRWK
AKYEP
ALMA_UNASSIGNED_HOLDINGS
AMRAJ
APXCP
EBS
FDB
GROUPED_DOAJ
M41
M~E
OK1
ROL
RPM
Z5R
AAHOK
NCXOZ
6I.
AAFTH
ACHIH
AFCTW
AAYXX
CITATION
CGR
CUY
CVF
ECM
EIF
NPM
7X8
5PM
ADTOC
UNPAY
ID FETCH-LOGICAL-c561t-d77cd54f45b4068c7b5c84547ce76584abecf50194d0f7cabfc907fd09b8423e3
IEDL.DBID UNPAY
ISSN 2666-3791
IngestDate Sun Oct 26 04:12:59 EDT 2025
Tue Sep 30 17:17:25 EDT 2025
Fri Jul 11 16:41:07 EDT 2025
Wed Feb 19 02:25:33 EST 2025
Tue Jul 01 01:25:24 EDT 2025
Thu Apr 24 23:09:52 EDT 2025
Tue Jul 25 21:02:32 EDT 2023
Tue Feb 25 19:56:00 EST 2025
Tue Aug 26 19:32:32 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 12
Keywords deitary intervention assessment
multi-omics
BFM-ash method
biological functional modules
correlations
personal health assessment
Language English
License This is an open access article under the CC BY-NC-ND license.
Copyright © 2022 The Author(s). Published by Elsevier Inc. All rights reserved.
This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c561t-d77cd54f45b4068c7b5c84547ce76584abecf50194d0f7cabfc907fd09b8423e3
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
These authors contributed equally
Lead contact
ORCID 0000-0002-6968-6974
OpenAccessLink https://proxy.k.utb.cz/login?url=https://doi.org/10.1016/j.xcrm.2022.100847
PMID 36493776
PQID 2753299741
PQPubID 23479
PageCount 1
ParticipantIDs unpaywall_primary_10_1016_j_xcrm_2022_100847
pubmedcentral_primary_oai_pubmedcentral_nih_gov_9798030
proquest_miscellaneous_2753299741
pubmed_primary_36493776
crossref_citationtrail_10_1016_j_xcrm_2022_100847
crossref_primary_10_1016_j_xcrm_2022_100847
elsevier_sciencedirect_doi_10_1016_j_xcrm_2022_100847
elsevier_clinicalkeyesjournals_1_s2_0_S2666379122004116
elsevier_clinicalkey_doi_10_1016_j_xcrm_2022_100847
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2022-12-20
PublicationDateYYYYMMDD 2022-12-20
PublicationDate_xml – month: 12
  year: 2022
  text: 2022-12-20
  day: 20
PublicationDecade 2020
PublicationPlace United States
PublicationPlace_xml – name: United States
PublicationTitle Cell reports. Medicine
PublicationTitleAlternate Cell Rep Med
PublicationYear 2022
Publisher Elsevier Inc
Elsevier
Publisher_xml – name: Elsevier Inc
– name: Elsevier
References (bib13) 2017; 169
Qin, Li, Cai, Li, Zhu, Zhang, Liang, Zhang, Guan, Shen (bib24) 2012; 490
Waterhouse, Hope, Krause, Morrison, Protani, Zakrzewski, Neale (bib47) 2019; 58
Newman (bib31) 2018
Li, Yu, Li, Lam, Yiu, Kristiansen, Wang (bib61) 2009; 25
Shugay, Bagaev, Zvyagin, Vroomans, Crawford, Dolton, Komech, Sycheva, Koneva, Egorov (bib21) 2018; 46
Zhang, Guo, Lim, Zheng, Koh, Ho, Qiao, Huo, Hou, Huang (bib54) 2014; 4
Palla, Derényi, Farkas, Vicsek (bib50) 2005; 435
Fang, Zhong, Lin, Chen, Han, Ren, Lu, Luber, Xia, Li (bib60) 2018; 7
Jie, Liang, Ding, Tang, Li, Wang, Lin, Chen, Cai, Rao (bib67) 2019
Shomorony, Cirulli, Huang, Napier, Heister, Hicks, Cohen, Yu, Swisher, Schenker-Ahmed (bib17) 2020; 12
Liu, Zhang, Zhao, Fu, Liu, Wu, Luo, Wang, Wang, Lin (bib65) 2019; 78
Chong, Liu, Zhou, Xia (bib34) 2020; 15
Connor, Davidson (bib69) 2003; 18
Xie, Szymanski, Liu (bib52) 2011
Purcell, Neale, Todd-Brown, Thomas, Ferreira, Bender, Maller, Sklar, de Bakker, Daly, Sham (bib59) 2007; 81
Lloyd-Price, Arze, Ananthakrishnan, Schirmer, Avila-Pacheco, Poon, Andrews, Ajami, Bonham, Brislawn (bib14) 2019; 569
Hood, Flores (bib1) 2012; 29
Feng, Liang, Jia, Stadlmayr, Tang, Lan, Zhang, Xia, Xu, Jie (bib25) 2015; 6
Karczewski, Snyder (bib11) 2018; 19
Schmölz, Birringer, Lorkowski, Wallert (bib27) 2016; 7
Zhang, Du, Su, Wang, Zeng, Zhang, Hong, Nie, Wu, Cao (bib20) 2015; 201
Chen, Tsai, Lee, Lin, Huang, Chao, Lai, Chiu (bib45) 2017; 7
Schüssler-Fiorenza Rose, Contrepois, Moneghetti, Zhou, Mishra, Mataraso, Dagan-Rosenfeld, Ganz, Dunn, Hornburg (bib5) 2019; 25
Liu, Zhang, Zeng, Zhang, Du, Hong, Cao, Su, Wang, Wu (bib64) 2016; 11
Smits, Leach, Sonnenburg, Gonzalez, Lichtman, Reid, Knight, Manjurano, Changalucha, Elias (bib55) 2017; 357
(bib8) 2012
Martinsson, Östling, Persson, Sundquist, Andersson, Melander, Engström, Hedblad, Smith (bib42) 2014; 34
Li, Dunn, Salins, Zhou, Zhou, Schüssler-Fiorenza Rose, Perelman, Colbert, Runge, Rego (bib9) 2017; 15
Cox, Keane (bib46) 2018; 198
Paczkowska, Barenboim, Sintupisut, Fox, Zhu, Abd-Rabbo, Mee, Boutros, Reimand (bib3) 2020; 11
Amir, Davis, Tadmor, Simonds, Levine, Bendall, Shenfeld, Krishnaswamy, Nolan, Pe'er (bib32) 2013; 31
Girvan, Newman (bib15) 2002; 99
Buniello, MacArthur, Cerezo, Harris, Hayhurst, Malangone, McMahon, Morales, Mountjoy, Sollis (bib19) 2019; 47
Larsson, Burgess, Michaëlsson (bib40) 2018; 16
Lewis, Coughlin, Jusko, Hartz (bib30) 1972; 1
Casanova-Martí, Serrano, Portune, Sanz, Blay, Terra, Ardévol, Pinent (bib48) 2018; 9
Zhang, Wang, Liu, Wei, Yang, Du, Wang, Guo, Ma, Luo (bib22) 2020; 36
McKenna, Hanna, Banks, Sivachenko, Cibulskis, Kernytsky, Garimella, Altshuler, Gabriel, Daly, DePristo (bib58) 2010; 20
