Single-cell transcriptomic map in primary keloid fibroblasts with different radiotherapy modalities
To dissect cellular heterogeneity in human primary keloid fibroblasts treated with different radiotherapy modalities, we performed scRNA-Seq (Fig. 2A). After standard data processing and quality filtering, a total of 43,867 single cells from the five groups (control: 14,351; X-rays 5 Gy×4: 3,488; electron beam 5 Gy×4: 8,870; 90Sr 5 Gy×2: 7,458; 90Sr 5 Gy×4: 9,700) were obtained. Using unbiased clustering segmented the cells into seven distinct clusters, all marked by elevated expression of fibroblast-specific markers (Col1A1, Col1A2, DCN and LUM); yet, each subcluster displayed distinct transcriptomic signatures (Fig. 2B, C). Then, according to the top five differential genes of each cluster in Fig. 2D, these subpopulations could be characterized by specific markers: Fib 1-CDK1high, Fib 2-CCDN1high, Fib 3-IGFBP7high, Fib 4-APCDD1high, Fib 5-PTTG1high, Fib 6-SQSTM1high and Fib 7-MALAT1high, respectively (Fig. 2E). As shown in Fig. E1A-G, functional enrichment analysis revealed that the signature genes of Fib 1-CDK1high and Fib 5-PTTG1high were both enriched with nuclear division, while Fib 2-CCDN1high were enriched with terms related to microtubule. Both Fib 3-IGFBP7high and Fib 4-APCDD1high showed enrichment with ECM-related terms, thus representing two myofibroblast subpopulations. Additionally, Fib 6-SQSTM1high and Fib 7-MALAT1high were found to be involved in stress responses and RNA splicing, respectively. Taken together, these findings collectively highlighted the intricate heterogeneity within keloid fibroblasts and their varied responses to radiotherapy.
Next, to define the cell-cell communication landscape between fibroblast subpopulations in five groups, we performed analysis using CellPhoneDB 2.0.36 As detailed in Circos plots and bar plots, we found a denser interaction network and a more abundant number of intercellular interactions in X-rays 5 Gy×4 compared to that in the other groups (Fig. 2F, G). As shown in Fig. 2H, We observed disparities in immune-associated interactions between control and irradiated groups, such as PVR-TNFSF9, TNFSF9-IL13RA2 and ACKR3-CXCL12. These data suggested that radiation may induce immune-related responses in primary keloid fibroblasts.
Differential proportion analysis reveals significant expansion of fibroblast subpopulations in keloids with different radiotherapy modalities
In our subsequent analysis, we aimed to pinpoint the irradiation-associated cell clusters that expanded under 5 Gy×4 conditions in primary keloid fibroblasts. The visualization of cellular density and distribution revealed changes in the relative proportions of seven subpopulations among four groups (Fig. 3A, B). Notably, the radio of Fib 2-CCDN1high, Fib 3-IGFBP7high and Fib 4-APCDD1high increased following X-rays 5 Gy×4, electron beam and 90Sr irradiation, respectively. This expansion suggested a crucial role for these subpopulations in the keloid's response to various radiotherapy modalities.
Figure 3C-E illustrated our findings that under X-rays irradiation at 5 Gy×4, the Fib 2-CCDN1high exhibited a significant upregulation of genes involved in co-translational protein targeting to membrane and protein localization to endoplasmic reticulum, such as ribosomal protein L41 (RPL41), ribosomal protein S28 (RPS28), ribosomal protein L22 (RPL22), ribosomal protein S10 (RPS10) and ribosomal protein L39 (RPL39). Extracellular matrix-associated genes, including collagen type VIII alpha 1 chain (COL8A1), fibulin 2 (FBLN2), sulfatase 1 (SULF1), dermatopontin (DPT) and cartilage oligomeric matrix protein (COMP), were significantly increased in electron beam 5 Gy×4 Fib 3-IGFBP7high. In 90Sr 5 Gy×4 Fib 4-APCDD1high, there was a notable increase in genes related to reproductive development, including JunB proto-oncogene, AP-1 transcription factor subunit (JUNB), odd-skipped related transcription factor 1 (OSR1), aldo-keto reductase family 1 member C3 (AKR1C3) and pleckstrin homology like domain family A member 2 (PHLDA2). Gene ontology (GO) analysis confirmed these trends, indicating enrichment of “signal recognition particle (SRP)-dependent co-translational protein targeting to membrane”, “protein targeting to ER and co-translational protein targeting to membrane” in X-rays 5 Gy×4 Fib 2-CCDN1high, “extracellular matrix organization”, “extracellular structure organization” and “external encapsulating structure organization” in electron beam 5 Gy×4 Fib 3-IGFBP7high and “reproductive structure development” and “reproductive system development” in 90Sr 5 Gy×4 Fib 4-APCDD1high (Fig. 3F-H). These results implied that different irradiation not only alters the proportion of fibroblast subpopulations but also modulates their functional characteristics in primary keloid fibroblasts.
