Id |
Subject |
Object |
Predicate |
Lexical cue |
T83 |
0-85 |
Sentence |
denotes |
Identification of aging-related cell-type-specific transcriptional expression changes |
T84 |
86-296 |
Sentence |
denotes |
To identify cell-subtype-specific gene signatures associated with aging, we performed an integrated comparative analysis of differentially expressed genes (DEGs) from blood immune cells in the YA and AA groups. |
T85 |
297-421 |
Sentence |
denotes |
We found that blood immune cells showed heterogeneous transcriptional changes affected by aging based on the number of DEGs. |
T86 |
422-530 |
Sentence |
denotes |
Strikingly, BC was the cell type most affected by aging, followed by TC and MC (Figs. 3A, S6A; Table S4A–E). |
T87 |
531-796 |
Sentence |
denotes |
Specifically, we found a set of 60 genes whose expression was increased in all kinds of immune cells, indicative of general oxidative stress (e.g., DDIT4, CASP4, TSPO) and an inflammatory state (e.g., DUSP2, S100A10, COX5A, PSMB6) across cell populations (Fig. 3A). |
T88 |
797-965 |
Sentence |
denotes |
Conversely, genes with decreased expression shared across all cell populations included DDX17, RBM39, and SCAF11, which are involved in RNA splicing (Fig. S6A and S6B). |
T89 |
966-1196 |
Sentence |
denotes |
Consistent with our understanding of the main immune cell lineages, we found that the myeloid and lymphocyte cell lineages were characterized by unique gene expression spectra, whereas TCs showed the highest heterogeneity in DEGs. |
T90 |
1197-1353 |
Sentence |
denotes |
To explore the biological implications of our data in the context of aging, we used Gene Ontology (GO) and pathway analysis for each immune cell population. |
T91 |
1354-1515 |
Sentence |
denotes |
Common aging-upregulated biological pathways included TNF signaling, IL-1 signaling, the apoptotic signaling pathway, and the adaptive immune response (Fig. 3B). |
T92 |
1516-1577 |
Sentence |
denotes |
We found that these pathways were especially enhanced in TCs. |
T93 |
1578-1714 |
Sentence |
denotes |
In addition, aging-upregulated biological pathways in MCs were enriched for interferon-gamma (IFN-γ) signaling and cell aging (Fig. 3B). |
T94 |
1715-1934 |
Sentence |
denotes |
To assess the impact of aging on circulating immune cells, we selected the top 20 genes of the 60 total genes that were upregulated in all immune cells (Fig. 3A) and calculated aging scores across all immune cell types. |
T95 |
1935-2077 |
Sentence |
denotes |
We found that MCs and DCs had the highest scores, suggesting that senescent cells are most likely present in these cell populations (Fig. 3C). |
T96 |
2078-2355 |
Sentence |
denotes |
Moreover, when calculating the scores of individual samples, we found that individuals in the AA group had consistently higher scores than individuals in the YA group (Fig. 3D), suggesting that aging-score assessments are suitable for studying aging-related immune dysfunction. |
T97 |
2356-2549 |
Sentence |
denotes |
Figure 3 Changes in transcriptional profiles during aging. (A) UpSet Plot showing the integrated comparative analysis of upregulated DEGs in major immune cell lineages between YA and AA groups. |
T98 |
2550-2757 |
Sentence |
denotes |
Upregulated DEGs: upregulated in AA, downregulated in YA group. (B) Representative GO terms and pathways enriched in upregulated DEGs based on functional enrichment analysis in major immune cell populations. |
T99 |
2758-3083 |
Sentence |
denotes |
P value was derived by a hypergeometric test. (C) Distribution and comparison of the aging score in immune cell populations. (D) Distribution and comparison of the aging score in all cells of each sample. (E) UpSet plot showing the integrated comparative analysis of upregulated DEGs in CD4+ T cells between YA and AA groups. |
T100 |
3084-3141 |
Sentence |
denotes |
Upregulated DEGs: upregulated in AA, downregulated in YA. |
T101 |
3142-3306 |
Sentence |
denotes |