Mertins, Mani, Ruggles, Gillette, Clauser, Wang, Wang, Qiao, Cao, Petralia (bib12) 2016; 534
Barbagallo, Dominguez, Galioto, Ferlisi, Cani, Malfa, Pineo, Busardo, Paolisso (bib39) 2003; 24
Li, Durbin (bib57) 2009; 25
Murr, Grammer, Meinitzer, Kleber, März, Fuchs (bib38) 2014; 2014
Hagberg, Swart, S Chult (bib70) 2008
Perkins, Caskey, Brar, Dec, Karow, Kahn, Hou, Shah, Boeldt, Coughlin (bib10) 2018; 115
Takemura, Bharioke, Lu, Nern, Vitaladevuni, Rivlin, Katz, Olbris, Plaza, Winston (bib33) 2013; 500
Mangge, Zelzer, Prüller, Schnedl, Weghuber, Enko, Bergsten, Haybaeck, Meinitzer (bib41) 2016; 32
Jalanka-Tuovinen, Salojärvi, Salonen, Immonen, Garsed, Kelly, Zaitoun, Palva, Spiller, de Vos (bib44) 2014; 63
Murray, Frenk (bib2) 2010; 362
Harenberg, Bello, Gjeltema, Ranshous, Harlalka, Seay, Padmanabhan, Samatova (bib49) 2014; 6
Cohen, Janicki-Deverts, Miller (bib26) 2007; 298
Chen, Mias, Li-Pook-Than, Jiang, Lam, Chen, Miriami, Karczewski, Hariharan, Dewey (bib7) 2012; 148
Tickotsky, Sagiv, Prilusky, Shifrut, Friedman (bib23) 2017; 33
Newman (bib16) 2006; 103
Blondel, Guillaume, Lambiotte, Lefebvre (bib18) 2008; 2008
Hayes, Pronczuk, Addesa, Stephan (bib28) 1989; 49
Shannon, Markiel, Ozier, Baliga, Wang, Ramage, Amin, Schwikowski, Ideker (bib71) 2003; 13
Libert, Nowacki, Natowicz (bib36) 2018; 6
Price, Magis, Earls, Glusman, Levy, Lausted, McDonald, Kusebauch, Moss, Zhou (bib6) 2017; 35
Ahtee, Boullin, Paasonen (bib29) 1974; 52
Gopalan, Blei (bib51) 2013; 110
Derogatis, Lipman, Covi (bib68) 1973; 9
Inaba, Chen, Bergmann (bib43) 2012; 220
Chong, Soufan, Li, Caraus, Li, Bourque, Wishart, Xia (bib35) 2018; 46
Cao, Wu, Li, Xie, Tang, Zhao, Wang, Chen, Zhang, An (bib66) 2020; 75
Truong, Franzosa, Tickle, Scholz, Weingart, Pasolli, Tett, Huttenhower, Segata (bib63) 2015; 12
Li, Jia, Cai, Zhong, Feng, Sunagawa, Arumugam, Kultima, Prifti, Nielsen (bib62) 2014; 32
Webb, Collins (bib37) 2017; 12
Zhou, Sailani, Contrepois, Zhou, Ahadi, Leopold, Zhang, Rao, Avina, Mishra (bib4) 2019; 569
Hisada, Endoh, Kuriki (bib53) 2015; 197
Huang, Liang, Xuan, Geng, Li, Lu, Qu, Mei, Chen, Yu (bib56) 2017; 6
Jie (10.1016/j.xcrm.2022.100847_bib67) 2019
Jalanka-Tuovinen (10.1016/j.xcrm.2022.100847_bib44) 2014; 63
Hood (10.1016/j.xcrm.2022.100847_bib1) 2012; 29
Shugay (10.1016/j.xcrm.2022.100847_bib21) 2018; 46
Waterhouse (10.1016/j.xcrm.2022.100847_bib47) 2019; 58
Li (10.1016/j.xcrm.2022.100847_bib62) 2014; 32
Derogatis (10.1016/j.xcrm.2022.100847_bib68) 1973; 9
Chen (10.1016/j.xcrm.2022.100847_bib7) 2012; 148
Li (10.1016/j.xcrm.2022.100847_bib9) 2017; 15
Zhang (10.1016/j.xcrm.2022.100847_bib22) 2020; 36
Connor (10.1016/j.xcrm.2022.100847_bib69) 2003; 18
Fang (10.1016/j.xcrm.2022.100847_bib60) 2018; 7
Zhang (10.1016/j.xcrm.2022.100847_bib20) 2015; 201
Huang (10.1016/j.xcrm.2022.100847_bib56) 2017; 6
Purcell (10.1016/j.xcrm.2022.100847_bib59) 2007; 81
(10.1016/j.xcrm.2022.100847_bib8) 2012
Lloyd-Price (10.1016/j.xcrm.2022.100847_bib14) 2019; 569
Liu (10.1016/j.xcrm.2022.100847_bib64) 2016; 11
(10.1016/j.xcrm.2022.100847_bib13) 2017; 169
Cox (10.1016/j.xcrm.2022.100847_bib46) 2018; 198
McKenna (10.1016/j.xcrm.2022.100847_bib58) 2010; 20
Barbagallo (10.1016/j.xcrm.2022.100847_bib39) 2003; 24
Zhou (10.1016/j.xcrm.2022.100847_bib4) 2019; 569
Shomorony (10.1016/j.xcrm.2022.100847_bib17) 2020; 12
Li (10.1016/j.xcrm.2022.100847_bib57) 2009; 25
Shannon (10.1016/j.xcrm.2022.100847_bib71) 2003; 13
Chong (10.1016/j.xcrm.2022.100847_bib34) 2020; 15
Cohen (10.1016/j.xcrm.2022.100847_bib26) 2007; 298
Murray (10.1016/j.xcrm.2022.100847_bib2) 2010; 362
Blondel (10.1016/j.xcrm.2022.100847_bib18) 2008; 2008
Palla (10.1016/j.xcrm.2022.100847_bib50) 2005; 435
Xie (10.1016/j.xcrm.2022.100847_bib52) 2011
Webb (10.1016/j.xcrm.2022.100847_bib37) 2017; 12
Truong (10.1016/j.xcrm.2022.100847_bib63) 2015; 12
Schüssler-Fiorenza Rose (10.1016/j.xcrm.2022.100847_bib5) 2019; 25
Harenberg (10.1016/j.xcrm.2022.100847_bib49) 2014; 6
Feng (10.1016/j.xcrm.2022.100847_bib25) 2015; 6
Smits (10.1016/j.xcrm.2022.100847_bib55) 2017; 357
Chen (10.1016/j.xcrm.2022.100847_bib45) 2017; 7
Karczewski (10.1016/j.xcrm.2022.100847_bib11) 2018; 19
Hisada (10.1016/j.xcrm.2022.100847_bib53) 2015; 197
Liu (10.1016/j.xcrm.2022.100847_bib65) 2019; 78
Qin (10.1016/j.xcrm.2022.100847_bib24) 2012; 490
Larsson (10.1016/j.xcrm.2022.100847_bib40) 2018; 16
Amir (10.1016/j.xcrm.2022.100847_bib32) 2013; 31
Mertins (10.1016/j.xcrm.2022.100847_bib12) 2016; 534
Chong (10.1016/j.xcrm.2022.100847_bib35) 2018; 46
Paczkowska (10.1016/j.xcrm.2022.100847_bib3) 2020; 11
Tickotsky (10.1016/j.xcrm.2022.100847_bib23) 2017; 33
Lewis (10.1016/j.xcrm.2022.100847_bib30) 1972; 1
Newman (10.1016/j.xcrm.2022.100847_bib31) 2018
Newman (10.1016/j.xcrm.2022.100847_bib16) 2006; 103
Perkins (10.1016/j.xcrm.2022.100847_bib10) 2018; 115
Casanova-Martí (10.1016/j.xcrm.2022.100847_bib48) 2018; 9
Schmölz (10.1016/j.xcrm.2022.100847_bib27) 2016; 7
