| Literature DB >> 36035984 |
Vittoria Marini1, Fabiola Marino1,2, Flaminia Aliberti1,3, Nefele Giarratana1, Enrico Pozzo1, Robin Duelen1, Álvaro Cortés Calabuig4, Rita La Rovere5, Tim Vervliet5, Daniele Torella2, Geert Bultynck5, Maurilio Sampaolesi1,6, Yoke Chin Chai1.
Abstract
Duchenne Muscular Dystrophy (DMD) is an X-linked neuromuscular disease which to date is incurable. The major cause of death is dilated cardiomyopathy however, its pathogenesis is unclear as existing cellular and animal models do not fully recapitulate the human disease phenotypes. In this study, we generated cardiac organoids from patient-derived induced pluripotent stem cells (DMD-COs) and isogenic-corrected controls (DMD-Iso-COs) and studied if DMD-related cardiomyopathy and disease progression occur in the organoids upon long-term culture (up to 93 days). Histological analysis showed that DMD-COs lack initial proliferative capacity, displayed a progressive loss of sarcoglycan localization and high stress in endoplasmic reticulum. Additionally, cardiomyocyte deterioration, fibrosis and aberrant adipogenesis were observed in DMD-COs over time. RNA sequencing analysis confirmed a distinct transcriptomic profile in DMD-COs which was associated with functional enrichment in hypertrophy/dilated cardiomyopathy, arrhythmia, adipogenesis and fibrosis pathways. Moreover, five miRNAs were identified to be crucial in this dysregulated gene network. In conclusion, we generated patient-derived cardiac organoid model that displayed DMD-related cardiomyopathy and disease progression phenotypes in long-term culture. We envision the feasibility to develop a more complex, realistic and reliable in vitro 3D human cardiac-mimics to study DMD-related cardiomyopathies.Entities:
Keywords: Duchenne muscular dystrophy; aberrant adipogenesis; cardiac organoids; cardiomyopathy; disease modeling; fibrosis; induced pluripotent stem cells
Year: 2022 PMID: 36035984 PMCID: PMC9403515 DOI: 10.3389/fcell.2022.878311
Source DB: PubMed Journal: Front Cell Dev Biol ISSN: 2296-634X
List of primer used for gene expression analysis.
| Gene | Primer sequence | Gene | Primer sequence |
|---|---|---|---|
|
| FW: 5′-CCCAGCTCCACGAGGACTGAACA-3′ |
| FW: 5′-TCACACCTGAGCAGATTGAAGA-3′ |
| RV: 5′-TTTGCGGGAGGCAGTGATCTTGG-3′ | RV: 5′-GCTGGAGCATAGGCAGGAAAG-3′ | ||
|
| FW: 5′-TGCTGCAGGCTACAGGCGAG-3′ |
| FW: 5′-TTGAGAGTCGAGCCCAAAAAG-3′ |
| RV: 5′-TCGATGCGGCCGTCGTTGTT-3′ | RV: 5′-CATATTTGCGGTCGGCATCTT-3′ | ||