The count showing the number of DEGs. (F) Representative GO terms and pathways enriched in upregulated DEGs based on functional enrichment analysis in CD4+ T cells. |
T102 |
3307-3468 |
Sentence |
denotes |
P value was derived by a hypergeometric test. (G) Venn diagram showing integrated comparative analysis of upregulated DEGs in monocytes between YA and AA groups. |
T103 |
3469-3526 |
Sentence |
denotes |
Upregulated DEGs: upregulated in AA, downregulated in YA. |
T104 |
3527-3688 |
Sentence |
denotes |
The count showing the number of DEGs. (H) Representative GO terms and pathways enriched in upregulated DEGs based on functional enrichment analysis in monocytes. |
T105 |
3689-4038 |
Sentence |
denotes |
P value was derived by a hypergeometric test. (I) Violin plots showing the distribution of normalized expression levels of selected aging-associated genes in all DC cluster between YA and AA groups. (J) t-SNE plots segregated on the basis of DC subsets. (K) Representative GO terms and pathways enriched in biased DEGs of cDC2-A and cDC2-B clusters. |
T106 |
4039-4195 |
Sentence |
denotes |
P value was derived by a hypergeometric test. (L) CLEC12A expression in cDC2 is shown as flow cytometry histogram. (M) Percentage of CLEC12A+ cells in cDC2. |
T107 |
4196-4294 |
Sentence |
denotes |
P value are based on two-tailed Mann-Whitney-Wilcoxon tests between YA and AA groups (n = 3/group) |
T108 |
4295-4418 |
Sentence |
denotes |
By analyzing age-associated DEGs in CD4+ TCs, we found enrichment in inflammatory and effector genes (Tables S5A and 6A–E). |
T109 |
4419-4585 |
Sentence |
denotes |
To determine cell-subtype-specific gene signatures within different CD4+ TC subpopulations, we generated UpSet plots of upregulated DEGs in different CD4+ TC subsets. |
T110 |
4586-4737 |
Sentence |
denotes |
We found a range of subtype-specific patterns, including the IL2 receptor (IL2RA) in Naive cells, CCR10 in Tem, and GZMB and TRBV11-2 in Tex (Fig. 3E). |
T111 |
4738-4876 |
Sentence |
denotes |
GO and pathway analysis of the DEGs demonstrated that effector and memory subsets were most affected by aging based on the number of DEGs. |
T112 |
4877-5023 |
Sentence |
denotes |
For example, in CD4 Tem, TNF, interleukin signaling and apoptotic pathways were enhanced, whereas mRNA processing was impaired (Figs. 3F and S6C). |
T113 |
5024-5178 |
Sentence |
denotes |
Analysis of CD8+ TC status indicated that the AA group had increased expression of chemokines and granzyme family members (Fig. S6D; Tables S5B and 7A–D). |
T114 |
5179-5473 |
Sentence |
denotes |
Moreover, aging was associated with a decreased proportion of CD8 Naive with increased apoptotic signaling pathway and lymphocyte activation and an expanded CD8 Tem compartment with increased cytokine production as well as reduced chromatin remodeling and antiviral function (Fig. S6E and S6F). |
T115 |
5474-5662 |
Sentence |
denotes |
In addition, T-mito in aged group was associated with the upregulated inflammatory signaling molecules HLA-DRB5, PDCD5 and PSMA2 (Fig. S6G; Table S5C) and inflammatory pathways (Fig. S6H). |
T116 |
5663-5830 |
Sentence |
denotes |
Analysis of NKs status revealed that the AA group had a smaller fraction of the CD56bright NK1 population and expanded late low-cytotoxic NK subsets than the YA group. |
T117 |
5831-5993 |
Sentence |
denotes |
Notably, NKs in the AA group had increased expression of DDIT4, ISG20, and CASP4 and decreased expression of DDX17, PCBP1 and TRIM56 (Figs. 3A, S6A; Table S8A–C). |
T118 |
5994-6169 |
Sentence |
denotes |
These genes were mostly enriched in apoptotic signaling pathways and cellular responses to lipopolysaccharide, along with decreased virus defense responses (Fig. S6I and S6J). |
T119 |
6170-6343 |
Sentence |
denotes |
As for BCs, we found increased expression of JUNB, IGHA1, SSR4 and CXCR4, indicative of increased memory BC signature and activity during aging (Figs. 3A, S7A; Table S9A–D). |
T120 |
6344-6516 |
Sentence |
denotes |
