Evidence map›Paper›PMID 35767190›Full record

ArticleMolecular genetics and genomics : MGG2022

Comprehensive bioinformatics analyses reveal immune genes responsible for altered immune microenvironment in intervertebral disc degeneration.

Bao Hai, Qingpeng Song, Chuanchao Du, Tianli Mao, Fei Jia, Yu Liu, Xiaoyu Pan, Bin Zhu, Xiaoguang Liu

Open access · hybridAbstract read
In one paragraph

Article in Molecular genetics and genomics : MGG, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed
3.2field-weighted citation impact, top 7% of its field
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

16 citing papers in PubMed, 22 citations in OpenAlex.

  1. Immune system expression profiling in patients experiencing low back pain: A pilot study.PM & R : the journal of injury, function, and rehabilitation · 2026
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 2 institutions in 1 country.

Bao Hai *Department of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Qingpeng Song *Department of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Chuanchao DuDepartment of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Tianli MaoDepartment of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Fei JiaDepartment of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Yu LiuDepartment of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Xiaoyu PanDepartment of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China.
Bin ZhuDepartment of Orthopedics, Beijing Friendship Hospital, Capital Medical University, Beijing, 100050, China. zhubin_ortho@126.com.
Xiaoguang LiuDepartment of Orthopedics, Peking University Third Hospital, No. 49 North Garden Street, Haidian District, Beijing, 100191, China. xgliudoctor@163.com.ORCID http://orcid.org/0000-0001-8389-5097
Peking University · CNCapital Medical University · CN

Funding

National Natural Science Foundation of China 81972103Peking University Medicine Fund of Fostering Young Scholars' Scientific & Technological Innovation BMU2022PYB008Peking University Medicine Seed Fund for Interdisciplinary Research BMU2020MX024
6 · The paper itself

Abstract

We sought to identify novel biomarkers and related mechanisms that might shape the immune infiltration in IDD, thereby providing novel perspective for IDD diagnosis and therapies. Gene expression data sets GSE124272 (for initial analysis) and GSE56081 (for validation analysis) involving samples from IDD patients and healthy controls were retrieved from the Gene Expression Omnibus (GEO) database. Immune genes associated with IDD were identified by GSEA; module genes that exhibited coordinated expression patterns and the strongest positive or negative correlation with IDD were identified by WGCNA. The intersection between immune genes and module genes was used for LASSO variable selection, whereby we obtained pivotal genes that were highly representative of IDD. We then correlated (Pearson correlation) the expression of pivotal genes with immune cell proportion inferred by CIBERSORT algorithm, and revealed the potential immune-regulatory roles of pivotal genes on the pathogenesis of IDD. We discovered several immune-associated pathways in which IDD-associated immune genes were highly clustered, and identified two gene modules that might promote or inhibit the pathogenesis of IDD. These candidate genes were further narrowed down to 8 pivotal genes, namely, MSH2, LY96, ADAM8, HEBP2, ANXA3, RAB24, ZBTB16 and PIK3CD, among which ANXA3, MSH2, ZBTB16, LY96, PIK3CD, ZBTB16, and ADAM8 were revealed to be correlated with the proportion of CD8 T cells and resting memory CD4 T cells. This work identified 8 pivotal genes that might be involved in the pathogenesis of IDD through triggering various immune-associated pathways and altering the composition of immune and myeloid cells in IDD patients, which provides novel perspectives on IDD diagnosis and treatment.

Indexed as

Intervertebral Disc DegenerationPregnancy ProteinsADAM ProteinsBiomarkersComputational BiologyGene Regulatory NetworksHeme-Binding ProteinsHumansMembrane ProteinsMutS Homolog 2 ProteinADAM8 protein, humanADAM ProteinsBiomarkersHEBP2 protein, humanHeme-Binding ProteinsMembrane ProteinsMutS Homolog 2 ProteinPregnancy ProteinsBiomarkersImmune-associated diseaseIntervertebral disc degenerationLow back painWeighted gene co-expression network analysis

Identifiers

PMID35767190
PMCPMC9418280
OpenAlexW4283707917

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.