Buniello (10.1016/j.xcrm.2022.100847_bib19) 2019; 47
Takemura (10.1016/j.xcrm.2022.100847_bib33) 2013; 500
Price (10.1016/j.xcrm.2022.100847_bib6) 2017; 35
Murr (10.1016/j.xcrm.2022.100847_bib38) 2014; 2014
Hayes (10.1016/j.xcrm.2022.100847_bib28) 1989; 49
Cao (10.1016/j.xcrm.2022.100847_bib66) 2020; 75
Zhang (10.1016/j.xcrm.2022.100847_bib54) 2014; 4
Hagberg (10.1016/j.xcrm.2022.100847_bib70) 2008
Gopalan (10.1016/j.xcrm.2022.100847_bib51) 2013; 110
Mangge (10.1016/j.xcrm.2022.100847_bib41) 2016; 32
Inaba (10.1016/j.xcrm.2022.100847_bib43) 2012; 220
Girvan (10.1016/j.xcrm.2022.100847_bib15) 2002; 99
Libert (10.1016/j.xcrm.2022.100847_bib36) 2018; 6
Martinsson (10.1016/j.xcrm.2022.100847_bib42) 2014; 34
Li (10.1016/j.xcrm.2022.100847_bib61) 2009; 25
Ahtee (10.1016/j.xcrm.2022.100847_bib29) 1974; 52
36543115 - Cell Rep Med. 2022 Dec 20;3(12):100876
References_xml – volume: 32
  start-page: 123
  year: 2016
  end-page: 127
  ident: bib41
  article-title: Branched-chain amino acids are associated with cardiometabolic risk profiles found already in lean, overweight and obese young
  publication-title: J. Nutr. Biochem.
– volume: 35
  start-page: 747
  year: 2017
  end-page: 756
  ident: bib6
  article-title: A wellness study of 108 individuals using personal, dense, dynamic data clouds
  publication-title: Nat. Biotechnol.
– volume: 25
  start-page: 1754
  year: 2009
  end-page: 1760
  ident: bib57
  article-title: Fast and accurate short read alignment with Burrows-Wheeler transform
  publication-title: Bioinformatics
– volume: 9
  start-page: 13
  year: 1973
  end-page: 28
  ident: bib68
  article-title: SCL-90: an outpatient psychiatric rating scale--preliminary report
  publication-title: Psychopharmacol. Bull.
– year: 2008
  ident: bib70
  article-title: Exploring Network Structure, Dynamics, and Function Using NetworkX
– volume: 435
  start-page: 814
  year: 2005
  end-page: 818
  ident: bib50
  article-title: Uncovering the overlapping community structure of complex networks in nature and society
  publication-title: Nature
– volume: 2014
  start-page: 783730
  year: 2014
  ident: bib38
  article-title: Immune activation and inflammation in patients with cardiovascular disease are associated with higher phenylalanine to tyrosine ratios: the ludwigshafen risk and cardiovascular health study
  publication-title: J. Amino Acids
– volume: 569
  start-page: 655
  year: 2019
  end-page: 662
  ident: bib14
  article-title: Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases
  publication-title: Nature
– volume: 11
  start-page: 735
  year: 2020
  ident: bib3
  article-title: Integrative pathway enrichment analysis of multivariate omics data
  publication-title: Nat. Commun.
– volume: 34
  start-page: 2343
  year: 2014
  end-page: 2348
  ident: bib42
  article-title: Carotid plaque, intima-media thickness, and incident aortic stenosis: a prospective cohort study
  publication-title: Arterioscler. Thromb. Vasc. Biol.
– volume: 78
  start-page: 1070
  year: 2019
  end-page: 1078
  ident: bib65
  article-title: T cell receptor beta repertoires as novel diagnostic markers for systemic lupus erythematosus and rheumatoid arthritis
  publication-title: Ann. Rheum. Dis.
– volume: 115
  start-page: 3686
  year: 2018
  end-page: 3691
  ident: bib10
  article-title: Precision medicine screening using whole-genome sequencing and advanced imaging to identify disease risk in adults
  publication-title: Proc. Natl. Acad. Sci. USA
– volume: 99
  start-page: 7821
  year: 2002
  end-page: 7826
  ident: bib15
  article-title: Community structure in social and biological networks
  publication-title: Proc. Natl. Acad. Sci. USA.
– volume: 198
  start-page: 153
  year: 2018
  end-page: 154
  ident: bib46
  article-title: Platelets and tuberculosis: small cells, not so innocent bystanders
  publication-title: Am. J. Respir. Crit. Care Med.
– volume: 20
  start-page: 1297
  year: 2010
  end-page: 1303
  ident: bib58
  article-title: The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data
  publication-title: Genome Res.
– volume: 52
  start-page: 245
  year: 1974
  end-page: 251
  ident: bib29
  article-title: Transport of taurine by normal human blood platelets
  publication-title: Br. J. Pharmacol.
– volume: 110
  start-page: 14534
  year: 2013
  end-page: 14539
  ident: bib51
  article-title: Efficient discovery of overlapping communities in massive networks
  publication-title: Proc. Natl. Acad. Sci. USA.
– volume: 362
  start-page: 98
  year: 2010
  end-page: 99
  ident: bib2
  article-title: Ranking 37th--measuring the performance of the U.S. health care system
  publication-title: N. Engl. J. Med.
– volume: 9
  start-page: 1672
  year: 2018
  end-page: 1682
  ident: bib48
  article-title: Grape seed proanthocyanidins influence gut microbiota and enteroendocrine secretions in female rats
  publication-title: Food Funct.
