Impaired Amino Acid Metabolism and Its Correlation with Diabetic Kidney Disease Progression in Type 2 Diabetes Mellitus

Background: Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic kidney disease (DKD) have not been reported. This study was aimed to reveal metabolomic signatures in diabetes development and p...

Full description

Saved in:
Bibliographic Details
Published inNutrients Vol. 14; no. 16; p. 3345
Main Authors Zhu, Huanhuan, Bai, Mengqiu, Xie, Xishao, Wang, Junni, Weng, Chunhua, Dai, Huifen, Chen, Jianghua, Han, Fei, Lin, Weiqiang
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 15.08.2022
MDPI
Subjects
Online AccessGet full text
ISSN2072-6643
2072-6643
DOI10.3390/nu14163345

Cover

Abstract Background: Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic kidney disease (DKD) have not been reported. This study was aimed to reveal metabolomic signatures in diabetes development and progression. Methods: In this cross-sectional study, we compared healthy (n = 30), type 2 diabetes mellitus (T2DM) (n = 30), and DKD (n = 30) subjects with the goal of identifying gradual altering metabolites. Then, a prospective study was performed in T2DM patients to evaluate these altered metabolites in the onset of DKD. Logistic regression was conducted to predict rapid eGFR decline in T2DM subjects using altered metabolites. The prospective association of metabolites with the risk of developing DKD was examined using logistic regression and restricted cubic spline regression models. Results: In this cross-sectional study, impaired amino acid metabolism was the main metabolic signature in the onset and development of diabetes, which was characterized by increased N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine levels in both the T2DM and DKD groups. These candidate metabolites could distinguish the DKD group from the T2DM group. In the follow-up study, higher baseline levels of L-valine and isoleucine were significantly associated with an increased risk of rapid eGFR decline in T2DM patients. Of these, L-valine and isoleucine were independent risk factors for the development of DKD. Notably, nonlinear associations were also observed for higher baseline levels of L-valine and isoleucine, with an increased risk of DKD among patients with T2DM. Conclusion: Amino acid metabolism was disturbed in diabetes, and N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine could be biomarkers for the onset and progression of diabetes. Furthermore, high levels of L-valine and isoleucine may be risk factors for DKD development.
AbstractList Background: Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic kidney disease (DKD) have not been reported. This study was aimed to reveal metabolomic signatures in diabetes development and progression. Methods: In this cross-sectional study, we compared healthy (n = 30), type 2 diabetes mellitus (T2DM) (n = 30), and DKD (n = 30) subjects with the goal of identifying gradual altering metabolites. Then, a prospective study was performed in T2DM patients to evaluate these altered metabolites in the onset of DKD. Logistic regression was conducted to predict rapid eGFR decline in T2DM subjects using altered metabolites. The prospective association of metabolites with the risk of developing DKD was examined using logistic regression and restricted cubic spline regression models. Results: In this cross-sectional study, impaired amino acid metabolism was the main metabolic signature in the onset and development of diabetes, which was characterized by increased N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine levels in both the T2DM and DKD groups. These candidate metabolites could distinguish the DKD group from the T2DM group. In the follow-up study, higher baseline levels of L-valine and isoleucine were significantly associated with an increased risk of rapid eGFR decline in T2DM patients. Of these, L-valine and isoleucine were independent risk factors for the development of DKD. Notably, nonlinear associations were also observed for higher baseline levels of L-valine and isoleucine, with an increased risk of DKD among patients with T2DM. Conclusion: Amino acid metabolism was disturbed in diabetes, and N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine could be biomarkers for the onset and progression of diabetes. Furthermore, high levels of L-valine and isoleucine may be risk factors for DKD development.
Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic kidney disease (DKD) have not been reported. This study was aimed to reveal metabolomic signatures in diabetes development and progression.BACKGROUNDMetabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic kidney disease (DKD) have not been reported. This study was aimed to reveal metabolomic signatures in diabetes development and progression.In this cross-sectional study, we compared healthy (n = 30), type 2 diabetes mellitus (T2DM) (n = 30), and DKD (n = 30) subjects with the goal of identifying gradual altering metabolites. Then, a prospective study was performed in T2DM patients to evaluate these altered metabolites in the onset of DKD. Logistic regression was conducted to predict rapid eGFR decline in T2DM subjects using altered metabolites. The prospective association of metabolites with the risk of developing DKD was examined using logistic regression and restricted cubic spline regression models.METHODSIn this cross-sectional study, we compared healthy (n = 30), type 2 diabetes mellitus (T2DM) (n = 30), and DKD (n = 30) subjects with the goal of identifying gradual altering metabolites. Then, a prospective study was performed in T2DM patients to evaluate these altered metabolites in the onset of DKD. Logistic regression was conducted to predict rapid eGFR decline in T2DM subjects using altered metabolites. The prospective association of metabolites with the risk of developing DKD was examined using logistic regression and restricted cubic spline regression models.In this cross-sectional study, impaired amino acid metabolism was the main metabolic signature in the onset and development of diabetes, which was characterized by increased N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine levels in both the T2DM and DKD groups. These candidate metabolites could distinguish the DKD group from the T2DM group. In the follow-up study, higher baseline levels of L-valine and isoleucine were significantly associated with an increased risk of rapid eGFR decline in T2DM patients. Of these, L-valine and isoleucine were independent risk factors for the development of DKD. Notably, nonlinear associations were also observed for higher baseline levels of L-valine and isoleucine, with an increased risk of DKD among patients with T2DM.RESULTSIn this cross-sectional study, impaired amino acid metabolism was the main metabolic signature in the onset and development of diabetes, which was characterized by increased N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine levels in both the T2DM and DKD groups. These candidate metabolites could distinguish the DKD group from the T2DM group. In the follow-up study, higher baseline levels of L-valine and isoleucine were significantly associated with an increased risk of rapid eGFR decline in T2DM patients. Of these, L-valine and isoleucine were independent risk factors for the development of DKD. Notably, nonlinear associations were also observed for higher baseline levels of L-valine and isoleucine, with an increased risk of DKD among patients with T2DM.Amino acid metabolism was disturbed in diabetes, and N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine could be biomarkers for the onset and progression of diabetes. Furthermore, high levels of L-valine and isoleucine may be risk factors for DKD development.CONCLUSIONAmino acid metabolism was disturbed in diabetes, and N-acetylaspartic acid, L-valine, isoleucine, asparagine, betaine, and L-methionine could be biomarkers for the onset and progression of diabetes. Furthermore, high levels of L-valine and isoleucine may be risk factors for DKD development.
Audience Academic
Author Han, Fei
Xie, Xishao
Wang, Junni
Chen, Jianghua
Bai, Mengqiu
Lin, Weiqiang
Dai, Huifen
Zhu, Huanhuan
Weng, Chunhua
AuthorAffiliation 2 Key Laboratory of Kidney Disease Prevention and Control Technology, Institute of Nephrology, Zhejiang University, Hangzhou 310003, China
1 Kidney Disease Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
3 The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Jinhua 322000, China
AuthorAffiliation_xml – name: 1 Kidney Disease Center, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
– name: 3 The Fourth Affiliated Hospital, Zhejiang University School of Medicine, Jinhua 322000, China
– name: 2 Key Laboratory of Kidney Disease Prevention and Control Technology, Institute of Nephrology, Zhejiang University, Hangzhou 310003, China
Author_xml – sequence: 1
  givenname: Huanhuan
  surname: Zhu
  fullname: Zhu, Huanhuan
– sequence: 2
  givenname: Mengqiu
