1
|
Townsend HA, Rosenberger KJ, Vanderlinden LA, Inamo J, Zhang F. Evaluating methods for integrating single-cell data and genetics to understand inflammatory disease complexity. Front Immunol 2024; 15:1454263. [PMID: 39703500 PMCID: PMC11655331 DOI: 10.3389/fimmu.2024.1454263] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 11/07/2024] [Indexed: 12/21/2024] Open
Abstract
Background Understanding genetic underpinnings of immune-mediated inflammatory diseases is crucial to improve treatments. Single-cell RNA sequencing (scRNA-seq) identifies cell states expanded in disease, but often overlooks genetic causality due to cost and small genotyping cohorts. Conversely, large genome-wide association studies (GWAS) are commonly accessible. Methods We present a 3-step robust benchmarking analysis of integrating GWAS and scRNA-seq to identify genetically relevant cell states and genes in inflammatory diseases. First, we applied and compared the results of three recent algorithms, based on pathways (scGWAS), single-cell disease scores (scDRS), or both (scPagwas), according to accuracy/sensitivity and interpretability. While previous studies focused on coarse cell types, we used disease-specific, fine-grained single-cell atlases (183,742 and 228,211 cells) and GWAS data (Ns of 97,173 and 45,975) for rheumatoid arthritis (RA) and ulcerative colitis (UC). Second, given the lack of scRNA-seq for many diseases with GWAS, we further tested the tools' resolution limits by differentiating between similar diseases with only one fine-grained scRNA-seq atlas. Lastly, we provide a novel evaluation of noncoding SNP incorporation methods by testing which enabled the highest sensitivity/accuracy of known cell-state calls. Results We first found that single-cell based tools scDRS and scPagwas called superior numbers of supported cell states that were overlooked by scGWAS. While scGWAS and scPagwas were advantageous for gene exploration, scDRS effectively accounted for batch effect and captured cellular heterogeneity of disease-relevance without single-cell genotyping. For noncoding SNP integration, we found a key trade-off between statistical power and confidence with positional (e.g. MAGMA) and non-positional approaches (e.g. chromatin-interaction, eQTL). Even when directly incorporating noncoding SNPs through 5' scRNA-seq measures of regulatory elements, non disease-specific atlases gave misleading results by not containing disease-tissue specific transcriptomic patterns. Despite this criticality of tissue-specific scRNA-seq, we showed that scDRS enabled deconvolution of two similar diseases with a single fine-grained scRNA-seq atlas and separate GWAS. Indeed, we identified supported and novel genetic-phenotype linkages separating RA and ankylosing spondylitis, and UC and crohn's disease. Overall, while noting evolving single-cell technologies, our study provides key findings for integrating expanding fine-grained scRNA-seq, GWAS, and noncoding SNP resources to unravel the complexities of inflammatory diseases.
Collapse
Affiliation(s)
- Hope A. Townsend
- Biofrontiers Institute, University of Colorado Boulder, Boulder, CO, United States
- Department of Molecular, Cellular, Developmental Biology, University of Colorado Boulder, Boulder, CO, United States
| | - Kaylee J. Rosenberger
- Biofrontiers Institute, University of Colorado Boulder, Boulder, CO, United States
- Department of Ecology and Evolutionary Biology, University of Colorado Boulder, Boulder, CO, United States
| | - Lauren A. Vanderlinden
- Department of Medicine, Division of Rheumatology, University of Colorado Anschutz Medical Campus, Denver, CO, United States
- Department of Biomedical Informatics, Center for Health AI, University of Colorado Anschutz Medical Campus, Denver, CO, United States
| | - Jun Inamo
- Department of Medicine, Division of Rheumatology, University of Colorado Anschutz Medical Campus, Denver, CO, United States
- Department of Biomedical Informatics, Center for Health AI, University of Colorado Anschutz Medical Campus, Denver, CO, United States
| | - Fan Zhang
- Biofrontiers Institute, University of Colorado Boulder, Boulder, CO, United States
- Department of Medicine, Division of Rheumatology, University of Colorado Anschutz Medical Campus, Denver, CO, United States