– volume: 25
  start-page: 1966
  year: 2009
  end-page: 1967
  ident: bib61
  article-title: SOAP2: an improved ultrafast tool for short read alignment
  publication-title: Bioinformatics
– volume: 32
  start-page: 834
  year: 2014
  end-page: 841
  ident: bib62
  article-title: An integrated catalog of reference genes in the human gut microbiome
  publication-title: Nat. Biotechnol.
– volume: 6
  start-page: 1
  year: 2017
  end-page: 9
  ident: bib56
  article-title: A reference human genome dataset of the BGISEQ-500 sequencer
  publication-title: GigaScience
– volume: 298
  start-page: 1685
  year: 2007
  end-page: 1687
  ident: bib26
  article-title: Psychological stress and disease
  publication-title: JAMA
– volume: 6
  start-page: 6528
  year: 2015
  ident: bib25
  article-title: Gut microbiome development along the colorectal adenoma-carcinoma sequence
  publication-title: Nat. Commun.
– volume: 7
  start-page: 14
  year: 2016
  end-page: 43
  ident: bib27
  article-title: Complexity of vitamin E metabolism
  publication-title: World J. Biol. Chem.
– volume: 15
  start-page: e2001402
  year: 2017
  ident: bib9
  article-title: Digital health: tracking physiomes and activity using wearable biosensors reveals useful health-related information
  publication-title: PLoS Biol.
– volume: 4
  start-page: 5001
  year: 2014
  ident: bib54
  article-title: Mongolians core gut microbiota and its correlation with seasonal dietary changes
  publication-title: Sci. Rep.
– volume: 31
  start-page: 545
  year: 2013
  end-page: 552
  ident: bib32
  article-title: viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia
  publication-title: Nat. Biotechnol.
– volume: 58
  start-page: 2895
  year: 2019
  end-page: 2910
  ident: bib47
  article-title: Vitamin D and the gut microbiome: a systematic review of in vivo studies
  publication-title: Eur. J. Nutr.
– volume: 13
  start-page: 2498
  year: 2003
  end-page: 2504
  ident: bib71
  article-title: Cytoscape: a software environment for integrated models of biomolecular interaction networks
  publication-title: Genome Res.
– volume: 29
  start-page: 613
  year: 2012
  end-page: 624
  ident: bib1
  article-title: A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory
  publication-title: N. Biotechnol.
– volume: 12
  start-page: 7
  year: 2020
  ident: bib17
  article-title: An unsupervised learning approach to identify novel signatures of health and disease from multimodal data
  publication-title: Genome Med.
– volume: 47
  start-page: D1005
  year: 2019
  end-page: D1012
  ident: bib19
  article-title: The NHGRI-EBI GWAS Catalog of published genome-wide association studies, targeted arrays and summary statistics 2019
  publication-title: Nucleic Acids Res.
– volume: 24
  start-page: 39
  year: 2003
  end-page: 52
  ident: bib39
  article-title: Role of magnesium in insulin action, diabetes and cardio-metabolic syndrome X
  publication-title: Mol. Aspects Med.
– volume: 75
  start-page: 681
  year: 2020
  end-page: 683
  ident: bib66
  article-title: T-cell receptor repertoire data provides new evidence for hygiene hypothesis of allergic diseases
  publication-title: Allergy
– volume: 49
  start-page: 1211
  year: 1989
  end-page: 1216
  ident: bib28
  article-title: Taurine modulates platelet aggregation in cats and humans
  publication-title: Am. J. Clin. Nutr.
– volume: 63
  start-page: 1737
  year: 2014
  end-page: 1745
  ident: bib44
  article-title: Faecal microbiota composition and host-microbe cross-talk following gastroenteritis and in postinfectious irritable bowel syndrome
  publication-title: Gut
– volume: 1
  start-page: 291
  year: 1972
  end-page: 292
  ident: bib30
  article-title: Contribution of cigarette smoking to cadmium accumulation in man
  publication-title: Lancet
– volume: 201
  start-page: 459
  year: 2015
  end-page: 472
  ident: bib20
  article-title: IMonitor: a robust pipeline for TCR and bcr repertoire analysis
  publication-title: Genetics
– volume: 36
  start-page: 897
  year: 2020
  end-page: 903
  ident: bib22
  article-title: PIRD: Pan immune repertoire database
  publication-title: Bioinformatics
– volume: 81
  start-page: 559
  year: 2007
  end-page: 575
  ident: bib59
  article-title: PLINK: a tool set for whole-genome association and population-based linkage analyses
  publication-title: Am. J. Hum. Genet.
– volume: 11
  start-page: e0152464
  year: 2016
  ident: bib64
  article-title: Systematic comparative evaluation of methods for investigating the TCRbeta repertoire
  publication-title: PLoS One
– volume: 25
  start-page: 792
  year: 2019
  end-page: 804
  ident: bib5
  article-title: A longitudinal big data approach for precision health
  publication-title: Nat. Med.
– volume: 148
  start-page: 1293
  year: 2012
  end-page: 1307
  ident: bib7
  article-title: Personal omics profiling reveals dynamic molecular and medical phenotypes
  publication-title: Cell
– year: 2012
  ident: bib8
  article-title: National Research Council (US) Committee on a Framework for Developing a New Taxonomy of Disease
– volume: 18
  start-page: 76
  year: 2003
  end-page: 82
  ident: bib69
  article-title: Development of a new resilience scale: the connor-davidson resilience scale (CD-RISC)
  publication-title: Depress. Anxiety
– volume: 19
  start-page: 299
  year: 2018
  end-page: 310
  ident: bib11
  article-title: Integrative omics for health and disease
  publication-title: Nat. Rev. Genet.
– volume: 7
  start-page: 1
  year: 2018
  end-page: 8
  ident: bib60
  article-title: Assessment of the cPAS-based BGISEQ-500 platform for metagenomic sequencing
  publication-title: GigaScience
– volume: 12
  start-page: 83
  year: 2017
  end-page: 87
  ident: bib37
  article-title: Role of testosterone in the treatment of cardiovascular disease
  publication-title: Eur. Cardiol.
– volume: 7
  start-page: 46130
  year: 2017
  ident: bib45
  article-title: Intestinal microbiome in children with severe and complicated acute viral gastroenteritis
  publication-title: Sci. Rep.
– volume: 16
  start-page: 68
  year: 2018
  ident: bib40
  article-title: Serum magnesium levels and risk of coronary artery disease: mendelian randomisation study
  publication-title: BMC Med.
– volume: 46
  start-page: W486
  year: 2018
  end-page: W494
  ident: bib35
  article-title: MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis
  publication-title: Nucleic Acids Res.
– volume: 2008
  start-page: P10008
  year: 2008
  ident: bib18
  article-title: Fast unfolding of communities in large networks
  publication-title: J. Stat. Mech.
