Timing based clustering of childhood BMI trajectories reveals differential maturational patterns; Study in the Northern Finland Birth Cohorts 1966 and 1986 Pediatrics
Background/Objectives Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as phase variation, which can be seen as shift, stretch, or shrinking between trajectories. With maturation thought of as a process moving towards t...
Saved in:
| Published in | International Journal of Obesity Vol. 49; no. 5; pp. 872 - 880 |
|---|---|
| Main Authors | , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
London
Nature Publishing Group UK
01.05.2025
|
| Subjects | |
| Online Access | Get full text |
| ISSN | 0307-0565 1476-5497 |
| DOI | 10.1038/s41366-025-01714-8 |
Cover
| Abstract | Background/Objectives
Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as phase variation, which can be seen as shift, stretch, or shrinking between trajectories. With maturation thought of as a process moving towards the final state - adult BMI, we assessed whether children can be divided into latent groups reflecting similar maturational age of BMI. The groups were characterised by early factors and time-related features of the trajectories.
Subjects/Methods
We used data from two general population birth cohort studies, Northern Finland Birth Cohorts 1966 and 1986 (NFBC1966 and NFBC1986). Height (
n
= 6329) and weight (
n
= 6568) measurements were interpolated in 34 shared time points using B-splines, and BMI values were calculated between 3 months to 16 years. Pairwise phase distances of 2999 females and 3163 males were used as a similarity measure in k-medoids clustering.
Results
We identified three clusters of trajectories in females and males (
Type 1
: females, n = 1566, males,
n
= 1669;
Type 2
: females,
n
= 1028, males,
n
= 973;
Type 3
: females,
n
= 405, males,
n
= 521). Similar distinct timing patterns were identified in males and females. The clusters did not differ by sex, or early growth determinants studied.
Conclusions:
Trajectory cluster
Type 1
reflected to the shape of what is typically illustrated as the childhood BMI trajectory in literature. However, the other two have not been identified previously.
Type 2
pattern was more common in the NFBC1966 suggesting a generational shift in BMI maturational patterns. |
|---|---|
| AbstractList | Background/Objectives
Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as phase variation, which can be seen as shift, stretch, or shrinking between trajectories. With maturation thought of as a process moving towards the final state - adult BMI, we assessed whether children can be divided into latent groups reflecting similar maturational age of BMI. The groups were characterised by early factors and time-related features of the trajectories.
Subjects/Methods
We used data from two general population birth cohort studies, Northern Finland Birth Cohorts 1966 and 1986 (NFBC1966 and NFBC1986). Height (
n
= 6329) and weight (
n
= 6568) measurements were interpolated in 34 shared time points using B-splines, and BMI values were calculated between 3 months to 16 years. Pairwise phase distances of 2999 females and 3163 males were used as a similarity measure in k-medoids clustering.
Results
We identified three clusters of trajectories in females and males (
Type 1
: females, n = 1566, males,
n
= 1669;
Type 2
: females,
n
= 1028, males,
n
= 973;
Type 3
: females,
n
= 405, males,
n
= 521). Similar distinct timing patterns were identified in males and females. The clusters did not differ by sex, or early growth determinants studied.
Conclusions:
Trajectory cluster
Type 1
reflected to the shape of what is typically illustrated as the childhood BMI trajectory in literature. However, the other two have not been identified previously.