  surname: Bai
  fullname: Bai, Mengqiu
– sequence: 3
  givenname: Xishao
  surname: Xie
  fullname: Xie, Xishao
– sequence: 4
  givenname: Junni
  surname: Wang
  fullname: Wang, Junni
– sequence: 5
  givenname: Chunhua
  orcidid: 0000-0002-0761-3104
  surname: Weng
  fullname: Weng, Chunhua
– sequence: 6
  givenname: Huifen
  surname: Dai
  fullname: Dai, Huifen
– sequence: 7
  givenname: Jianghua
  surname: Chen
  fullname: Chen, Jianghua
– sequence: 8
  givenname: Fei
  orcidid: 0000-0001-5363-7556
  surname: Han
  fullname: Han, Fei
– sequence: 9
  givenname: Weiqiang
  orcidid: 0000-0002-2171-8009
  surname: Lin
  fullname: Lin, Weiqiang
BookMark eNqNkstu1DAUhi1UREvphiewxAZVmuLEt3iDNBoKjCiCRVlbjnMydZXYg-1Qzdvj0Kl6URfYC9--_7fP8XmNDnzwgNDbipxRqsgHP1WsEpQy_gId1UTWCyEYPXgwP0QnKV2TuUkiBX2FDqkgFWs4OUI363FrXIQOL0fnA15a1-HvkE0bBpdGbHyH1znhVYgRBpNd8PjG5Sv8yZkWsrP4m-s87Mo6gUmAf8awiZDSDDqPL3dbwPWehlSsh8HlKb1BL3szJDjZj8fo1-fzy9XXxcWPL-vV8mJhWUPzojVCtr1VnFigtCVdLTgXjHesKeEoo5pWGFv1QjEletEoqLnioueVIFIqSY_Rx1vf7dSO0FnwOZpBb6MbTdzpYJx-fOLdld6EP1qxivOmKQbv9wYx_J4gZT26ZEsUxkOYkq5l1VApWCX_Ay3pJ4QpUtB3T9DrMEVfMjFTopZ1-bh7amMG0M73oTzRzqZ6KZmgdbl4ps6eoUrvYHS2VEvvyv4jAbkV2BhSitBr6_K_ry1CN-iK6Lm09H1pFcnpE8ldBp-B_wKACMxP
CitedBy_id crossref_primary_10_1016_j_phymed_2024_156348
crossref_primary_10_1007_s11030_025_11149_y
crossref_primary_10_1016_j_yexcr_2023_113744
crossref_primary_10_3390_nu15010184
crossref_primary_10_1099_mgen_0_001203
crossref_primary_10_3390_ijms26020849
crossref_primary_10_2337_db23_0694
crossref_primary_10_3390_biomedicines11061527
crossref_primary_10_3389_fnut_2023_1239838
crossref_primary_10_1016_j_trsl_2023_11_002
crossref_primary_10_3389_fcimb_2024_1359432
crossref_primary_10_3390_biomedicines12081803
crossref_primary_10_1038_s41581_024_00872_8
crossref_primary_10_1038_s41419_024_06833_0
crossref_primary_10_1002_jcb_30661
crossref_primary_10_1093_sleep_zsae240
crossref_primary_10_1016_j_metabol_2024_156037
crossref_primary_10_1038_s41598_023_47800_7
crossref_primary_10_1210_jendso_bvad166
crossref_primary_10_1089_met_2024_0030
crossref_primary_10_1053_j_ajkd_2023_11_013
crossref_primary_10_1016_j_heliyon_2024_e27472
crossref_primary_10_2147_JIR_S452609
crossref_primary_10_22358_jafs_175920_2024
crossref_primary_10_1177_20552076241238093
Cites_doi 10.1371/journal.pmed.1002179
10.1038/ncomms11457
10.1038/nprot.2011.335
10.18632/aging.102902
10.5487/TR.2013.29.1.007
10.1007/s00125-015-3517-8
10.1186/s13293-020-00328-1
10.1007/s11011-020-00541-2
10.1038/nm.4057
10.1002/dmrr.2432
10.1007/s00216-012-6412-x
10.1038/msb.2012.43
10.1210/clinem/dgz240
10.1002/mnfr.201700951
10.1016/j.jnutbio.2017.04.014
10.1172/JCI44442
10.1007/s00125-019-04980-0
10.1038/nm.2307
10.1016/0009-8981(94)90090-6
10.3390/ijms21124236
10.1021/acs.jproteome.8b00644
10.1161/CIRCRESAHA.120.315898
10.1096/fj.201700419R
10.1093/aje/kwt112
10.1007/s00125-018-4573-7
10.1093/ije/dyw143
10.1016/j.cmet.2018.10.013
10.1007/s00125-017-4325-0
10.2337/db12-0495
10.3390/ijms21228541
10.1007/s00726-016-2344-7
10.1016/j.cell.2017.03.035
10.1111/pedi.12521
10.7326/0003-4819-150-9-200905050-00006
10.21037/atm.2020.01.42
10.1053/j.ajkd.2020.01.019
10.1038/jcbfm.2013.13
10.1016/j.cmet.2019.03.009
ContentType Journal Article
Copyright COPYRIGHT 2022 MDPI AG
2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
2022 by the authors. 2022
Copyright_xml – notice: COPYRIGHT 2022 MDPI AG
– notice: 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
– notice: 2022 by the authors. 2022
DBID AAYXX
CITATION
3V.
7TS
7X7
7XB
88E
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
FYUFA
GHDGH
K9.
M0S
M1P
PHGZM
PHGZT
PIMPY
PJZUB
PKEHL
PPXIY
PQEST
PQQKQ
PQUKI
PRINS
7X8
7S9
L.6
5PM
DOI 10.3390/nu14163345
DatabaseName CrossRef
ProQuest Central (Corporate)
Physical Education Index
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials - QC
ProQuest Central
ProQuest One
ProQuest Central
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Health & Medical Complete (Alumni)
ProQuest Health & Medical Collection
PML(ProQuest Medical Library)
Proquest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest Health & Medical Research Collection
ProQuest One Academic Middle East (New)
ProQuest One Health & Nursing
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
AGRICOLA
AGRICOLA - Academic
PubMed Central (Full Participant titles)
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest One Health & Nursing
ProQuest Central China
Physical Education Index
ProQuest Central
ProQuest Health & Medical Research Collection
Health Research Premium Collection