– volume: 534
  start-page: 55
  year: 2016
  end-page: 62
  ident: bib12
  article-title: Proteogenomics connects somatic mutations to signalling in breast cancer
  publication-title: Nature
– volume: 569
  start-page: 663
  year: 2019
  end-page: 671
  ident: bib4
  article-title: Longitudinal multi-omics of host-microbe dynamics in prediabetes
  publication-title: Nature
– volume: 357
  start-page: 802
  year: 2017
  end-page: 806
  ident: bib55
  article-title: Seasonal cycling in the gut microbiome of the Hadza hunter-gatherers of Tanzania
  publication-title: Science
– volume: 169
  start-page: 1327
  year: 2017
  end-page: 1341.e23
  ident: bib13
  article-title: Comprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma
  publication-title: Cell
– volume: 220
  start-page: 128
  year: 2012
  end-page: 133
  ident: bib43
  article-title: Carotid plaque, compared with carotid intima-media thickness, more accurately predicts coronary artery disease events: a meta-analysis
  publication-title: Atherosclerosis
– volume: 12
  start-page: 902
  year: 2015
  end-page: 903
  ident: bib63
  article-title: MetaPhlAn2 for enhanced metagenomic taxonomic profiling
  publication-title: Nat. Methods
– volume: 500
  start-page: 175
  year: 2013
  end-page: 181
  ident: bib33
  article-title: A visual motion detection circuit suggested by Drosophila connectomics
  publication-title: Nature
– volume: 33
  start-page: 2924
  year: 2017
  end-page: 2929
  ident: bib23
  article-title: McPAS-TCR: a manually curated catalogue of pathology-associated T cell receptor sequences
  publication-title: Bioinformatics
– volume: 6
  start-page: e5410
  year: 2018
  ident: bib36
  article-title: Metabolomic analysis of obesity, metabolic syndrome, and type 2 diabetes: amino acid and acylcarnitine levels change along a spectrum of metabolic wellness
  publication-title: PeerJ
– volume: 6
  start-page: 426
  year: 2014
  end-page: 439
  ident: bib49
  article-title: Community detection in large-scale networks: a survey and empirical evaluation
  publication-title: WIREs Comp. Stat.
– volume: 46
  start-page: D419
  year: 2018
  end-page: D427
  ident: bib21
  article-title: VDJdb: a curated database of T-cell receptor sequences with known antigen specificity
  publication-title: Nucleic Acids Res.
– year: 2011
  ident: bib52
  article-title: SLPA: uncovering overlapping communities in social networks via a speaker-listener interaction dynamic process
  publication-title: IEEE
– volume: 197
  start-page: 919
  year: 2015
  end-page: 934
  ident: bib53
  article-title: Inter- and intra-individual variations in seasonal and daily stabilities of the human gut microbiota in Japanese
  publication-title: Arch. Microbiol.
– start-page: 585893
  year: 2019
  ident: bib67
  article-title: A multi-omic cohort as a reference point for promoting a healthy human gut microbiome
  publication-title: bioRxiv
– volume: 490
  start-page: 55
  year: 2012
  end-page: 60
  ident: bib24
  article-title: A metagenome-wide association study of gut microbiota in type 2 diabetes
  publication-title: Nature
– year: 2018
  ident: bib31
  article-title: Networks
– volume: 103
  start-page: 8577
  year: 2006
  end-page: 8582
  ident: bib16
  article-title: Modularity and community structure in networks
  publication-title: Proc. Natl. Acad. Sci. USA.
– volume: 15
  start-page: 799
  year: 2020
  end-page: 821
  ident: bib34
  article-title: Using MicrobiomeAnalyst for comprehensive statistical, functional, and meta-analysis of microbiome data
  publication-title: Nat. Protoc.
– volume: 58
  start-page: 2895
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib47
  article-title: Vitamin D and the gut microbiome: a systematic review of in vivo studies
  publication-title: Eur. J. Nutr.
  doi: 10.1007/s00394-018-1842-7
– volume: 29
  start-page: 613
  year: 2012
  ident: 10.1016/j.xcrm.2022.100847_bib1
  article-title: A personal view on systems medicine and the emergence of proactive P4 medicine: predictive, preventive, personalized and participatory
  publication-title: N. Biotechnol.
– volume: 31
  start-page: 545
  year: 2013
  ident: 10.1016/j.xcrm.2022.100847_bib32
  article-title: viSNE enables visualization of high dimensional single-cell data and reveals phenotypic heterogeneity of leukemia
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.2594
– volume: 52
  start-page: 245
  year: 1974
  ident: 10.1016/j.xcrm.2022.100847_bib29
  article-title: Transport of taurine by normal human blood platelets
  publication-title: Br. J. Pharmacol.
  doi: 10.1111/j.1476-5381.1974.tb09707.x
– volume: 46
  start-page: D419
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib21
  article-title: VDJdb: a curated database of T-cell receptor sequences with known antigen specificity
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkx760
– volume: 435
  start-page: 814
  year: 2005
  ident: 10.1016/j.xcrm.2022.100847_bib50
  article-title: Uncovering the overlapping community structure of complex networks in nature and society
  publication-title: Nature
  doi: 10.1038/nature03607
– volume: 198
  start-page: 153
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib46
  article-title: Platelets and tuberculosis: small cells, not so innocent bystanders
  publication-title: Am. J. Respir. Crit. Care Med.
  doi: 10.1164/rccm.201802-0279ED
– year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib31
– volume: 169
  start-page: 1327
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib13
  article-title: Comprehensive and Integrative Genomic Characterization of Hepatocellular Carcinoma
  publication-title: Cell
  doi: 10.1016/j.cell.2017.05.046
– volume: 63
  start-page: 1737
  year: 2014
  ident: 10.1016/j.xcrm.2022.100847_bib44
  article-title: Faecal microbiota composition and host-microbe cross-talk following gastroenteritis and in postinfectious irritable bowel syndrome
  publication-title: Gut
  doi: 10.1136/gutjnl-2013-305994
– volume: 35
  start-page: 747
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib6
  article-title: A wellness study of 108 individuals using personal, dense, dynamic data clouds
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.3870
– volume: 7
  start-page: 14
  year: 2016
  ident: 10.1016/j.xcrm.2022.100847_bib27
  article-title: Complexity of vitamin E metabolism
  publication-title: World J. Biol. Chem.
  doi: 10.4331/wjbc.v7.i1.14
– volume: 6
  start-page: 1
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib56
  article-title: A reference human genome dataset of the BGISEQ-500 sequencer
  publication-title: GigaScience
  doi: 10.1093/gigascience/gix024
– volume: 24
  start-page: 39
  year: 2003
  ident: 10.1016/j.xcrm.2022.100847_bib39
  article-title: Role of magnesium in insulin action, diabetes and cardio-metabolic syndrome X
  publication-title: Mol. Aspects Med.