|
| FW: 5′-GGAACCTCGCCCTGCACCAG-3′ |
| FW: 5′-GAGTCGATATGGGATGCACAC-3′ |
| RV: 5′-GCGCGGTAGTTGGAGGAGCG-3′ | RV: 5′-TCCTTTAACATTCATCGCCGAG-3′ | ||
|
| FW: 5′-CTCAAAGCTTAACAAGGATGACC-3′ |
| FW: 5′-AGCGGGTGGAGTTTGAGTG-3′ |
| RV: 5′-GTGGTAGAAGCAAGAGACGTA-3′ | RV: 5′-GCGATGCTCTGGTACACCTC-3′ | ||
|
| FW: 5′-TTGGGCGAGTGAACGTGAAAA-3′ |
| FW: 5′-TGATGGTGCGCCAGATGAAAG-3′ |
| RV: 5′-CCGAACGTAATCAGCCTTCAG-3′ | RV: 5′-TGCATTCCTGTCGAAGATGCG-3′ | ||
|
| FW: 5′-ACTGCCGAGACCGAGTATG-3′ |
| FW: 5′-GGCTCCCCAGTTCTTGATGG-3′ |
| RV: 5′-GCGATCCTTGAGGTTGTAGAGC-3′ | RV: 5′-TAGACCGGGCAGTAGACCG-3′ | ||
|
| FW: 5′-GCCCTTTGACATTCGCACTG-3′ |
| FW: 5′-CGGTGGCTGTCAGTCAAAG-3′ |
| RV: 5′-CGGGACAAAATCTTGGCTTTGA-3′ | RV: 5′-AAACCTCGGCTTCCTCCATAA-3′ | ||
|
| FW: 5′-ACATCATCACCCACGGAGAAGAGA-3′ |
| FW: 5′-TTGAAGGAGGATGTTCCCATCT-3′ |
| RV: 5′-ATTGGAACATGGCCTCTGGATGGA-3′ | RV: ACAGACACATATTTGGCATGGTT-3′ | ||
|
| FW: 5′-GAACAGGAGAGGGTCAAGTCG-3′ |
| FW: 5′-GGCCCTCAAGGTTTCCAAGG-3′ |
| RV: 5′-CATTGAAGACAATCCAGGGTGT-3′ | RV: 5′-CACCCTGTGGTCCAACAACTC-3′ | ||
|
| FW: 5′-CCACCCTCTCGGAGATCAAG-3′ |
| FW: 5′-TCAAGAAGGTGGTGAAGCAGG-3′ |
| RV: 5′-TCCCTTCGCTTCTGAGTTAGG-3′ | RV: 5′-ACCAGGAAATGAGCTTGACAAA-3′ | ||
|
| FW: 5′-GGAGGAGTCCAAACCAAAGCC-3′ |
| FW: 5′-ATGCTTTGGTGGGAAGAAGT-3′ |
| RV: 5′-TCAAAGTCCACTCTCTCTCCATC-3′ | RV: 5′-GGGCATGAACTCTTGTGGAT-3′ | ||
|
| FW: 5′-TCTACACTTCTCCTGTTACTGCT-3′ |
| FW: 5′-GCCCGCCCTTGTCAGTATC-3′ |
| RV: 5′-GAGGTAATGGTGTTATTGCCTCA-3′ | RV: 5′-CCAGGGTCGGTAAGGTTTATTG-3′ | ||
|
| FW: 5′-TCCGAGAACGCTCTAAGCCT-3′ |
| FW: 5′-GAGGGCCAAGACGAAGACATC-3′ |
| RV: 5′-GCAAAGTCTGTAGTCATCACAGG-3′ | RV: 5′-CAGATCACGTCATCGCACAAC | ||
|
| FW: 5′-GCTCTTCAGTTCGTGTGTGGA-3′ | ||
| RV: 5′-GCCTCCTTAGATCACAGCTCC-3′ | |||
|
| FW: 5′-TCCCATCGAGCATGGTATCAT-3′ |
| FW: 5′-ACCTCTGGTTCCCCAAAAAGG-3′ |
| RV: 5′-GGTACGGCCAGAAGCATACA-3′ | RV: 5′-TTGGCACAGGCACAAGACAT-3′ | ||
|
| FW: 5′-ATGAAGGCCACTATCATCCTCC-3′ |
| FW: 5′-TGCGTCCACAAAACTTCGAG-3′ |
| RV: 5′-GTCGCGGTCATCAGGAACTT-3′ | RV: 5′-GGAGAAGCTGTGCTCCACC-3′ | ||
|
| FW: 5′-GGGAGGGTGACAAGCACAC-3′ |
| FW: 5′-GGATTGGTAAACCTGACCTTCAT-3′ |
| RV: 5′-AGCTTCGAGCCAATGGTGAG-3′ | RV: 5′-GATAAACGCAGATACTGCAATGC-3′ | ||
|
| FW: 5′-TGTGTCTCATATCAGGTTGACGA-3′ |
| FW: 5′-TCTTCGCAATGTTTGACCAGT-3′ |
| RV: 5′-CAAGAGTCGAGTGTGGTCTCA-3′ | RV: 5′-GTTGAAAGCCTCCTTAAACTCCT-3′ | ||
|
| FW: 5′-GCAGGAGTTAAGCCCAAGG-3′ |
| FW: 5′-AGCGTGAATTAGCAAAAAGGGC-3′ |
| RV: 5′-TGTAGGGCAGTCCATAGCCA-3′ | RV: 5′-CCTTGAGAGATGGTCGTTGTTCT-3′ | ||
|