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
Health & Medical Research Collection
ProQuest Central (New)
ProQuest Medical Library (Alumni)
ProQuest One Academic Eastern Edition
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Hospital Collection (Alumni)
ProQuest Health & Medical Complete
ProQuest Medical Library
ProQuest One Academic UKI Edition
ProQuest One Academic
ProQuest One Academic (New)
ProQuest Central (Alumni)
MEDLINE - Academic
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList
MEDLINE - Academic

Publicly Available Content Database
CrossRef
AGRICOLA
Database_xml – sequence: 1
  dbid: BENPR
  name: ProQuest Central
  url: https://www.proquest.com/central
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Anatomy & Physiology
EISSN 2072-6643
ExternalDocumentID PMC9415588
A746323763
10_3390_nu14163345
GeographicLocations China
United States--US
GeographicLocations_xml – name: China
– name: United States--US
GrantInformation_xml – fundername: National Key R&D Program of China
  grantid: 2018YFC2000400
– fundername: Foundation of scientific research of national health care commission
  grantid: WKJ-ZJ-2009
– fundername: National Natural Science Foundation of China
  grantid: 81670651; 81970573; 81770752
– fundername: Zhejiang provincial program for the Cultivation of High-level Innovative Health talents
– fundername: key science & technology project of medicine and health, Zhejiang province
GroupedDBID ---
53G
5VS
7X7
88E
8FE
8FH
8FI
8FJ
A8Z
AADQD
AAFWJ
AAHBH
AAWTL
AAYXX
ABUWG
ACIWK
ACPRK
AENEX
AFKRA
AFRAH
AFZYC
ALIPV
ALMA_UNASSIGNED_HOLDINGS
APEBS
BENPR
BPHCQ
BVXVI
CCPQU
CITATION
DIK
E3Z
EBD
ECGQY
EIHBH
ESTFP
EYRJQ
F5P
FYUFA
GX1
HMCUK
HYE
IAO
ITC
KQ8
LK8
M1P
M48
MODMG
M~E
OK1
OZF
P2P
P6G
PGMZT
PHGZM
PHGZT
PIMPY
PQQKQ
PROAC
PSQYO
RNS
RPM
TR2
UKHRP
PMFND
3V.
7TS
7XB
8FK
AZQEC
DWQXO
K9.
PJZUB
PKEHL
PPXIY
PQEST
PQUKI
PRINS
7X8
PUEGO
7S9
L.6
5PM
ID FETCH-LOGICAL-c483t-ba67bfc950ce33b0d2655645d480009a98b6ac1f69496f689e25956f516077973
IEDL.DBID M48
ISSN 2072-6643
IngestDate Thu Aug 21 18:08:44 EDT 2025
Fri Sep 05 11:31:00 EDT 2025
Thu Sep 04 19:12:34 EDT 2025
Fri Jul 25 09:31:36 EDT 2025
Tue Jun 17 21:06:22 EDT 2025
Tue Jun 10 21:27:43 EDT 2025
Tue Jul 01 00:50:30 EDT 2025
Thu Apr 24 23:08:45 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 16
Language English
License https://creativecommons.org/licenses/by/4.0
Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c483t-ba67bfc950ce33b0d2655645d480009a98b6ac1f69496f689e25956f516077973
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
These authors contributed equally to this work.
ORCID 0000-0002-2171-8009
0000-0002-0761-3104
0000-0001-5363-7556
OpenAccessLink http://journals.scholarsportal.info/openUrl.xqy?doi=10.3390/nu14163345
PMID 36014850
PQID 2706272643
PQPubID 2032353
ParticipantIDs pubmedcentral_primary_oai_pubmedcentral_nih_gov_9415588
proquest_miscellaneous_2718376417
proquest_miscellaneous_2707600490
proquest_journals_2706272643
gale_infotracmisc_A746323763
gale_infotracacademiconefile_A746323763
crossref_citationtrail_10_3390_nu14163345
crossref_primary_10_3390_nu14163345
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20220815
PublicationDateYYYYMMDD 2022-08-15
PublicationDate_xml – month: 8
  year: 2022
  text: 20220815
  day: 15
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Nutrients
PublicationYear 2022
Publisher MDPI AG
MDPI
Publisher_xml – name: MDPI AG
– name: MDPI
References Chen (ref_39) 2013; 29
Ling (ref_32) 2019; 29
Kitada (ref_35) 2020; 12
Jang (ref_22) 2016; 22
Fairweather (ref_15) 2018; 9
Krall (ref_25) 2016; 7
ref_11
Kim (ref_37) 2017; 45
Kwan (ref_6) 2020; 76
Chen (ref_10) 2018; 17
Tillin (ref_21) 2015; 58
Dunn (ref_13) 2011; 6
ref_18
Wang (ref_3) 2011; 17
Hirayama (ref_9) 2012; 404
Sun (ref_2) 2020; 105
Neinast (ref_23) 2019; 29
Jung (ref_38) 2013; 29
Chen (ref_28) 2020; 35
Zheng (ref_17) 2016; 45
Rhee (ref_4) 2011; 121
Lamichhane (ref_33) 2019; 62
Peddinti (ref_5) 2017; 60
Cooke (ref_36) 2018; 32
Neis (ref_14) 2017; 49
Lever (ref_40) 1994; 230
Levey (ref_12) 2009; 150
Rebholz (ref_27) 2018; 61
Yu (ref_19) 2012; 8
Luo (ref_24) 2020; 11
Nagata (ref_16) 2013; 178
Mangia (ref_30) 2013; 33
Saxton (ref_26) 2017; 169
ref_29
Bansal (ref_31) 2017; 18
Shao (ref_7) 2020; 8
ref_8
Yin (ref_34) 2018; 62
Chen (ref_1) 2020; 126
Floegel (ref_20) 2013; 62
References_xml – ident: ref_18
  doi: 10.1371/journal.pmed.1002179
– volume: 7
  start-page: 11457
  year: 2016
  ident: ref_25
  article-title: Asparagine promotes cancer cell proliferation through use as an amino acid exchange factor
  publication-title: Nat. Commun.