  doi: 10.1016/S0098-2997(02)00090-0
– volume: 220
  start-page: 128
  year: 2012
  ident: 10.1016/j.xcrm.2022.100847_bib43
  article-title: Carotid plaque, compared with carotid intima-media thickness, more accurately predicts coronary artery disease events: a meta-analysis
  publication-title: Atherosclerosis
  doi: 10.1016/j.atherosclerosis.2011.06.044
– volume: 18
  start-page: 76
  year: 2003
  ident: 10.1016/j.xcrm.2022.100847_bib69
  article-title: Development of a new resilience scale: the connor-davidson resilience scale (CD-RISC)
  publication-title: Depress. Anxiety
  doi: 10.1002/da.10113
– volume: 6
  start-page: 426
  year: 2014
  ident: 10.1016/j.xcrm.2022.100847_bib49
  article-title: Community detection in large-scale networks: a survey and empirical evaluation
  publication-title: WIREs Comp. Stat.
  doi: 10.1002/wics.1319
– volume: 25
  start-page: 792
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib5
  article-title: A longitudinal big data approach for precision health
  publication-title: Nat. Med.
  doi: 10.1038/s41591-019-0414-6
– volume: 9
  start-page: 1672
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib48
  article-title: Grape seed proanthocyanidins influence gut microbiota and enteroendocrine secretions in female rats
  publication-title: Food Funct.
  doi: 10.1039/C7FO02028G
– volume: 2014
  start-page: 783730
  year: 2014
  ident: 10.1016/j.xcrm.2022.100847_bib38
  article-title: Immune activation and inflammation in patients with cardiovascular disease are associated with higher phenylalanine to tyrosine ratios: the ludwigshafen risk and cardiovascular health study
  publication-title: J. Amino Acids
– volume: 103
  start-page: 8577
  year: 2006
  ident: 10.1016/j.xcrm.2022.100847_bib16
  article-title: Modularity and community structure in networks
  publication-title: Proc. Natl. Acad. Sci. USA.
  doi: 10.1073/pnas.0601602103
– volume: 201
  start-page: 459
  year: 2015
  ident: 10.1016/j.xcrm.2022.100847_bib20
  article-title: IMonitor: a robust pipeline for TCR and bcr repertoire analysis
  publication-title: Genetics
  doi: 10.1534/genetics.115.176735
– volume: 75
  start-page: 681
  year: 2020
  ident: 10.1016/j.xcrm.2022.100847_bib66
  article-title: T-cell receptor repertoire data provides new evidence for hygiene hypothesis of allergic diseases
  publication-title: Allergy
  doi: 10.1111/all.14014
– year: 2011
  ident: 10.1016/j.xcrm.2022.100847_bib52
  article-title: SLPA: uncovering overlapping communities in social networks via a speaker-listener interaction dynamic process
  publication-title: IEEE
– volume: 78
  start-page: 1070
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib65
  article-title: T cell receptor beta repertoires as novel diagnostic markers for systemic lupus erythematosus and rheumatoid arthritis
  publication-title: Ann. Rheum. Dis.
  doi: 10.1136/annrheumdis-2019-215442
– start-page: 585893
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib67
  article-title: A multi-omic cohort as a reference point for promoting a healthy human gut microbiome
  publication-title: bioRxiv
– volume: 20
  start-page: 1297
  year: 2010
  ident: 10.1016/j.xcrm.2022.100847_bib58
  article-title: The Genome Analysis Toolkit: a MapReduce framework for analyzing next-generation DNA sequencing data
  publication-title: Genome Res.
  doi: 10.1101/gr.107524.110
– volume: 36
  start-page: 897
  year: 2020
  ident: 10.1016/j.xcrm.2022.100847_bib22
  article-title: PIRD: Pan immune repertoire database
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btz614
– volume: 357
  start-page: 802
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib55
  article-title: Seasonal cycling in the gut microbiome of the Hadza hunter-gatherers of Tanzania
  publication-title: Science
  doi: 10.1126/science.aan4834
– volume: 6
  start-page: e5410
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib36
  article-title: Metabolomic analysis of obesity, metabolic syndrome, and type 2 diabetes: amino acid and acylcarnitine levels change along a spectrum of metabolic wellness
  publication-title: PeerJ
  doi: 10.7717/peerj.5410
– volume: 2008
  start-page: P10008
  year: 2008
  ident: 10.1016/j.xcrm.2022.100847_bib18
  article-title: Fast unfolding of communities in large networks
  publication-title: J. Stat. Mech.
  doi: 10.1088/1742-5468/2008/10/P10008
– volume: 7
  start-page: 1
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib60
  article-title: Assessment of the cPAS-based BGISEQ-500 platform for metagenomic sequencing
  publication-title: GigaScience
  doi: 10.1093/gigascience/gix133
– volume: 11
  start-page: 735
  year: 2020
  ident: 10.1016/j.xcrm.2022.100847_bib3
  article-title: Integrative pathway enrichment analysis of multivariate omics data
  publication-title: Nat. Commun.
  doi: 10.1038/s41467-019-13983-9
– volume: 99
  start-page: 7821
  year: 2002
  ident: 10.1016/j.xcrm.2022.100847_bib15
  article-title: Community structure in social and biological networks
  publication-title: Proc. Natl. Acad. Sci. USA.
  doi: 10.1073/pnas.122653799
– volume: 11
  start-page: e0152464
  year: 2016
  ident: 10.1016/j.xcrm.2022.100847_bib64
  article-title: Systematic comparative evaluation of methods for investigating the TCRbeta repertoire
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0152464
– volume: 81
  start-page: 559
  year: 2007
  ident: 10.1016/j.xcrm.2022.100847_bib59
  article-title: PLINK: a tool set for whole-genome association and population-based linkage analyses
  publication-title: Am. J. Hum. Genet.
  doi: 10.1086/519795
– volume: 19
  start-page: 299
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib11
  article-title: Integrative omics for health and disease
  publication-title: Nat. Rev. Genet.
  doi: 10.1038/nrg.2018.4
– volume: 1
  start-page: 291
  year: 1972
  ident: 10.1016/j.xcrm.2022.100847_bib30
  article-title: Contribution of cigarette smoking to cadmium accumulation in man
  publication-title: Lancet
  doi: 10.1016/S0140-6736(72)90294-2
– volume: 25
  start-page: 1966
  year: 2009
  ident: 10.1016/j.xcrm.2022.100847_bib61
  article-title: SOAP2: an improved ultrafast tool for short read alignment
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btp336
– volume: 33
  start-page: 2924
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib23
  article-title: McPAS-TCR: a manually curated catalogue of pathology-associated T cell receptor sequences
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btx286
– volume: 534
  start-page: 55
  year: 2016
  ident: 10.1016/j.xcrm.2022.100847_bib12
  article-title: Proteogenomics connects somatic mutations to signalling in breast cancer
  publication-title: Nature
  doi: 10.1038/nature18003
– volume: 12
  start-page: 7
  year: 2020
  ident: 10.1016/j.xcrm.2022.100847_bib17
  article-title: An unsupervised learning approach to identify novel signatures of health and disease from multimodal data
  publication-title: Genome Med.