- Department of Biomedical Informatics, Center for Health AI, University of Colorado Anschutz Medical Campus, Denver, CO, United States
| |
Collapse
|
2
|
Abdellaoui N, Kim SY, Kim MS. Effect of TRAF6-knockout on gene expression and lncRNA expression in Epithelioma papulosum cyprini (EPC) cells. Anim Cells Syst (Seoul) 2023; 27:197-207. [PMID: 37808550 PMCID: PMC10552615 DOI: 10.1080/19768354.2023.2263070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Accepted: 09/20/2023] [Indexed: 10/10/2023] Open
Abstract
TRAF6 is a key immune gene that plays a significant role in toll-like receptor signal transduction and activates downstream immune genes involved in antiviral immunity in fish. To explore the role of TRAF6 in Epithelioma papulosum cyprini (EPC) cells, we knocked out the TRAF6 gene using the Clustered Regularly Interspaced Short Palindromic Repeats-Cas9 (CRISPR-Cas9) technique and then analyzed the transcriptomes of the knockout cells. In this study, we identified that 232 transcripts were differentially expressed in naive cells. Using the pipeline, we identified 381 novel lncRNAs in EPC cells, 23 of which were differentially expressed. Gene Ontology enrichment analysis demonstrated that differentially expressed genes (DEG) are implicated in various immune processes, such as neutrophil chemotaxis and mitogen-activated protein kinase binding. In addition, the KEGG pathway analysis revealed enrichment in immune-related pathways (Interleukin-17 signaling pathway, cytokine-cytokine receptor interaction, and TNF signaling pathway). Furthermore, the target genes of the differentially expressed lncRNAs were implicated in the negative regulation of interleukin-6 and tumor necrosis factor production. These results indicate that lncRNAs and protein-coding genes participate in the regulation of immune and metabolic processes in fish.
Collapse
Affiliation(s)
- Najib Abdellaoui
- Department of Biological Sciences, Kongju National University, Gongju, South Korea
| | - Seon Young Kim
- Department of Biological Sciences, Kongju National University, Gongju, South Korea
| | - Min Sun Kim
- Department of Biological Sciences, Kongju National University, Gongju, South Korea
- BK21 Team for Field-oriented BioCore Human Resources Development, Kongju National University, Gongju, South Korea
| |
Collapse
|
3
|
miRNA-Induced Downregulation of IPMK in Macrophages Mediates Lipopolysaccharide-Triggered TLR4 Signaling. Biomolecules 2023; 13:biom13020332. [PMID: 36830701 PMCID: PMC9952907 DOI: 10.3390/biom13020332] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2023] [Revised: 01/27/2023] [Accepted: 02/07/2023] [Indexed: 02/11/2023] Open
Abstract
Inositol polyphosphate multikinase (IPMK) is a pleiotropic enzyme responsible for the production of inositol polyphosphates and phosphoinositide. IPMK in macrophages was identified as a key factor for the full activation of the Toll-like receptor 4 (TLR4) signaling pathway and inflammation by directly interacting with tumor necrosis factor receptor-associated factor 6 (TRAF6). Here, dynamic changes of IPMK levels in lipopolysaccharide (LPS)-stimulated macrophages and their functional significance were investigated. Both the mRNA and protein levels of IPMK were acutely decreased in mouse and human macrophages when cells were stimulated with LPS for between 1 and 6 h. Analysis of the 3' untranslated region (UTR) of mouse IPMK mRNA revealed a highly conserved binding site for miR-181c. Transfection of miR-181c mimics into RAW 264.7 macrophages led to decreased IPMK 3'UTR-luciferase reporter activity and lowered endogenous IPMK levels. When the genomic deletion of a 33-bp fragment containing a putative miR-181c-binding site was introduced within the IPMK 3'UTR of RAW 264.7 macrophages (264.7Δ3'UTR), LPS-triggered downregulation of IPMK levels was prevented. LPS treatment in 264.7Δ3'UTR macrophages decreased TLR4-induced signaling and the expression of proinflammatory cytokines. In response to LPS stimulation, K63-linked ubiquitination of TRAF6 was impaired in 264.7Δ3'UTR macrophages, suggesting an action of IPMK in the suppression of TRAF6 activation. Therefore, our findings reveal that LPS-mediated suppression of IPMK regulates the full activation of TLR4 signaling and inflammation in macrophages.