Type 2
pattern was more common in the NFBC1966 suggesting a generational shift in BMI maturational patterns. |
| Author | Heiskala, Anni Sillanpää, Mikko J. Ronkainen, Justiina Tucker, J. Derek Järvelin, Marjo-Riitta Nedelec, Rozenn Choudhary, Priyanka Sebert, Sylvain Sarala, Olli |
| Author_xml | – sequence: 1 givenname: Anni orcidid: 0009-0009-2342-2488 surname: Heiskala fullname: Heiskala, Anni email: anni.heiskala@oulu.fi organization: Research Unit of Population Health, University of Oulu – sequence: 2 givenname: J. Derek surname: Tucker fullname: Tucker, J. Derek organization: Statistical Sciences, Sandia National Laboratories – sequence: 3 givenname: Priyanka orcidid: 0000-0002-2420-4118 surname: Choudhary fullname: Choudhary, Priyanka organization: Research Unit of Population Health, University of Oulu – sequence: 4 givenname: Rozenn orcidid: 0000-0002-2246-3829 surname: Nedelec fullname: Nedelec, Rozenn organization: Research Unit of Population Health, University of Oulu – sequence: 5 givenname: Justiina orcidid: 0000-0001-7375-8099 surname: Ronkainen fullname: Ronkainen, Justiina organization: Research Unit of Population Health, University of Oulu – sequence: 6 givenname: Olli surname: Sarala fullname: Sarala, Olli organization: Research Unit of Mathematical Sciences, University of Oulu – sequence: 7 givenname: Marjo-Riitta orcidid: 0000-0002-2149-0630 surname: Järvelin fullname: Järvelin, Marjo-Riitta organization: Research Unit of Population Health, University of Oulu, MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, Department of Life Sciences, College of Health and Life Sciences, Brunel University London – sequence: 8 givenname: Mikko J. orcidid: 0000-0003-2808-2768 surname: Sillanpää fullname: Sillanpää, Mikko J. organization: Research Unit of Mathematical Sciences, University of Oulu – sequence: 9 givenname: Sylvain orcidid: 0000-0001-6681-6983 surname: Sebert fullname: Sebert, Sylvain email: sylvain.sebert@oulu.fi organization: Research Unit of Population Health, University of Oulu |
| BookMark | eNotkEtOxDAQRC0EEsPnAqx8gUB3HDuxWMGIn8RnAawjJ-4wHgUb2R4kzsJl8QCrUldJ1ap3wHZ98MTYCcIpgujOUoNCqQpqWQG22FTdDltg06pKNrrdZQsQ0FYgldxnBymtAUBKqBfs-8W9O__GB5PI8nHepExxa4SJjys321UIll8-3PEczZrGHKKjxCN9kpkTt26aKJLPzsz83eRNNNkFX44Pk0uTT-f8OW_sF3ee5xXxxxCLRM-vnZ-NL9WuGHwZViVIHLVSfGuj7tQR25vKEzr-10P2en31sryt7p9u7pYX91VCbLoKp4FA4ICKBk210W1tCTpNplYTKl232khjR-jGph6UnJQUg20RUGgJVopDJv5608d2OsV-HTaxjEg9Qr_l2__x7Qvf_pdv34kfCYpxnA |
| ContentType | Journal Article |
| Copyright | The Author(s) 2025 |
| Copyright_xml | – notice: The Author(s) 2025 |
| DBID | C6C |
| DOI | 10.1038/s41366-025-01714-8 |
| DatabaseName | Springer Nature OA Free Journals |
| DatabaseTitleList | |
| Database_xml | – sequence: 1 dbid: C6C name: Springer Nature OA Free Journals url: http://www.springeropen.com/ sourceTypes: Publisher |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Medicine Public Health Diet & Clinical Nutrition Recreation & Sports |