Moreover, the comparative functional analysis of aging-associated DEGs revealed that Naive BC in the AA group had increased cytokine-mediated signaling pathways (Fig. S7B). |
T121 |
6517-6677 |
Sentence |
denotes |
Additionally, analysis of downregulated DEGs and pathways in the AA group demonstrated that BCs were associated with reduced viral defense responses (Fig. S7C). |
T122 |
6678-6807 |
Sentence |
denotes |
These results indicate that NKs and BCs lose their capacity for antiviral activity with upregulated inflammatory states in aging. |
T123 |
6808-6952 |
Sentence |
denotes |
We next studied aging-associated DEGs in MCs and found enrichment in inflammatory genes, such as IL1B, TNF and CXCL8, in the AA group (Fig. 3A). |
T124 |
6953-7112 |
Sentence |
denotes |
All MC subsets had increased expression of the chemokines, TNF, IL1B and CDKN1A and decreased expression of SIGLEC14 and CLEC12A (Figs. 3G, S6A; Table S10A–C). |
T125 |
7113-7483 |
Sentence |
denotes |
Analysis of aging-related DEGs demonstrated that the CD14 MC subset was most affected by aging, as reflected by the increased NOD-like receptor signaling pathway, NF-κB signaling pathway, Toll-like receptor signaling pathway, inflammasome pathway, and MAPK pathway (Fig. 3H) and the obvious decrease in RNA splicing, autophagy, and vesicle-mediated transport (Fig. S7D). |
T126 |
7484-7670 |
Sentence |
denotes |
To complete our DEG and GO survey of immune lineage cells and their subtypes, we next analyzed aging-associated DEGs in DCs in the YA and AA groups (Figs. 3I, S7E and S7I; Table S11A–D). |
T127 |
7671-7856 |
Sentence |
denotes |
Among the upregulated DEGs, IFN-stimulated genes (IFITM2, ISG20), TNF and IL1B indicated an overactive inflammatory response in DC clusters in the AA group (Figs. 3A, 3I, S7E, and S7I). |
T128 |
7857-7996 |
Sentence |
denotes |
We observed that overrepresented pathways in DCs from the AA group included apoptotic, MAPK, IL-1, and IFN-γ signaling pathways (Fig. S7F). |
T129 |
7997-8341 |
Sentence |
denotes |
Notably, CLEC12A and TXNIP, which are critical for the antigen-presentation function of DCs; and MALAT1 and AHR, which are critical to inducing tolerogenic DCs (Son et al., 2008; Hutten et al., 2016; Wu et al., 2018), were decreased in AA DCs (Figs. 3I, S7G, and S7I), reflecting the decreased antigen-presenting ability of aged DCs (Fig. S7H). |
T130 |
8342-8453 |
Sentence |
denotes |
These results indicate that DCs acquire an inflammatory state with age but lose the antigen-presenting ability. |
T131 |
8454-8585 |
Sentence |
denotes |
Within DC clusters, we found distinct aging manifestations in the cDC2 subsets by comparing DC clusters in the t-SNE map (Fig. 3J). |
T132 |
8586-8754 |
Sentence |
denotes |
Cells from the YA group grouped together in clusters 0 and 1 (named cDC2-A), whereas cells in AA group grouped distinctively in clusters 3, 4, 10 and 11 (named cDC2-B). |
T133 |
8755-9059 |
Sentence |
denotes |
The expression signature of cDC2-A cells included antigen presentation-related genes such as AHR, CLEC4E, and CLEC12A, whereas the expression signature of cDC2-B cells included inflammatory and aging-associated genes such as IFN-stimulated genes, IL1B, CDKN2D, DDIT4, CXCL8, and DUSP2 (Fig. S7J and S7K). |
T134 |
9060-9396 |
Sentence |
denotes |
Moreover, the comparative functional analysis of DEGs between the two clusters indicated that cDC2-A had intact immune regulation and antigen presentation function, while aging-related cDC2-B with high HLA-DQA2 expression exhibited increased inflammatory signaling pathways, such as the response to hypoxia and IL-1 signaling (Fig. 3K). |
T135 |
9397-9487 |
Sentence |
denotes |
We further confirmed that CLEC12A+ cDC2s were decreased in aging by FACS (Fig. 3L and 3M). |
T136 |
9488-9653 |
Sentence |
denotes |
Taken together, these findings indicate that aging curtails DC antigen presentation ability and upregulates inflammatory and aging-associated gene expression in DCs. |