Differential proportion analysis reveals differences of fibroblast subpopulations in primary keloid fibroblasts with different doses of 90Sr
Brachytherapy offers precise targeting of keloid tissue with less toxicity to adjacent tissue.16 Thus, we sought to determine the molecular changes of primary keloid fibroblasts among 0, 5 Gy×2 and 5 Gy×4 90Sr irradiation. By calculating the proportion and numbers of differentially expressed genes (DEGs) of each cluster in the three groups, the percentage of Fib 4-APCDD1high increased in both 90Sr irradiation groups and had relatively large numbers of DEGs (Fig. 4A, B). Notably, genes associated with oxidative phosphorylation and ATP metabolic process, including cytochrome c oxidase subunit 7A1 (COX7A1), coiled-coil-helix-coiled-coil-helix domain containing 10 (CHCHD10), nuclear protein 1, transcriptional regulator (NUPR1), NADH: ubiquinone oxidoreductase subunit A13 (NDUFA13) and NADH: ubiquinone oxidoreductase subunit B8 (NDUFB8), were upregulated in Fib 4-APCDD1high of both 90Sr irradiation groups (Fig. 4C). Gene ontology (GO) analysis confirmed enrichment of “oxidative phosphorylation” and “ATP metabolic process and electron transport chain” pathways were enriched in both 90Sr irradiation groups, which indicating a significant metabolic shift (Fig. 4D).
While higher percentage of Fib 6-SQSTM1high and Fib 7-MALAT1high, as well as the largest numbers of DEGs of Fib 7-MALAT1high were observed in 90Sr 5 Gy×2, suggesting a significant role in primary keloid fibroblasts response to this dosage (Fig. 4A, B). Comparative analysis of these subpopulations between the 5 Gy×2 and other groups revealed that pathways related to "oxidative phosphorylation" "reactive oxygen species" and "P53" were upregulated in the Fib 6-SQSTM1high group following 90Sr 5 Gy×2 irradiation (Fig. 4E). In Fib 7-MALAT1high, DEGs such as sulfatase 1 (SULF1), splicing factor 3b subunit 1 (SF3B1), integrin subunit alpha 11 (ITGA11), adrenomedullin (ADM), eukaryotic translation initiation factor 4A2 (EIF4A2) were commonly upregulated when comparing 90Sr 5 Gy×2 to other two groups (Fig. 4F). GO enrichment analysis highlighted the enrichment of pathways like “transmembrane receptor protein serine/threonine kinase signaling pathway”, “RNA splicing” and “mRNA splicing” in 90Sr 5 Gy×2 Fib 7-MALAT1high (Fig. 4G). Overall, these results demonstrated that the subpopulations changes between two 90Sr irradiation doses were not dose-dependent.
