Evidence map›Paper›PMID 35140201›Full record

ArticleNature communications2022

Enhanced cell deconvolution of peripheral blood using DNA methylation for high-resolution immune profiling.

Lucas A Salas, Ze Zhang, Devin C Koestler, Rondi A Butler, Helen M Hansen, Annette M Molinaro, John K Wiencke, Karl T Kelsey, Brock C Christensen

Abstract read
In one paragraph

Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 204 papers, 3 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
204citing papers in PubMed, 3 pooled it
–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

204 citing papers in PubMed, 3 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Pooled it
  4. Trial
  5. Epigenetic clocks of biological aging and cognitively healthy longevity: the Women's Health Initiative Memory Study.The journals of gerontology. Series A, Biological sciences and medical sciences · 2026
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  16. An epigenetic speedometer to measure Pace of Aging: FraminghamPACE.medRxiv : the preprint server for health sciences · 2026
    Article
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  20. Article

144 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Lucas A SalasDepartment of Epidemiology, Geisel School of Medicine, Dartmouth College, Lebanon, NH, USA.ORCID http://orcid.org/0000-0002-2279-4097
Ze ZhangDepartment of Epidemiology, Geisel School of Medicine, Dartmouth College, Lebanon, NH, USA.ORCID http://orcid.org/0000-0001-9854-5823
Devin C KoestlerDepartment of Biostatistics & Data Science, University of Kansas Medical Center, Kansas City, KS, USA.
Rondi A ButlerDepartments of Epidemiology and Pathology and Laboratory Medicine, Brown University, Providence, RI, USA.ORCID http://orcid.org/0000-0002-6474-8953
Helen M HansenDepartment of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA.ORCID http://orcid.org/0000-0001-5456-4985
Annette M MolinaroDepartment of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA.
John K WienckeDepartment of Neurological Surgery, University of California San Francisco, San Francisco, CA, USA.
Karl T KelseyDepartments of Epidemiology and Pathology and Laboratory Medicine, Brown University, Providence, RI, USA. Karl_Kelsey@brown.edu.ORCID http://orcid.org/0000-0002-2302-1600
Brock C ChristensenDepartment of Epidemiology, Geisel School of Medicine, Dartmouth College, Lebanon, NH, USA. Brock.C.Christensen@dartmouth.edu.ORCID http://orcid.org/0000-0003-3022-426X

Funding

Translational Engineering in Cancer (TEC)P30CA023108 · NCI · DARTMOUTH COLLEGE · PI Fred W Kolling IV · 1985 to 2026
$91.3M
Tissue CoreP50CA097257 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Susan M Chang · 2002 to 2026
$57.4M
Transgenic & Gene-Targeting Shared ResourceP30CA168524 · NCI · UNIVERSITY OF KANSAS MEDICAL CENTER · PI ROY A. JENSEN · 2012 to 2026
$40.1M
Zhao - Proj 2P20GM130454 · NIGMS · DARTMOUTH COLLEGE · PI Li Song · 2019 to 2026
$27.2M
Relation Between In-utero Vitamin D and Immune Function in Early Childhood P20GM104416 · NIGMS · DARTMOUTH COLLEGE · PI KARAGAS, MARGARET RITA · 2013 to 2022
$23.7M
Using Integrated Omics to Identify Dysfunctional Genetic Mechanisms Influencing Schizophrenia and Sleep DisturbancesP20GM130423 · NIGMS · UNIVERSITY OF KANSAS MEDICAL CENTER · PI Kalyani Pyaram, Steven Allan Soper · 2019 to 2026
$21.5M
Translational Research CoreP30DK117469 · NIDDK · DARTMOUTH COLLEGE · PI DEAN R MADDEN · 2018 to 2026
$13.9M
Immune epigenetic biomarkers of survival in glioma epidemiologyR01CA207360 · NCI · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI WIENCKE, JOHN K. · 2017 to 2021
$3.8M
DNA-based Immune Phenotyping in HNSCC for Biomarkers of Response to ImmunotherapyR01CA253976 · NCI · BROWN UNIVERSITY · PI CHRISTENSEN, BROCK C, KELSEY, KARL TIMOTHY · 2021 to 2025
$3.3M
(PQ3) Immune epigenetic biomarkers of bladder cancer outcomesR01CA216265 · NCI · DARTMOUTH COLLEGE · PI CHRISTENSEN, BROCK CLARKE · 2017 to 2021
$2.9M
Widely Distributed Software for Using Mass Spectrometry to Identify GlycansR01GM103428 · NIGMS · PALO ALTO RESEARCH CENTER · PI BERN, MARSHALL WAYNE · 2012 to 2013
$799k
NCI NIH HHS P30 CA023108NCI NIH HHS P30 CA168524NCI NIH HHS P50 CA097257NCI NIH HHS R01 CA207360NCI NIH HHS R01 CA216265NCI NIH HHS R01 CA253976NIDDK NIH HHS P30 DK117469NIGMS NIH HHS P20 GM104416NIGMS NIH HHS P20 GM130423NIGMS NIH HHS P20 GM130454NIGMS NIH HHS R01 GM103428
6 · The paper itself

Abstract

DNA methylation microarrays can be employed to interrogate cell-type composition in complex tissues. Here, we expand reference-based deconvolution of blood DNA methylation to include 12 leukocyte subtypes (neutrophils, eosinophils, basophils, monocytes, naïve and memory B cells, naïve and memory CD4 + and CD8 + T cells, natural killer, and T regulatory cells). Including derived variables, our method provides 56 immune profile variables. The IDOL (IDentifying Optimal Libraries) algorithm was used to identify libraries for deconvolution of DNA methylation data for current and previous platforms. The accuracy of deconvolution estimates obtained using our enhanced libraries was validated using artificial mixtures and whole-blood DNA methylation with known cellular composition from flow cytometry. We applied our libraries to deconvolve cancer, aging, and autoimmune disease datasets. In conclusion, these libraries enable a detailed representation of immune-cell profiles in blood using only DNA and facilitate a standardized, thorough investigation of immune profiles in human health and disease.

Indexed as

AlgorithmsBasophilsBloodCD4-Positive T-LymphocytesCD8-Positive T-LymphocytesCpG IslandsDNA MethylationEpigenesis, GeneticFlow CytometryHumansLeukocyte CountMonocytesNeutrophilsOligonucleotide Array Sequence Analysis

Identifiers

PMID35140201
PMCPMC8828780

What OpenQuestion holds

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Registered trials

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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.