  doi: 10.1038/ncomms11457
– volume: 6
  start-page: 1060
  year: 2011
  ident: ref_13
  article-title: Procedures for large-scale metabolic profiling of serum and plasma using gas chromatography and liquid chromatography coupled to mass spectrometry
  publication-title: Nat. Protoc.
  doi: 10.1038/nprot.2011.335
– volume: 12
  start-page: 4489
  year: 2020
  ident: ref_35
  article-title: Methionine abrogates the renoprotective effect of a low-protein diet against diabetic kidney disease in obese rats with type 2 diabetes
  publication-title: Aging
  doi: 10.18632/aging.102902
– volume: 29
  start-page: 7
  year: 2013
  ident: ref_38
  article-title: Betaine Alleviates Hypertriglycemia and Tau Hyperphosphorylation in db/db Mice
  publication-title: Toxicol. Res.
  doi: 10.5487/TR.2013.29.1.007
– volume: 58
  start-page: 968
  year: 2015
  ident: ref_21
  article-title: Diabetes risk and amino acid profiles: Cross-sectional and prospective analyses of ethnicity, amino acids and diabetes in a South Asian and European cohort from the SABRE (Southall And Brent REvisited) Study
  publication-title: Diabetologia
  doi: 10.1007/s00125-015-3517-8
– volume: 11
  start-page: 58
  year: 2020
  ident: ref_24
  article-title: Interactive effects of asparagine and aspartate homeostasis with sex and age for the risk of type 2 diabetes risk
  publication-title: Biol. Sex Differ.
  doi: 10.1186/s13293-020-00328-1
– volume: 35
  start-page: 895
  year: 2020
  ident: ref_28
  article-title: A novel hippocampus metabolite signature in diabetes mellitus rat model of diabetic encephalopathy
  publication-title: Metab. Brain Dis.
  doi: 10.1007/s11011-020-00541-2
– ident: ref_11
– volume: 22
  start-page: 421
  year: 2016
  ident: ref_22
  article-title: A branched-chain amino acid metabolite drives vascular fatty acid transport and causes insulin resistance
  publication-title: Nat. Med.
  doi: 10.1038/nm.4057
– volume: 29
  start-page: 607
  year: 2013
  ident: ref_39
  article-title: Higher homocysteine and lower betaine increase the risk of microangiopathy in patients with diabetes mellitus carrying the GG genotype of PEMT G774C
  publication-title: Diabetes Metab. Res. Rev.
  doi: 10.1002/dmrr.2432
– volume: 404
  start-page: 3101
  year: 2012
  ident: ref_9
  article-title: Metabolic profiling reveals new serum biomarkers for differentiating diabetic nephropathy
  publication-title: Anal. Bioanal. Chem.
  doi: 10.1007/s00216-012-6412-x
– volume: 8
  start-page: 615
  year: 2012
  ident: ref_19
  article-title: Novel biomarkers for pre-diabetes identified by metabolomics
  publication-title: Mol. Syst. Biol.
  doi: 10.1038/msb.2012.43
– volume: 105
  start-page: 1000
  year: 2020
  ident: ref_2
  article-title: Metabolomics Signatures in Type 2 Diabetes: A Systematic Review and Integrative Analysis
  publication-title: J. Clin. Endocrinol. Metab.
  doi: 10.1210/clinem/dgz240
– volume: 62
  start-page: e1700951
  year: 2018
  ident: ref_34
  article-title: Metabolic Regulation of Methionine Restriction in Diabetes
  publication-title: Mol. Nutr. Food Res.
  doi: 10.1002/mnfr.201700951
– volume: 45
  start-page: 104
  year: 2017
  ident: ref_37
  article-title: Effect of betaine on hepatic insulin resistance through FOXO1-induced NLRP3 inflammasome
  publication-title: J. Nutr. Biochem.
  doi: 10.1016/j.jnutbio.2017.04.014
– volume: 121
  start-page: 1402
  year: 2011
  ident: ref_4
  article-title: Lipid profiling identifies a triacylglycerol signature of insulin resistance and improves diabetes prediction in humans
  publication-title: J. Clin. Investig.
  doi: 10.1172/JCI44442
– volume: 62
  start-page: 2287
  year: 2019
  ident: ref_33
  article-title: Circulating metabolites in progression to islet autoimmunity and type 1 diabetes
  publication-title: Diabetologia
  doi: 10.1007/s00125-019-04980-0
– volume: 17
  start-page: 448
  year: 2011
  ident: ref_3
  article-title: Metabolite profiles and the risk of developing diabetes
  publication-title: Nat. Med.