Collapse
|
4
|
Lim S, Ihn HJ, Kim JA, Bae JS, Kim JE, Bae YC, Shin HI, Kim TH, Park EK. Suppressive effects of (-)-tubaic acid on RANKL-induced osteoclast differentiation and bone resorption. Anim Cells Syst (Seoul) 2023; 27:1-9. [PMID: 36704446 PMCID: PMC9873279 DOI: 10.1080/19768354.2023.2166107] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023] Open
Abstract
Regulation of osteoclastogenesis and bone-resorbing activity can be an efficacious strategy for treating bone loss diseases because excessive osteoclastic bone resorption leads to the development of such diseases. Here, we investigated the role of (-)-tubaic acid, a thermal degradation product of rotenone, in osteoclast formation and function in an attempt to identify alternative natural compounds. (-)-Tubaic acid significantly inhibited receptor activator of nuclear factor-κB ligand (RANKL)-mediated osteoclast differentiation at both the early and late stages, suggesting that (-)-tubaic acid affects the commitment and differentiation of osteoclast progenitors as well as the cell-cell fusion of mononuclear osteoclasts. (-)-Tubaic acid attenuated the activation of extracellular signal-regulated kinase (ERK) and expression of nuclear factor of activated T-cells cytoplasmic 1 (NFATc1) and its target genes in response to RANKL. Furthermore, a pit-formation assay revealed that (-)-tubaic acid significantly impaired the bone-resorbing activity of osteoclasts. Our results demonstrated that (-)-tubaic acid exhibits anti-osteoclastogenic and anti-resorptive effects, indicating its therapeutic potential in the management of osteoclast-related bone diseases.
Collapse
Affiliation(s)
- Soomin Lim
- Department of Oral Pathology and Regenerative Medicine, School of Dentistry, IHBR, Kyungpook National University, Daegu, Republic of Korea
| | - Hye Jung Ihn
- Cell and Matrix Research Institute (CMRI), Kyungpook National University, Daegu, Republic of Korea
| | - Ju Ang Kim
- Department of Oral Pathology and Regenerative Medicine, School of Dentistry, IHBR, Kyungpook National University, Daegu, Republic of Korea
| | - Jong-Sup Bae
- College of Pharmacy, CMRI, Research Institute of Pharmaceutical Sciences, Kyungpook National University, Daegu, Republic of Korea
| | - Jung-Eun Kim
- Department of Molecular Medicine, CMRI, School of Medicine, Kyungpook National University, Daegu, Republic of Korea
| | - Yong Chul Bae
- Department of Oral Anatomy and Neurobiology, School of Dentistry, Kyungpook National University, Daegu, Republic of Korea
| | - Hong-In Shin
- Department of Oral Pathology and Regenerative Medicine, School of Dentistry, IHBR, Kyungpook National University, Daegu, Republic of Korea
| | - Tae Hoon Kim
- Department of Food Science and Biotechnology, Daegu University, Gyeongsan, Republic of Korea
| | - Eui Kyun Park
- Department of Oral Pathology and Regenerative Medicine, School of Dentistry, IHBR, Kyungpook National University, Daegu, Republic of Korea, Eui Kyun Park Department of Oral Pathology and Regenerative Medicine, School of Dentistry, IHBR, Kyungpook National University, Daegu, Republic of Korea; Tae Hoon Kim Department of Food Science and Biotechnology, Daegu University, Gyeongsan, Republic of Korea
| |
Collapse
|
5
|
Feng JH, Jung JS, Hwang SH, Lee SK, Lee SY, Kwak YG, Kim DH, Song CY, Kim MJ, Suh HW, Kim SC, Lim SS. The mixture of Agrimonia pilosa Ledeb. and Salvia miltiorrhiza Bunge. extract produces analgesic and anti-inflammatory effects in a collagen-induced arthritis mouse model. Anim Cells Syst (Seoul) 2022; 26:166-173. [PMID: 36046031 PMCID: PMC9423830 DOI: 10.1080/19768354.2022.2106302] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Affiliation(s)
- Jing Hui Feng
- Department of Pharmacology, College of Medicine, Hallym University, Chuncheon, Republic of Korea
- Institute of Natural Medicine, College of Medicine, Hallym University, Chuncheon, Republic of Korea
| | - Jeon Sub Jung
- Institute of Natural Medicine, College of Medicine, Hallym University, Chuncheon, Republic of Korea
| | | | - Soo Kyeong Lee