  doi: 10.1186/s13073-019-0705-z
– volume: 110
  start-page: 14534
  year: 2013
  ident: 10.1016/j.xcrm.2022.100847_bib51
  article-title: Efficient discovery of overlapping communities in massive networks
  publication-title: Proc. Natl. Acad. Sci. USA.
  doi: 10.1073/pnas.1221839110
– volume: 13
  start-page: 2498
  year: 2003
  ident: 10.1016/j.xcrm.2022.100847_bib71
  article-title: Cytoscape: a software environment for integrated models of biomolecular interaction networks
  publication-title: Genome Res.
  doi: 10.1101/gr.1239303
– volume: 15
  start-page: 799
  year: 2020
  ident: 10.1016/j.xcrm.2022.100847_bib34
  article-title: Using MicrobiomeAnalyst for comprehensive statistical, functional, and meta-analysis of microbiome data
  publication-title: Nat. Protoc.
  doi: 10.1038/s41596-019-0264-1
– volume: 362
  start-page: 98
  year: 2010
  ident: 10.1016/j.xcrm.2022.100847_bib2
  article-title: Ranking 37th--measuring the performance of the U.S. health care system
  publication-title: N. Engl. J. Med.
  doi: 10.1056/NEJMp0910064
– volume: 34
  start-page: 2343
  year: 2014
  ident: 10.1016/j.xcrm.2022.100847_bib42
  article-title: Carotid plaque, intima-media thickness, and incident aortic stenosis: a prospective cohort study
  publication-title: Arterioscler. Thromb. Vasc. Biol.
  doi: 10.1161/ATVBAHA.114.304015
– volume: 569
  start-page: 655
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib14
  article-title: Multi-omics of the gut microbial ecosystem in inflammatory bowel diseases
  publication-title: Nature
  doi: 10.1038/s41586-019-1237-9
– volume: 298
  start-page: 1685
  year: 2007
  ident: 10.1016/j.xcrm.2022.100847_bib26
  article-title: Psychological stress and disease
  publication-title: JAMA
  doi: 10.1001/jama.298.14.1685
– volume: 490
  start-page: 55
  year: 2012
  ident: 10.1016/j.xcrm.2022.100847_bib24
  article-title: A metagenome-wide association study of gut microbiota in type 2 diabetes
  publication-title: Nature
  doi: 10.1038/nature11450
– volume: 49
  start-page: 1211
  year: 1989
  ident: 10.1016/j.xcrm.2022.100847_bib28
  article-title: Taurine modulates platelet aggregation in cats and humans
  publication-title: Am. J. Clin. Nutr.
  doi: 10.1093/ajcn/49.6.1211
– volume: 7
  start-page: 46130
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib45
  article-title: Intestinal microbiome in children with severe and complicated acute viral gastroenteritis
  publication-title: Sci. Rep.
  doi: 10.1038/srep46130
– volume: 25
  start-page: 1754
  year: 2009
  ident: 10.1016/j.xcrm.2022.100847_bib57
  article-title: Fast and accurate short read alignment with Burrows-Wheeler transform
  publication-title: Bioinformatics
  doi: 10.1093/bioinformatics/btp324
– volume: 115
  start-page: 3686
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib10
  article-title: Precision medicine screening using whole-genome sequencing and advanced imaging to identify disease risk in adults
  publication-title: Proc. Natl. Acad. Sci. USA
  doi: 10.1073/pnas.1706096114
– volume: 32
  start-page: 123
  year: 2016
  ident: 10.1016/j.xcrm.2022.100847_bib41
  article-title: Branched-chain amino acids are associated with cardiometabolic risk profiles found already in lean, overweight and obese young
  publication-title: J. Nutr. Biochem.
  doi: 10.1016/j.jnutbio.2016.02.007
– volume: 148
  start-page: 1293
  year: 2012
  ident: 10.1016/j.xcrm.2022.100847_bib7
  article-title: Personal omics profiling reveals dynamic molecular and medical phenotypes
  publication-title: Cell
  doi: 10.1016/j.cell.2012.02.009
– volume: 6
  start-page: 6528
  year: 2015
  ident: 10.1016/j.xcrm.2022.100847_bib25
  article-title: Gut microbiome development along the colorectal adenoma-carcinoma sequence
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms7528
– year: 2008
  ident: 10.1016/j.xcrm.2022.100847_bib70
– volume: 16
  start-page: 68
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib40
  article-title: Serum magnesium levels and risk of coronary artery disease: mendelian randomisation study
  publication-title: BMC Med.
  doi: 10.1186/s12916-018-1065-z
– volume: 12
  start-page: 902
  year: 2015
  ident: 10.1016/j.xcrm.2022.100847_bib63
  article-title: MetaPhlAn2 for enhanced metagenomic taxonomic profiling
  publication-title: Nat. Methods
  doi: 10.1038/nmeth.3589
– year: 2012
  ident: 10.1016/j.xcrm.2022.100847_bib8
– volume: 46
  start-page: W486
  year: 2018
  ident: 10.1016/j.xcrm.2022.100847_bib35
  article-title: MetaboAnalyst 4.0: towards more transparent and integrative metabolomics analysis
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gky310
– volume: 32
  start-page: 834
  year: 2014
  ident: 10.1016/j.xcrm.2022.100847_bib62
  article-title: An integrated catalog of reference genes in the human gut microbiome
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt.2942
– volume: 15
  start-page: e2001402
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib9
  article-title: Digital health: tracking physiomes and activity using wearable biosensors reveals useful health-related information
  publication-title: PLoS Biol.
  doi: 10.1371/journal.pbio.2001402
– volume: 197
  start-page: 919
  year: 2015
  ident: 10.1016/j.xcrm.2022.100847_bib53
  article-title: Inter- and intra-individual variations in seasonal and daily stabilities of the human gut microbiota in Japanese
  publication-title: Arch. Microbiol.
  doi: 10.1007/s00203-015-1125-0
– volume: 47
  start-page: D1005
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib19
  article-title: The NHGRI-EBI GWAS Catalog of published genome-wide association studies, targeted arrays and summary statistics 2019
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gky1120
– volume: 12
  start-page: 83
  year: 2017
  ident: 10.1016/j.xcrm.2022.100847_bib37
  article-title: Role of testosterone in the treatment of cardiovascular disease
  publication-title: Eur. Cardiol.
  doi: 10.15420/ecr.2017:21:1
– volume: 9
  start-page: 13
  year: 1973
  ident: 10.1016/j.xcrm.2022.100847_bib68
  article-title: SCL-90: an outpatient psychiatric rating scale--preliminary report
  publication-title: Psychopharmacol. Bull.