| EISSN | 1476-5497 |
| EndPage | 880 |
| ExternalDocumentID | 10_1038_s41366_025_01714_8 |
| GroupedDBID | .55 .GJ 29J 36B 39C 5RE 7X2 7X7 8R4 8R5 A8Z ABDBF ABOCM ABUWG ACUHS ADBBV AFFNX AI. ALMA_UNASSIGNED_HOLDINGS ATCPS AZQEC B0M BAWUL BENPR BHPHI BPHCQ C6C DIK DWQXO EAD EAP EBC EBD EBS EMB EMK EMOBN EPL ESX F5P FYUFA GNUQQ HCIFZ IAO IHR ITC J5H M0K M1P M2M MVM Q2X RNT RNTTT SV3 TUS VH1 WH7 X7M ZGI ZXP ~8M |
| ID | FETCH-LOGICAL-s1148-1fbe031b16eb9e2a972de089ea26f169279a5adc08c42b65f653bd71013950d53 |
| IEDL.DBID | C6C |
| ISSN | 0307-0565 |
| IngestDate | Thu May 22 04:16:05 EDT 2025 |
| IsDoiOpenAccess | true |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 5 |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-s1148-1fbe031b16eb9e2a972de089ea26f169279a5adc08c42b65f653bd71013950d53 |
| ORCID | 0000-0002-2149-0630 0000-0002-2246-3829 0000-0001-7375-8099 0000-0001-6681-6983 0000-0003-2808-2768 0009-0009-2342-2488 0000-0002-2420-4118 |
| OpenAccessLink | https://doi.org/10.1038%2Fs41366-025-01714-8 |
| PageCount | 9 |
| ParticipantIDs | springer_journals_10_1038_s41366_025_01714_8 |
| PublicationCentury | 2000 |
| PublicationDate | 20250500 |
| PublicationDateYYYYMMDD | 2025-05-01 |
| PublicationDate_xml | – month: 5 year: 2025 text: 20250500 |
| PublicationDecade | 2020 |
| PublicationPlace | London |
| PublicationPlace_xml | – name: London |
| PublicationTitle | International Journal of Obesity |
| PublicationTitleAbbrev | Int J Obes |
| PublicationYear | 2025 |
| Publisher | Nature Publishing Group UK |
| Publisher_xml | – name: Nature Publishing Group UK |
| SSID | ssj0005502 ssj0033214 |
| Score | 2.4758246 |
| Snippet | Background/Objectives
Children’s biological age does not always correspond to their chronological age. In the case of BMI trajectories, this can appear as... |
| SourceID | springer |
| SourceType | Publisher |
| StartPage | 872 |
| SubjectTerms | 692/308/174 692/499 Epidemiology Health Promotion and Disease Prevention Internal Medicine Medicine Medicine & Public Health Metabolic Diseases Public Health |
| Subtitle | Pediatrics |
| Title | Timing based clustering of childhood BMI trajectories reveals differential maturational patterns; Study in the Northern Finland Birth Cohorts 1966 and 1986 |
| URI | https://link.springer.com/article/10.1038/s41366-025-01714-8 |
| Volume | 49 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVAFT databaseName: Open Access Digital Library customDbUrl: eissn: 1476-5497 dateEnd: 99991231 omitProxy: true ssIdentifier: ssj0005502 issn: 0307-0565 databaseCode: KQ8 dateStart: 19970101 isFulltext: true titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html providerName: Colorado Alliance of Research Libraries – providerCode: PRVLSH databaseName: SpringerLink Journals customDbUrl: mediaType: online eissn: 1476-5497 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0005502 issn: 0307-0565 databaseCode: AFBBN