  doi: 10.1038/nm.2307
– volume: 230
  start-page: 69
  year: 1994
  ident: ref_40
  article-title: Abnormal glycine betaine content of the blood and urine of diabetic and renal patients
  publication-title: Clin. Chim. Acta
  doi: 10.1016/0009-8981(94)90090-6
– ident: ref_8
  doi: 10.3390/ijms21124236
– volume: 17
  start-page: 3997
  year: 2018
  ident: ref_10
  article-title: Identification of Urinary Metabolite Biomarkers of Type 2 Diabetes Nephropathy Using an Untargeted Metabolomic Approach
  publication-title: J. Proteome Res.
  doi: 10.1021/acs.jproteome.8b00644
– volume: 126
  start-page: 1613
  year: 2020
  ident: ref_1
  article-title: Metabolomics and Proteomics in Type 2 Diabetes
  publication-title: Circ. Res.
  doi: 10.1161/CIRCRESAHA.120.315898
– volume: 32
  start-page: 693
  year: 2018
  ident: ref_36
  article-title: Dietary methionine restriction modulates renal response and attenuates kidney injury in mice
  publication-title: FASEB J.
  doi: 10.1096/fj.201700419R
– volume: 178
  start-page: 1226
  year: 2013
  ident: ref_16
  article-title: Branched-chain amino acid intake and the risk of diabetes in a Japanese community: The Takayama study
  publication-title: Am. J. Epidemiol.
  doi: 10.1093/aje/kwt112
– volume: 61
  start-page: 1046
  year: 2018
  ident: ref_27
  article-title: Serum metabolomic profile of incident diabetes
  publication-title: Diabetologia
  doi: 10.1007/s00125-018-4573-7
– volume: 45
  start-page: 1482
  year: 2016
  ident: ref_17
  article-title: Cumulative consumption of branched-chain amino acids and incidence of type 2 diabetes
  publication-title: Int. J. Epidemiol.
  doi: 10.1093/ije/dyw143
– volume: 9
  start-page: 343
  year: 2018
  ident: ref_15
  article-title: Amino Acid Transport across the Mammalian Intestine
  publication-title: Compr. Physiol.
– volume: 29
  start-page: 417
  year: 2019
  ident: ref_23
  article-title: Quantitative Analysis of the Whole-Body Metabolic Fate of Branched-Chain Amino Acids
  publication-title: Cell Metab.
  doi: 10.1016/j.cmet.2018.10.013
– volume: 60
  start-page: 1740
  year: 2017
  ident: ref_5
  article-title: Early metabolic markers identify potential targets for the prevention of type 2 diabetes
  publication-title: Diabetologia
  doi: 10.1007/s00125-017-4325-0
– volume: 62
  start-page: 639
  year: 2013
  ident: ref_20
  article-title: Identification of serum metabolites associated with risk of type 2 diabetes using a targeted metabolomic approach
  publication-title: Diabetes
  doi: 10.2337/db12-0495
– ident: ref_29
  doi: 10.3390/ijms21228541
– volume: 49
  start-page: 161
  year: 2017
  ident: ref_14
  article-title: Human splanchnic amino-acid metabolism
  publication-title: Amino Acids
  doi: 10.1007/s00726-016-2344-7
– volume: 169
  start-page: 361
  year: 2017
  ident: ref_26
  article-title: mTOR Signaling in Growth, Metabolism, and Disease
  publication-title: Cell
  doi: 10.1016/j.cell.2017.03.035
– volume: 18
  start-page: 167
  year: 2017
  ident: ref_31
  article-title: DNA methylation and its role in the pathogenesis of diabetes
  publication-title: Pediatr. Diabetes
  doi: 10.1111/pedi.12521
– volume: 150
  start-page: 604
  year: 2009
  ident: ref_12
  article-title: A new equation to estimate glomerular filtration rate
  publication-title: Ann. Intern. Med.
  doi: 10.7326/0003-4819-150-9-200905050-00006
– volume: 8
  start-page: 199
  year: 2020
  ident: ref_7
  article-title: Serum and urine metabolomics reveal potential biomarkers of T2DM patients with nephropathy
  publication-title: Ann. Transl. Med.
  doi: 10.21037/atm.2020.01.42
– volume: 76
  start-page: 511
  year: 2020
  ident: ref_6
  article-title: Metabolomic Markers of Kidney Function Decline in Patients with Diabetes: Evidence from the Chronic Renal Insufficiency Cohort (CRIC) Study
  publication-title: Am. J. Kidney Dis.
  doi: 10.1053/j.ajkd.2020.01.019
– volume: 33
  start-page: 754
  year: 2013
  ident: ref_30
  article-title: Neurochemical profile of patients with type 1 diabetes measured by ¹H-MRS at 4 T
  publication-title: J. Cereb. Blood Flow Metab.
  doi: 10.1038/jcbfm.2013.13
– volume: 29
  start-page: 1028
  year: 2019
  ident: ref_32
  article-title: Epigenetics in Human Obesity and Type 2 Diabetes
  publication-title: Cell Metab.
  doi: 10.1016/j.cmet.2019.03.009
SSID ssj0000070763
Score 2.4666295
Snippet Background: Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus,...
