Evidence map›Paper›PMID 38961223›Full record

ArticleNature medicine2024

A unified metric of human immune health.

Rachel Sparks, Nicholas Rachmaninoff, William W Lau, Dylan C Hirsch, Neha Bansal, Andrew J Martins, Jinguo Chen, Candace C Liu, Foo Cheung, Laura E Failla and 39 more

Abstract read
In one paragraph

Article in Nature medicine, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 37 papers.

0numbers the graph read from it
0cells of the map it votes in
37citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

37 citing papers in PubMed.

  1. Article
  2. Article
  3. Foods (Basel, Switzerland) · 2026
    Article
  4. Review
  5. Article
  6. Review
  7. Review
  8. Review
  9. Article
  10. Immune Aging is an Independent Risk Factor for Cardiovascular Disease.bioRxiv : the preprint server for biology · 2026
    Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Article
  17. Article
  18. Article
  19. Review
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

49 authors.

Rachel Sparks *Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0001-8216-5084
Nicholas Rachmaninoff *Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
William W Lau *Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-0190-3722
Dylan C Hirsch *Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
Neha Bansal *Multiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
Andrew J MartinsMultiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
Jinguo ChenNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.
Candace C LiuMultiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
Foo CheungNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.
Laura E FaillaMultiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
Angelique BiancottoNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.
Giovanna FantoniNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.
Brian A SellersNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.
Daniel G ChawlaProgram in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA.
Katherine N HoweLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Darius MostaghimiMultiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA.
Rohit FarmerNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-4197-3047
Yuri KotliarovNIH Center for Human Immunology, Inflammation, and Autoimmunity, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-6558-8883
Katherine R CalvoHematology Section, Department of Laboratory Medicine, Clinical Center, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-0771-4191
Cindy PalmerLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Janine DaubLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Ladan ForuraghiLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Samantha KreuzburgLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Jennifer D TreatLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Amanda K UrbanClinical Research Directorate, Frederick National Laboratory for Cancer Research, Frederick, MD, USA.
Anne JonesInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Tina RomeoInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Natalie T DeuitchInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Natalia Sampaio MouraInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Barbara WeinsteinHematology Branch, NHLBI, NIH, Bethesda, MD, USA.
Susan MoirLaboratory of Immunoregulation, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0002-0163-6911
Luigi FerrucciTranslational Gerontology Branch, NIA, Baltimore, MD, USA.ORCID http://orcid.org/0000-0002-6273-1613
Karyl S BarronDivision of Intramural Research, NIAID, NIH, Bethesda, MD, USA.
Ivona AksentijevichInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Steven H KleinsteinProgram in Computational Biology and Bioinformatics, Yale University, New Haven, CT, USA.ORCID http://orcid.org/0000-0003-4957-1544
Danielle M TownsleyHematology Branch, NHLBI, NIH, Bethesda, MD, USA.
Neal S YoungHematology Branch, NHLBI, NIH, Bethesda, MD, USA.
Pamela A Frischmeyer-GuerrerioLaboratory of Allergic Diseases, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-2259-5546
Gulbu UzelLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Gineth Paola Pinto-PatarroyoInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Cornelia D CudriciTranslational Vascular Medicine Branch, NHLBI, NIH, Bethesda, MD, USA.
Patrycja HoffmannInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Deborah L StoneInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Amanda K OmbrelloInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.
Alexandra F FreemanLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.
Christa S ZerbeLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-4219-0503
Daniel L KastnerInflammatory Disease Section, NHGRI, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0001-7188-4550
Steven M HollandLaboratory of Clinical Immunology and Microbiology, NIAID, NIH, Bethesda, MD, USA.ORCID http://orcid.org/0000-0003-3207-5464
John S TsangMultiscale Systems Biology Section, Laboratory of Immune System Biology, NIAID, NIH, Bethesda, MD, USA. john.tsang@yale.edu.ORCID http://orcid.org/0000-0003-3186-3047