– volume: 500
  start-page: 175
  year: 2013
  ident: 10.1016/j.xcrm.2022.100847_bib33
  article-title: A visual motion detection circuit suggested by Drosophila connectomics
  publication-title: Nature
  doi: 10.1038/nature12450
– volume: 4
  start-page: 5001
  year: 2014
  ident: 10.1016/j.xcrm.2022.100847_bib54
  article-title: Mongolians core gut microbiota and its correlation with seasonal dietary changes
  publication-title: Sci. Rep.
  doi: 10.1038/srep05001
– volume: 569
  start-page: 663
  year: 2019
  ident: 10.1016/j.xcrm.2022.100847_bib4
  article-title: Longitudinal multi-omics of host-microbe dynamics in prediabetes
  publication-title: Nature
  doi: 10.1038/s41586-019-1236-x
– reference: 36543115 - Cell Rep Med. 2022 Dec 20;3(12):100876
SSID ssj0002511830
Score 2.248482
Snippet Recent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data and...
SummaryRecent technological advances in multi-omics and bioinformatics provide an opportunity to develop precision health assessments, which require big data...
SourceID unpaywall
pubmedcentral
proquest
pubmed
crossref
elsevier
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage 100847
SubjectTerms Advanced Basic Science
BFM-ash method
biological functional modules
correlations
Cross-Sectional Studies
deitary intervention assessment
Female
Humans
multi-omics
Multiomics
personal health assessment
Precision Medicine - methods
Title A population-based study of precision health assessments using multi-omics network-derived biological functional modules
URI https://www.clinicalkey.com/#!/content/1-s2.0-S2666379122004116
https://www.clinicalkey.es/playcontent/1-s2.0-S2666379122004116
https://dx.doi.org/10.1016/j.xcrm.2022.100847
https://www.ncbi.nlm.nih.gov/pubmed/36493776
https://www.proquest.com/docview/2753299741
https://pubmed.ncbi.nlm.nih.gov/PMC9798030
https://doi.org/10.1016/j.xcrm.2022.100847
UnpaywallVersion publishedVersion
Volume 3
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVAON
  databaseName: DOAJ Directory of Open Access Journals
  customDbUrl:
  eissn: 2666-3791
  dateEnd: 20241231
  omitProxy: true
  ssIdentifier: ssj0002511830
  issn: 2666-3791
  databaseCode: DOA
  dateStart: 20200101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2666-3791
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0002511830
  issn: 2666-3791
  databaseCode: M~E
  dateStart: 20200101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVLSH
  databaseName: Elsevier Journals
  customDbUrl:
  mediaType: online
  eissn: 2666-3791
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0002511830
  issn: 2666-3791
  databaseCode: AKRWK
  dateStart: 20200421
  isFulltext: true
  providerName: Library Specific Holdings
– providerCode: PRVAQN
  databaseName: PubMed Central
  customDbUrl:
  eissn: 2666-3791
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0002511830
  issn: 2666-3791
  databaseCode: RPM
  dateStart: 20200101
  isFulltext: true
  titleUrlDefault: https://www.ncbi.nlm.nih.gov/pmc/
  providerName: National Library of Medicine
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1bb9MwFLagk2AvjOsol8pIvIGn3GwnjxXaNCFtQoJK48mKHRvYSlo1DQx-PefETkTZGOOxqk8iO5-PP9vnfIeQl2nMja5kwWJnLcucNCx3hjMhHDLyxKYOc4ePjsXhLHt7wk-CTA7mwmzc33dxWOdmhRnjSYIX-uBLb5ItwYF3j8jW7Pjd9CNWjwMODjOliENWzOWGf1t5LjLLiwGSt9t6Wf74Xs7nv60-Bzu-jFHTiRZi0MnZXrvWe-bnH5KO1-vYXXInkFA69ai5R27Y-j65dRSu2R-Q8yldDoW9GC50Fe10aOnC0eUqlOWhPoeSloO4Z0MxjP4T7aIUGeY7N7T2ceasAqh_g-d41SeEBsU11R9F0q-Lqp3b5iGZHex_eHPIQokGZoB4rVklpal45jKugRnkRmpuctQIM1YitykBIo4DjcyqCHBQamdgN-6qqNA5EDmbPiKjelHbx4RakbrY8NLCFi7TQgNx5doUosqSyNhIjEncfz5lgn45ltGYqz5Q7VThkCocUuWHdExeDTZLr95xZeu0R4Xq81LBkyr4dFdaycusbBOcQaNi1SQqUu8RpojSBD1THEOP-GAZ-I7nMf9844sesgqcAd7wlLVdtI1KYPMJ_AJY4pjseggP_U5FBlRUwlvlBriHBig0vvlP_eVzJzheyCKHxWBMXg_T4BrD-eT_mj8l2_gLQ4WS6BkZrVetfQ6Eb60n3UHJpDuJm4RZ_wuAqVaA
linkProvider Unpaywall
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1ZbxMxELYglYAX7iNcMhJv4Gov27uPEaKqkFohQaTyZK0vCoRNlM1C4dczs_auCC2lPEbxZGXv55nP8cw3hDzPU260lRVLvXOs8NKw0hvOhPDIyDOXe6wdPjgU-_PizRE_ijI5WAuzdX_f52GdmDVWjGcZXuiDL71MdgQH3j0hO_PDt7MP2D0OODjslCqNVTFnG_4t8pxmlqcTJK92zar-8b1eLH6LPns3QhujthctxKSTL7vdRu-an39IOl5sYjfJ9UhC6Syg5ha55Jrb5MpBvGa_Q05mdDU29mIY6CztdWjp0tPVOrbloaGGktajuGdLMY3-I-2zFBnWO7e0CXnmzALUv8HvBNUnhAbFmBr-iqRfl7ZbuPYume-9fv9qn8UWDcwA8dowK6WxvPAF18AMSiM1NyVqhBknkdvUABHPgUYWNgEc1NobOI17m1S6BCLn8ntk0iwb94BQJ3KfGl47OMIVWmggrlybStgiS4xLxJSkw-tTJuqXYxuNhRoS1T4rXFKFS6rCkk7Ji9FmFdQ7zh2dD6hQQ10qeFIFr-5cK3mWlWujM2hVqtpMJeodwhRRmqFnSlOYER8tI98JPOafT3w2QFaBM8Abnrpxy65VGRw-gV8AS5yS-wHC47xzUQAVlfBUuQXucQAKjW9_03w67gXHK1mVEAym5OW4DS6wnA__b_gjcg0_YapQljwmk826c0-A8G3007jTfwGD9VR7
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=A+population-based+study+of+precision+health+assessments+using+multi-omics+network-derived+biological+functional+modules&rft.jtitle=Cell+reports.+Medicine&rft.au=Zhang%2C+Wei&rft.au=Wan%2C+Ziyun&rft.au=Li%2C+Xiaoyu&rft.au=Li%2C+Rui&rft.date=2022-12-20&rft.pub=Elsevier+Inc&rft.issn=2666-3791&rft.eissn=2666-3791&rft.volume=3&rft.issue=12&rft_id=info:doi/10.1016%2Fj.xcrm.2022.100847&rft.externalDocID=S2666379122004116
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2666-3791&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2666-3791&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2666-3791&client=summon