Metabolomics is useful in elucidating the progression of diabetes; however, the follow-up changes in metabolomics among health, diabetes mellitus, and diabetic...
SourceID pubmedcentral
proquest
gale
crossref
SourceType Open Access Repository
Aggregation Database
Enrichment Source
Index Database
StartPage 3345
SubjectTerms Amino acid metabolism
Amino acids
asparagine
betaine
Biomarkers
Chromatography
Comparative analysis
Complications and side effects
Creatinine
cross-sectional studies
Development and progression
Diabetes
Diabetic nephropathies
Diabetic nephropathy
Discriminant analysis
disease progression
Health aspects
Independent sample
isoleucine
Kidney diseases
Medical research
Medicine, Experimental
Metabolism
Metabolites
metabolomics
noninsulin-dependent diabetes mellitus
Normal distribution
Physiological aspects
prospective studies
regression analysis
risk
Risk factors
Software
Type 2 diabetes
valine
SummonAdditionalLinks – databaseName: Health & Medical Collection
  dbid: 7X7
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3dT9wwDI8YvOxlYoNpt7EpE9MQDxVtkybN01ShIRhi2gNI91Y1aaJVusuxtSfEfz87zR0cmnis4qYfjh3bsX8m5AuTmc6tLROndJ5w2GMT5fDAFYFVXGOZSbHe-eqnOL_hP6bFNAbc-phWudKJQVG3C4Mx8pNcIqAubN_s2-2fBLtG4elqbKHxguwE6DJYz3Iq1zGWgGUj2IhKysC7P_HLDC0QhtVLj_ahp9r4aYbkoy3nbJe8irYirUbmviZb1r8he5UHP3l-T7_SkL0ZwuJ75O4C5BrUV0ureecXtDJdS6_sADyedf2cNr6lF0NPT7Ebx5j_RjEGS8eUmM7Qy6719h6uw4kN_YWJWyNoB-08RX-V5pHa9jD1DAz4Zb9Pbs6-X5-eJ7GpQmJ4yYZEN0JqZ1SRGsuYTttcFIgo0_IS7a1GlVo0JnNCcSWcKJUFB6kQrkAkOqkke0u2_cLbd4RyLLvVqTNCa-7AlZbWKs6d5E3GTMkm5Hj1i2sTEcex8cWsBs8D2VE_sGNCDte0tyPOxn-pjpBTNQofzGSaWEMA74MwVnUluWCY5wPPPtigBKExm8MrXtdRaPv6YYlNyOf1MN6JiWjeLpaBBo8yuUqfowE9KQXP5ITIjXW0_jQE9d4c8d3vAO6t0MIry_fPv-AH8jLHOgzE5i0OyPbwd2k_gnU06E9BBP4BvN0P7Q
  priority: 102
  providerName: ProQuest
Title Impaired Amino Acid Metabolism and Its Correlation with Diabetic Kidney Disease Progression in Type 2 Diabetes Mellitus
URI https://www.proquest.com/docview/2706272643
https://www.proquest.com/docview/2707600490
https://www.proquest.com/docview/2718376417
https://pubmed.ncbi.nlm.nih.gov/PMC9415588
Volume 14
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV3fb9MwELb244UXBAxEYVRGIBAPgSR27PgBoTBtbKBOE6JS36LYsbVIrQtLKuh_z12SFlJNiMfIl7Tx2b7vi8_fEfKSyUjH1qaBUzoOOMTYQDnccEVhFVdYZkI87zy5FOdT_nmWzPbIpn5n34H1rdQO60lNb-Zvf_1Yf4AJ_x4ZJ1D2d34VIaxgPNknhxCRBJKwSQ_zOxgsga7jZnMcyjgQEIU7pdKd2wexaXeF3s2a_CsMnd0jd3v8SLPO4ffJnvUPyFHmgTsv1vQVbTM620_lR-TnBcx1WNJKmi0qv6SZqUo6sQ34fV7VC1r4kl40NT3BCh1dThzF77K0S5OpDP1Sld6u4brdxaFXmMzVCXnQylPksDTurW0Nj54DqF_VD8n07PTbyXnQF1oIDE9ZE-hCSO2MSkJjGdNhGYsEVWZKniIGK1SqRWEiJxRXwolUWSBNiXAJqtNJJdkjcuCX3j4mlONRXB06I7TmDui1tFZx7iQvImZSNiJvNl2cm16FHIthzHNgI-iO_I87RuTF1vZ7p71xq9Vr9FSOQwSeZIr-XAH8H5S2yjPJBcPcH_jt44ElTCQzbN74Ot-MwzyWqOMMqBGan2-b8U5MTvN2uWptcHuTq_BfNrB2SsEjOSJyMI62r4ZC38MWX123gt8KUV-aPvmv_nhK7sR4RANle5NjctDcrOwzAE6NHpN9OZNjcvjx9PLqK1x9mkXjdqb8BuH3GQA