- Department of Food Science and Nutrition, College of Natural Science, Hallym University, Chuncheon, Republic of Korea
- Institute of Korean Nutrition, Hallym University, Chuncheon, Republic of Korea
| | - Sang Youn Lee
- Department of Food Science and Nutrition, College of Natural Science, Hallym University, Chuncheon, Republic of Korea
| | - Youn Gil Kwak
- Research Institute, Huons Foodience, Keumsan, Republic of Korea
| | - Doo-Ho Kim
- Research Institute, Huons Foodience, Keumsan, Republic of Korea
| | - Chu-Youn Song
- Research Institute, Huons Foodience, Keumsan, Republic of Korea
| | - Min Jung Kim
- Research Institute, Huons Foodience, Keumsan, Republic of Korea
| | - Hong Won Suh
- Department of Pharmacology, College of Medicine, Hallym University, Chuncheon, Republic of Korea
- Institute of Natural Medicine, College of Medicine, Hallym University, Chuncheon, Republic of Korea
| | - Sung Chan Kim
- Department of Biochemistry, College of Medicine, Hallym University, Chuncheon, Republic of Korea
| | - Soon Sung Lim
- Institute of Natural Medicine, College of Medicine, Hallym University, Chuncheon, Republic of Korea
- Department of Food Science and Nutrition, College of Natural Science, Hallym University, Chuncheon, Republic of Korea
- Institute of Korean Nutrition, Hallym University, Chuncheon, Republic of Korea
| |
Collapse
|
6
|
Wei M, Su J, Ma Q, Zhang F, Wang J, Feng L, Jia X, Tan X. Erteng Tongbi Decoction ameliorates collagen-induced arthritis in mice via modulating T cell differentiation and cytokines balance. JOURNAL OF ETHNOPHARMACOLOGY 2022; 286:114928. [PMID: 34929309 DOI: 10.1016/j.jep.2021.114928] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 12/10/2021] [Accepted: 12/15/2021] [Indexed: 06/14/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Herbs have been commonly used for the treatment of rheumatoid arthritis (RA). It has been verified that Erteng Tongbi Decoction has good therapeutic effects on RA, while, relatively few studies on the relationship between its components and anti-rheumatoid efficacy were carried out. AIM OF THE STUDY To discuss the anti-RA effects of Erteng Tongbi Decoction on collagen-induced arthritis (CIA) in mice and the influence of T cell differentiation and cytokines balance. MATERIALS AND METHODS Separate researches on the two traditional Chinese medicines of the Erteng Tongbi Decoction were conducted. First, a murine peritoneal macrophage model was established, and then the cytokines levels and macrophage maturity were measured to select the best extraction solvent. Furthermore, ethanol extracts were partitioned successively with four kinds of solvents, and the anti-inflammatory parts were selected by the same vitro model. Subsequently, mice were arbitrarily divided into control, CIA model, positive control, effective parts alone or in combination. After 20 days of oral administration, the weight, hind paw volume, rheumatism index value, and the pathological changes were checked to assess the obvious level of arthritis. Furthermore, the levels of IL-6, TNF-α, IL-10, and IL-17A in serum and the balance of Th17/Treg and Th1/Th2 cells in spleen and mesenteric lymph nodes (MLN) was detected. Finally, the major active constituents were identified. RESULTS In vitro, the anti-inflammatory effects of ethanol extracts was much better than water extract. In addition, the effective parts of Celastrus orbiculatus Thunb. ethanol extract were petroleum ether parts and dichloromethane parts. The effective parts of Spatholobus suberectus Dunn. ethanol extracts was petroleum ether parts and ethyl acetate parts screened. In vivo, effective parts compatibility could inhibit the progression of inflammation by modulating T cell differentiation and cytokines balance. Constituent analysis revealed that effective parts contained sesquiterpenes alkaloids, phenolic acids, and flavanols. CONCLUSIONS Erteng Tongbi Decoction could notably ameliorate CIA mice by modulating T cell differentiation and cytokines balance and support its application in folk medicine.