dateStart: 19970101 isFulltext: true providerName: Library Specific Holdings |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV3fS9xAEB6sggilaFRqW2UeSp8MJpvsZkOfvNNDhbsnBd9C9kfakzNXzPnQv6X_bGf2kor41NchWRZmdubbnZlvAL4qxUBVuDjx0sSEiG2sKYzH2uVKFGUja88NztOZurrLb-7l_QacDr0wr_L3gbq7IzeruFCWi8yKNI_1O9jSZJg8r2Csxi8FHTL5xxyV8fydgQORYrzs-2VoybO3C77JgobgMtmFDz0qxPO1Gvdgw7cRHF3M_Qq_YU_ducDZwJwfwfa0z4lH8H798obrhqIIohckSD-HKebdPvy55fFdP5CjlkO7eGaCBBYsG7QDvTGOpte4eqofwlM-3aGRCZ7IQHGYo0L-YIGPTAbaPyLir0DQ2XbfkUsSf-O8RcKUGPJBJMfJvOXiSRzNSYDj5U_eD9KJVMjitNTqAO4ml7fjq7gfzBB3fH2K08Z4cgYmVd6UXtRlIZxPdOlroZpUlaTkWtbOJtrmwijZKJkZR1iG4KZMnMwOYbNdtv4joLPsIWphGq1zkzemqEWeWWeKxAvr7BGcDqqp-tPVVSFxnulqrcmKNFkFTVb60_99_hl2RLADNoUvsLl6evbHBDJW5gS2ziej0ewk2NhfzbHJEg |
| linkProvider | Springer Nature |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1Nb9RADLVKkaASQiVQtUCLD4hTI5JJZjIRJ7rtagvdPW2l3qLMR9pFSxY12wO_hT-LPZtQVT1xtZLRSPbYb8b2M8BHpRioChcnXpqYELGNNYXxWLtciaJsZO25wXk6U5PL_NuVvNqC46EX5kH-PlB3d-RmFRfKcpFZkeaxfgJPNd3omCl_pEb3BR0y-ccclfH8nYEDkWK87PtlaMnPjxd8lAUNwWW8Cy97VIhfN2p8BVu-jeDgdOHX-Al76s4lzgbm_AieTfuceAQvNi9vuGkoiiC6R4L0c5hi3r2GP3Me33WNHLUc2uUdEySwYNWgHeiN8WR6juvb-kd4yqc7NDLBExkoDnNUyB8s8SeTgfaPiPgrEHS23RfkksTfuGiRMCWGfBDJcbxouXgSTxYkwNHqhveDdCIVsjgttXoDl-Oz-WgS94MZ4o6vT3HaGE_OwKTKm9KLuiyE84kufS1Uk6qSlFzL2tlE21wYJRslM-MIyxDclImT2R5st6vW7wM6yx6iFqbROjd5Y4pa5Jl1pki8sM4ewPGgmqo_XV0VEueZrjaarEiTVdBkpd_-3-cf4PlkPr2oLs5n39_Bjgg2wWbxHrbXt3f-kADH2hwFO_sLE8_KhQ |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1NT9xADLUoSKhSVUHaqtBSfKg4NW0yyUwm6gkWVkDZVQ8gcYsyH2m32mYRWQ78lv7Z2rMJHNoLVyuJRrHHfjO2nwE-KsVAVbg48dLEhIhtrCmMx9rlShRlI2vPDc6TqTq9ys-v5fUaqKEXJhTtB0rL4KaH6rAvHTlbxeWyXGpWpHmsP9-45hls6CJTIUmrRo-lHTJ54JDKeBLPwIZI0V72nTNJpv_z0X_yoSHMjLfgZY8P8XC1om1Y820EO8czv8QD7Ek85zgdOPQj2Jz02fEIXqzu4HDVWhRB9IgJ6eUwz7x7BX8ueZDXD-T45dDO75gqgQWLBu1AdIxHkzNc3ta_wqU-naaRqZ7IVHGYqEKeYY6_-R_214l4E6g62-4rcnHiPc5aJHSJITNEchzPWi6jxKMZCXC0-MnrQdqbClmcllq9hqvxyeXoNO5HNMQdH6TitDGe3IJJlTelF3VZCOcTXfpaqCZVJam7lrWziba5MEo2SmbGEaoh4CkTJ7M3sN4uWv8W0Fn2FbUwjda5yRtT1CLPrDNF4oV1dgc-Daqp-n3WVSGFnulqpcmKNFkFTVZ692mP78Pm9-NxdXE2_fYOnotgEmwV72F9eXvn9wh5LM2HYGZ_ARE90Ag |
| 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=Timing+based+clustering+of+childhood+BMI+trajectories+reveals+differential+maturational+patterns%3B+Study+in+the+Northern+Finland+Birth+Cohorts+1966+and+1986&rft.jtitle=International+Journal+of+Obesity&rft.au=Heiskala%2C+Anni&rft.au=Tucker%2C+J.+Derek&rft.au=Choudhary%2C+Priyanka&rft.au=Nedelec%2C+Rozenn&rft.date=2025-05-01&rft.pub=Nature+Publishing+Group+UK&rft.issn=0307-0565&rft.eissn=1476-5497&rft.volume=49&rft.issue=5&rft.spage=872&rft.epage=880&rft_id=info:doi/10.1038%2Fs41366-025-01714-8&rft.externalDocID=10_1038_s41366_025_01714_8 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0307-0565&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0307-0565&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0307-0565&client=summon |