linkProvider Scholars Portal
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdG9wAvCBiIwgAjvsRDtCR27PgBoTI2tXStJrRJe8tixxGRWneQVFP_Kf5G7vLRrRPa2x4jXxzHdz7f2Xe_I-Q9k4EOrY29XOnQ47DHeirHC1cEVslTy4yP-c6TqRie8h9n0dkW-dvlwmBYZacTa0WdLQyeke-FEgF1YftmXy9-e1g1Cm9XuxIajViM7eoSXLbyy-g78PdDGB4enOwPvbaqgGd4zCpPp0Lq3KjIN5Yx7WehiBBSJeMxGhypirVITZALxZXIRawseAiRyCOEYpNKMuj3HtnmmNHaI9vfDqbHP9enOjV6jmANDipjyt9zywBtHob5Utd2vpv6_2ZM5rVN7vARedhap3TQiNNjsmXdE7IzcOCZz1f0I63jReuD-B1yOQJNAgozo4N54RZ0YIqMTmwFUjUryjlNXUZHVUn3sf5HE3FH8dSXNkE4haHjInN2Bc_1HRE9xlCxBiaEFo6ih0zDltqW0PUMXIZl-ZSc3smEPyM9t3D2OaEcE321nxuhNc_BeZfWKs5zydOAmZj1yeduihPTYpxjqY1ZAr4OsiO5YkefvFvTXjTIHv-l-oScSnC5Q08mbbMWYDwInJUMJBcMI4vg27sblLBMzWZzx-ukVRNlciXUffJ23YxvYuibs4tlTYOXp1z5t9GAZpaCB7JP5IYcrX8NYcQ3W1zxq4YTV2hTxvGL2wf4htwfnkyOkqPRdPySPAgxCwSRgaNd0qv-LO0rsM0q_bpdEJSc3_Ua_AeyQkwU
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV3db9MwELdGJyFeEDAQhQFGfImHqEns2PEDQmFbtVJWVYhJewuJY4tIrTtIqqn_Gn8dd0narRPa2x4rX900923f_Y6Qt0wGeWhM7FmVhx4HH-spixeuCKxiM8O0j_3OJxNxfMq_nkVnO-TvuhcGyyrXNrEx1MVC4xn5IJQIqAvumw1sVxYxPRx-Pv_t4QQpvGldj9NoRWRsVheQvlWfRofA63dhODz6cXDsdRMGPM1jVnt5JmRutYp8bRjL_SIUEcKrFDzG4CNTcS4yHVihuBJWxMpAthAJGyEsm1SSwb53yK4Er8h7ZPfL0WT6fXPC0yDpCNZiojKm_IFbBhj_MOyduuIFr_uC6_WZVxze8AG530WqNGlF6yHZMe4R2UscZOnzFX1Pm9rR5lB-j1yMwKqA8SxoMi_dgia6LOiJqUHCZmU1p5kr6Kiu6AHOAmmr7yieANO2IKfUdFwWzqzgc3NfRKdYNtZChtDSUcyWadhRmwq2nkH6sKwek9NbeeFPSM8tnHlKKMem39y3WuQ5t5DIS2MU51byLGA6Zn3ycf2KU93hnePYjVkKeQ-yI71kR5-82dCetygf_6X6gJxKUfVhJ511HQzwPAiilSaSC4ZVRvDb-1uUoLJ6e3nN67QzGVV6KeB98nqzjN_EMjhnFsuGBi9SufJvogErLQUPZJ_ILTna_DWEFN9eceWvBlpcYXwZx89ufsBX5C7oXvptNBk_J_dCbAhBkOBon_TqP0vzAsK0On_Z6QMlP29bBf8BAOBQQA
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=Impaired+Amino+Acid+Metabolism+and+Its+Correlation+with+Diabetic+Kidney+Disease+Progression+in+Type+2+Diabetes+Mellitus&rft.jtitle=Nutrients&rft.au=Zhu%2C+Huanhuan&rft.au=Bai%2C+Mengqiu&rft.au=Xie%2C+Xishao&rft.au=Wang%2C+Junni&rft.date=2022-08-15&rft.issn=2072-6643&rft.eissn=2072-6643&rft.volume=14&rft.issue=16&rft.spage=3345&rft_id=info:doi/10.3390%2Fnu14163345&rft.externalDBID=n%2Fa&rft.externalDocID=10_3390_nu14163345
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2072-6643&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2072-6643&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2072-6643&client=summon