Collapse
Affiliation(s)
- Mengjiali Wei
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Key Laboratory of New Drug Delivery Systems of Chinese Materia Medica, Jiangsu Provincial Academy of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China.
| | - Jiayan Su
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Key Laboratory of New Drug Delivery Systems of Chinese Materia Medica, Jiangsu Provincial Academy of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Affiliated Hospital of Jiangnan University, Wuxi, 214122, Jiangsu, PR China.
| | - Qian Ma
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Key Laboratory of New Drug Delivery Systems of Chinese Materia Medica, Jiangsu Provincial Academy of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China.
| | - Fang Zhang
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Department of Rheumatology and Immunology, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China.
| | - Jing Wang
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Department of Rheumatology and Immunology, Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China.
| | - Liang Feng
- Department of Chinese Medicine Preparations, China Pharmaceutical University, Nanjing, 210028, Jiangsu, PR China.
| | - Xiaobin Jia
- Department of Chinese Medicine Preparations, China Pharmaceutical University, Nanjing, 210028, Jiangsu, PR China.
| | - Xiaobin Tan
- Affiliated Hospital of Integrated Traditional Chinese and Western Medicine, Nanjing University of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China; Key Laboratory of New Drug Delivery Systems of Chinese Materia Medica, Jiangsu Provincial Academy of Chinese Medicine, Nanjing, 210028, Jiangsu, PR China.
| |
Collapse
|
7
|
Lee H, Park SJ, Hong S, Lim SW, Kim S. Deletion of IP6K1 in mice accelerates tumor growth by dysregulating the tumor-immune microenvironment. Anim Cells Syst (Seoul) 2022; 26:19-27. [PMID: 35308129 PMCID: PMC8928833 DOI: 10.1080/19768354.2022.2029560] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
A family of inositol hexakisphosphate kinases (IP6Ks) catalyzes the production of inositol pyrophosphate IP7 (5-diphosphoinositolpentakisphosphate) which is known to modulate various biological events such as cell growth. While targeting IP6K1 in various cancer cells has been well reported to control cancer cell motility and invasiveness, the role of host IP6K1 in tumor progression remains unknown. By using a syngeneic MC38 murine mouse colon carcinoma model, here we examined how host IP6K1 in the tumor microenvironment influences tumor growth. In IP6K1 knockout (KO) mice, the growth of MC38 tumor cells was markedly accelerated and host survival was significantly shortened compared with wild-type (WT). Our flow cytometric analysis revealed that tumors grown in IP6K1 KO mice had lower immune suppressive myeloid cells and M1 polarized macrophages. Notably, infiltration of both antigen-presenting dendritic cells and CD8+ cytotoxic T lymphocytes into the tumor tissues was remarkably abrogated in IP6K1 KO condition. These studies suggest that enhanced tumor growth in IP6K1 KO mice resulted from reduced anti-tumor immunity due to disturbed immune cell actions in the tumor microenvironment. In conclusion, we demonstrate that host IP6K1 acts as a tumor suppressor, most likely by fine-tuning diverse tumor-immune cell interactions, which might have implications for improving the host response against cancer progression.
Collapse
Affiliation(s)
- Haein Lee
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Seung Ju Park
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Sehoon Hong
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Seol-Wa Lim
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
| | - Seyun Kim
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea
- KAIST Institute for the BioCentury, KAIST, Daejeon, Republic of Korea
| |
Collapse
|