Funding

WORK ORDER 126643 B539 EXPAND IC SUITE75N91019D00024 · NIAID · LEIDOS BIOMEDICAL RESEARCH, INC. · PI PENDLETON, RICHARD · 2019 to 2025
$3932.6M
Systems investigation of vaccine responses in B cell depleted autoimmune patientsU19AI089992 · NIAID · YALE UNIVERSITY · PI David A. Hafler, RUTH R MONTGOMERY · 2010 to 2026
$50.4M
Center for Human Immunology ZICAI001226 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI CHERRY, JAMES · 2018 to 2025
$34.1M
Genetics, Pathophysiology, and Treatment of Recessive Autoinflammatory DiseasesZIAHG200372 · NHGRI · NATIONAL HUMAN GENOME RESEARCH INSTITUTE · PI KASTNER, DANIEL · 2011 to 2025
$27.2M
Telomeres DiseasesZIAHL006089 · NHLBI · NATIONAL HEART, LUNG, AND BLOOD INSTITUTE · PI YOUNG, NEAL S · 2010 to 2025
$26.2M
Role of B Lymphocytes In HIV Infection And PathogenesisZIAAI000825 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI MOIR, SUSAN · 2009 to 2025
$24.5M
Genes And Gene Products As ImmunoadjuvantsZIAAI000647 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI HOLLAND, STEVEN · 2009 to 2025
$22.6M
Transgenic Animal Models Of Human Immune DefectsZIAAI000646 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI HOLLAND, STEVEN · 2009 to 2025
$22.2M
Genetics, Pathophysiology, and Treatment of Dominant Autoinflammatory DiseasesZIAHG200373 · NHGRI · NATIONAL HUMAN GENOME RESEARCH INSTITUTE · PI KASTNER, DANIEL · 2011 to 2024
$21.0M
Genetic Analysis of Complex Inflammatory DisordersZIAHG200371 · NHGRI · NATIONAL HUMAN GENOME RESEARCH INSTITUTE · PI KASTNER, DANIEL · 2011 to 2024
$18.8M
Transferred ImmunityU19AI145825 · NIAID · UNIVERSITY OF MARYLAND BALTIMORE · PI PASETTI, MARCELA F · 2021 to 2025
$16.0M
Integrative analysis and modeling of human immune responses and pathologiesZIAAI001152 · NIAID · NATIONAL INSTITUTE OF ALLERGY AND INFECTIOUS DISEASES · PI TSANG, JOHN · 2011 to 2022
$14.1M
Division of Intramural Research, National Institute of Allergy and Infectious Diseases (Division of Intramural Research of the NIAID) 1ZIAAI001152Division of Intramural Research, National Institute of Allergy and Infectious Diseases (Division of Intramural Research of the NIAID) 1 ZIA AI001202-07Division of Intramural Research, National Institute of Allergy and Infectious Diseases (Division of Intramural Research of the NIAID) Z-01-A-00646Division of Intramural Research, National Institute of Allergy and Infectious Diseases (Division of Intramural Research of the NIAID) Z-01-A-00647Division of Intramural Research, National Institute of Allergy and Infectious Diseases (Division of Intramural Research of the NIAID) Z01 AI000825-24 LIRIntramural NIH HHS Z99 AG999999Intramural NIH HHS ZIA AI001152NCI NIH HHS 75N91019D00024NIAID NIH HHS R01 AI170116NIAID NIH HHS U19 AI089992NIAID NIH HHS U19 AI145825U.S. Department of Health & Human Services | NIH | National Heart, Lung, and Blood Institute (NHLBI) ZIA-HL006089-12U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI) 1ZIAHG200371U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI) 1ZIAHG200373U.S. Department of Health & Human Services | NIH | National Human Genome Research Institute (NHGRI) 1ZIAHG200374U.S. Department of Health & Human Services | NIH | National Institute of Allergy and Infectious Diseases (NIAID) 5R01AI170116U.S. Department of Health & Human Services | NIH | Office of Extramural Research, National Institutes of Health (OER) U19AI089992
6 · The paper itself

Abstract

Immunological health has been challenging to characterize but could be defined as the absence of immune pathology. While shared features of some immune diseases and the concept of immunologic resilience based on age-independent adaptation to antigenic stimulation have been developed, general metrics of immune health and its utility for assessing clinically healthy individuals remain ill defined. Here we integrated transcriptomics, serum protein, peripheral immune cell frequency and clinical data from 228 patients with 22 monogenic conditions impacting key immunological pathways together with 42 age- and sex-matched healthy controls. Despite the high penetrance of monogenic lesions, differences between individuals in diverse immune parameters tended to dominate over those attributable to disease conditions or medication use. Unsupervised or supervised machine learning independently identified a score that distinguished healthy participants from patients with monogenic diseases, thus suggesting a quantitative immune health metric (IHM). In ten independent datasets, the IHM discriminated healthy from polygenic autoimmune and inflammatory disease states, marked aging in clinically healthy individuals, tracked disease activities and treatment responses in both immunological and nonimmunological diseases, and predicted age-dependent antibody responses to immunizations with different vaccines. This discriminatory power goes beyond that of the classical inflammatory biomarkers C-reactive protein and interleukin-6. Thus, deviations from health in diverse conditions, including aging, have shared systemic immune consequences, and we provide a web platform for calculating the IHM for other datasets, which could empower precision medicine.

Indexed as

BiomarkersAdolescentAdultAgedAgingCase-Control StudiesFemaleHumansImmune System DiseasesMachine LearningMaleMiddle AgedTranscriptomeYoung AdultBiomarkers

Identifiers

PMID38961223
PMCPMC12183718

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.