| Literature DB >> 34523252 |
Yuumi Okuzono1, Hiroyuki Sakuma2, Shuuichi Miyakawa1, Masataka Ifuku1, Jonghun Lee3, Debashree Das4, Antara Banerjee5, Yang Zhao3, Koji Yamamoto3, Tatsuya Ando3, Shuji Sato2.
Abstract
Loss-of-function variants of triggering receptor expressed on myeloid cells 2 (TREM2) increase the risk of developing Alzheimer's disease (AD). The mechanism through which TREM2 contributes to the disease (TREM2 activation vs inactivation) is largely unknown. Here, we analyzed changes in a gene set downstream of TREM2 to determine whether TREM2 signaling is modified by AD progression. We generated an anti-human TREM2 agonistic antibody and defined TREM2 activation in terms of the downstream expression changes induced by this antibody in microglia developed from human induced pluripotent stem cells (iPSC). Differentially expressed genes (DEGs) following TREM2 activation were compared with the gene set extracted from microglial single nuclear RNA sequencing data of patients with AD, using gene set enrichment analysis. We isolated an anti-TREM2-specific agonistic antibody, Hyb87, from anti-human TREM2 antibodies generated using binding and agonism assays, which helped us identify 300 upregulated and 251 downregulated DEGs. Pathway enrichment analysis suggested that TREM2 activation may be associated with Th2-related pathways. TREM2 activation was lower in AD microglia than in microglia from healthy subjects or patients with mild cognitive impairment. TREM2 activation also showed a significant negative correlation with disease progression. Pathway enrichment analysis of DEGs controlled by TREM2 activity indicated that TREM2 activation in AD may lead to anti-apoptotic signaling, immune response, and cytoskeletal changes in the microglia. We showed that TREM2 activation decreases with AD progression, in support of a protective role of TREM2 activation in AD. In addition, the agonistic anti-TREM2 antibody can be used to identify TREM2 activation state in AD microglia.Entities:
Keywords: Alzheimer's disease; TREM2; differential expression analysis; gene set enrichment analysis; microglia; single-nucleus RNA sequencing
Mesh:
Substances:
Year: 2021 PMID: 34523252 PMCID: PMC8564098 DOI: 10.1002/2211-5463.13300
Source DB: PubMed Journal: FEBS Open Bio ISSN: 2211-5463 Impact factor: 2.693
Fig. 1Binding and agonist activities of Hyb87 toward TREM2. (A, B) Binding of Hyb87 to TREM2 in cells was determined using FCM. Cells were incubated with Hyb87, followed by incubation with Alexa488‐labeled anti‐mouse IgG Ab. (A) Parental and human TREM2‐transfected Expi293 cells. (B) THP‐1 cells and TREM2 KO THP‐1 cells. Control IgG, dashed line; Hyb87, gray histogram. (C) Analysis of Hyb87 affinity to TREM2. BLI was used to determine the affinity of Hyb87 to TREM2. The vertical axis indicates the BLI signal response (nm), and the horizontal line indicates the time after analyte (TREM2 protein) loading. Kinetic parameters were analyzed using a 1 : 1 Langmuir fitting model. Association (K a) and dissociation (K d) constants were calculated and used to determine the K D value (K d/K a). (D) NFAT response of Hyb87. THP‐1 cells and TREM2 KO THP‐1 cells transiently transfected with a NFAT‐luc plasmid were incubated on a Hyb87‐coated plate. Data points represent the mean + SD of values acquired in triplicate. ** for P value < 0.005 vs control IgG‐treated group by Student's t‐test. All data are representative of at least two independent experiments.
Fig. 2Identification of TREM2 DEGs from iMG. (A) PCA and boxplot analysis of the PC1 distribution of the iMG transcriptome data from PBS, control IgG, and Hyb87 treatment groups. Each group had three replicates. Percentages with each axis represent the variance of the data captured by each PC. * or ** for boxplot indicates P value calculated using Tukey's honest significant difference test between groups. * for P value < 0.05 and ** for P value < 0.01. (B) Volcano plots depicting the results of differential gene expression analysis between Hyb87 and PBS treatment or between Hyb87 and control IgG treatment. The criteria for significance were set at FDR‐adjusted P value < 0.05 and absolute fold change > 1.5. DEGs that satisfy the criteria are shown in red. (C) Venn diagram showing TREM2 DEGs. Genes that overlapped between those from Hyb87 treatment vs PBS and from Hyb87 treatment vs control IgG treatment were defined as TREM2 DEGs. Considering the direction of expression alteration, the TREM2 DEGs comprised genes, the expression of which changed in the same direction in Hyb87 treatment (vs PBS and vs control IgG). (D, E) Top five significant pathways in pathway enrichment analysis using TREM2 up (D) and TREM2 down (E).
Fig. 3Reduction in TREM2 activation in AD microglia. (A–F) GSEA enrichment plots of ROSMAP syn18485175 data (samples from 45 individuals were used: six HC, 17 MCI, and 22 AD individuals classified by MMSE or 13 HC, 10 MCI, and 21 AD individuals classified by cogdx) that were significantly enriched. The vertical axis shows all genes arranged in the order of signed P value. The horizontal axis indicates the enrichment score of each gene. (G, H) Top five significant pathways in pathway enrichment analysis using genes enriched in GSEA between TREM2 up and DEGs in AD (vs HC) (G) and between TREM2 up and Braak or CERAD (H).
Correlation between TREM DEGs and AD vs HC vs MCI microglia using GSEA. GSEA results between TREM DEGs and signed P value of AD vs HC, MCI vs HC, and AD vs MCI in microglia of ROSMAP syn18485175 data.
| Dataset | TREM2 DEG | NES | FDR |
|---|---|---|---|
| Cogdx AD vs HC | TREM2 up | −1.638 | 0 |
| Cogdx AD vs MCI | TREM2 up | −1.565 | 0 |
| MMSE AD vs HC | TREM2 up | −1.350 | 0.001 |
| MMSE AD vs MCI | TREM2 up | −1.557 | 0.002 |
| Cogdx AD vs MCI | TREM2 down | 1.342 | 0.019 |
| MMSE AD vs MCI | TREM2 down | 1.191 | 0.085 |
| Cogdx MCI vs HC | TREM2 down | −1.117 | 0.265 |
| Cogdx AD vs HC | TREM2 down | 1.099 | 0.477 |
| MMSE AD vs HC | TREM2 down | 1.087 | 0.514 |
| MMSE MCI vs HC | TREM2 up | 1.111 | 0.663 |
| Cogdx MCI vs HC | TREM2 up | 0.797 | 0.811 |
| MMSE MCI vs HC | TREM2 down | 0.823 | 0.903 |
FDR q‐value indicates FDR‐adjusted P value of GSEA.
Correlation between TREM2 DEGs and clinical scores of AD using GSEA. GSEA results between TREM DEGs and clinical score of AD of ROSMAP syn18485175 data.
| Dataset | TREM2 DEG | NES | FDR |
|---|---|---|---|
| Correlation of Braak | TREM2 Up | −1.527 | 0 |
| Correlation of CERAD | TREM2 Up | −1.458 | 0.009 |
| Correlation of CERAD | TREM2 Down | −0.957 | 0.439 |
| Correlation of MMSE | TREM2 Down | 0.975 | 0.472 |
| Correlation of MMSE | TREM2 Up | 1.043 | 0.562 |
| Correlation of Braak | TREM2 Down | 0.849 | 0.788 |
FDR q‐value indicates FDR‐adjusted P value of GSEA.