Pseudotemporal analysis reveals a branched trajectory with a significant shift toward the myofibroblast phenotype in primary keloid fibroblasts treated with different rays
To account for the significant changes in primary keloid fibroblasts during the radiotherapy process, we utilized Monocle2 for performed pseudotemporal ordering.37 This analysis revealed a branched trajectory with two cell fates (Fig. 5A). Fib 5-PTTG1high predominantly occupied the initial state before branching (Fig. 5B). Both Fib 3-IGFBP7high and Fib 4-APCDD1high were elevated in the cell fate 1 branch, which represents the myofibroblast phenotype (Fig. 5B). Fib 7-MALAT1high constituted the most of the cell fate 2 branch associated with RNA splicing. In the control group, the proportion of cells in states pre-branch, 1 and 2 was 95.42%, 2.63% and 1.95%, respectively (Fig. 5C). Strikingly, irradiated groups showed a pronounced shift toward the myofibroblast phenotype in cell fate 1 (X-rays 5 Gy×4: 71%; electron beam 5 Gy×4: 95.5%; 90Sr 5 Gy×2: 65%; 90Sr 5 Gy×4: 61.17%; Fig. 5C). Unexpected, the proportion of cells in state pre-branch was 19.52% in 90Sr 5 Gy×4.
Branched expression analysis identified 7357 genes with expression dynamics that corresponded to transitions between cellular states, clustering into seven distinct modules (Fig. 5D). Module 1 genes, highly expressed in the myofibroblast branch (cell fate 1), were linked to GO terms such as "extracellular matrix organization" and "neutrophil-mediated immunity." Module 3 genes, enriched in the RNA splicing branch (cell fate 2), were associated with "covalent chromatin modification" and "histone modification." While module 7 genes, showing pre-branch enrichment, were involved in processes like "chromosome segregation" and "DNA replication" (Fig. 5E). These data suggested that radiation induce primary keloid cells significant shift toward the myofibroblast phenotype.
Activation of transcription factor interferon regulatory factor 1 (IRF1) serves as a novel approach for keloids treatment
Due to the importance of transcription factors (TFs) in RNA profiles, we applied a single-cell regulatory network inference and clustering (SCENIC) method to score the activity of regulons by an AUCell algorithm (AUC score).38 Our analysis revealed significant enrichment of IRF1 across all irradiation groups compared with the control (Fig. 6A). Then, immunofluorescence staining revealed nuclear translocation of IRF1 in primary keloid fibroblasts post-irradiation (Fig. 6B). To substantiate the therapeutic potential of IRF1 in keloids, we overexpressed IRF1 using an adenovirus vector (Ad-IRF1). This led to an increase in apoptosis and upregulation of related proteins (Cleaved-PARP and Bax) at 48 hours post-infection, indicating a role for IRF1 in keloid cell death (Fig. 6C, D).
Next, to elucidate the activation mechanism of IRF1 by radiation, we focused on single-strand DNA-binding protein 1 (SSBP1), which have recently reported the interacting proteins of IRF1.39 In addition, recent studies showed that the interaction between SSBP1 and IFI6 protects against radiation-induced skin injury.40 Then, confirming their interaction in primary keloid fibroblasts through immunoprecipitation (IP) (Fig. 6E). Moreover, we found that SSBP1 knockdown resulted in elevated IRF1 levels and enhanced its nuclear translocation (Fig. 6F-H). These findings reinforce the notion of SSBP1 as an inhibitory chaperone of IRF1 in response to radiation.
Furthermore, we investigated the potential of pharmacological IRF1 activation to enhance keloid treatment efficacy. Utilizing the Comparative Toxicogenomics Database | (CTD) (www.ctdbase.org), we identified 213 candidate chemicals modulate IRF1 expression (Fig. 6I). Retinoic acid (ATRA), 9-cis-retinoic acid (9-cis-RA) and antimycin A caught our attention due to their positive correlation with IRF1 expression, although their specific impact on keloids remained to be determined. Our experiments demonstrated that both ATRA and 9-cis-RA significantly elevated IRF1 mRNA and protein levels in primary keloid fibroblasts and facilitated its nuclear translocation, whereas antimycin A had a minor effect on IRF1 mRNA expression only (Fig. 6J-L). Further analysis of the chemicals' impact on cell proliferation revealed that ATRA and 9-cis-RA were more lethal to primary keloid fibroblasts than two of immortalized normal skin cells HaCaT and HFF-1 (Fig. 6M and Fig. E2A-C). Although, all three chemicals increased the release of LDH, indicating cytotoxicity (Fig. 6M). Thus, these data implicated IRF1 as a potential target of keloid therapy.