| FW: 5′-AGAGCACAGATACCCAGAACT-3′ |
| FW: 5′-TGATGCTTTTGTGCGAGAAGA-3′ |
| RV: 5′-GGTGATTCAGTGTGTCTTCCATT-3′ | RV: 5′-AGGGAAGCGTTTTTATTGGCT-3′ | ||
|
| FW: 5′-GAAGGACAGTAGAGGGCGGAA-3′ |
| FW: 5′-GTTGAGGGTCTGCGTGTCTTT-3′ |
| RV: 5′-TCTGGTCGATCACAGTGAAGG-3′ | RV: 5′-ACCCAGGGTGGCTAGAACA-3′ |
List of antibodies dilutions used for immunofluorescence analysis and flow cytometric analysis.
|
|
| |
|---|---|---|
| Immunostaining | ||
|
| 1:250 | |
|
| 1:250 | |
| β | 1:250 | |
| γ | 1:250 | |
| δ | 1:250 | |
|
| 1:250 | |
|
| 1:250 | |
|
| 1:1000 | |
|
| 1:250 | |
|
| 1:400 | |
|
| 1:300 | |
|
| 1:50 | |
|
| 1:50 | |
|
| 1:500 | |
| Flow cytometry | ||
|
| 1:100 | |
|
| 1:200 | |
|
| 1:20 |
FIGURE 1(A) Representative 2D culture morphology of differentiated cardiomyocytes from DMD patient-derived hiPSCs (DMD-CMs) and the isogenic controls (DMD-Iso-CMs) on day 22. Arrowheads indicated the contractile filaments. Scale bar = 200 μm. (B,C) Comparison of the expression of dystrophin (DMD) and key cardiac gene markers between DMD-CMs, DMD-Iso-CMs and HC-CMs 2D cultures on day 22. Data shown are mean ± s.d. (n = 3). Statistical analyses were performed by two-way ANOVA with Tukey’s multiple comparisons: **p < 0.01, ***p < 0.001, ****p < 0.0001, n.s, not significant. (D,E) Intracellular Ca2+ imaging of DMD-CMs, DMD-Iso-CMs and HC-CMs 2D cultures on day 14 showing higher frequency and amplitude of spontaneous Ca2+ oscillation in DMD-CMs than the isogenic and healty controls, as well as a lower KCl response compared to DMD-Iso-CMs. Tetracaine was used to validate that Ca2+ oscillations were driven by RyR channels (n = 9). Statistical analyses were performed by two-way ANOVA with Tukey’s multiple comparisons: *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001.
FIGURE 2Generation of DMD-COs and DMD-Iso-COs from patient-derived hiPSC. (A) Schematic showing the culture protocol to generate DMD-COs and DMD-Iso-COs from patient-derived hiPSC embryoid bodies (EBs). (B) Brightfield images of the microwells of the agarose insert and the formed EBs. (C) EBs pooled from two agarose inserts inside a well of six-well plate for dynamic culture, and the morphology of COs at high magnification showing contractile cardiomyocyte protrusion (arrow) and distinct self-organized cellular structure at the organoid periphery (arrowhead) both with specific spatial distribution of NKX2.5 and αACTN positivity. Non-translucent organoid structure (#) was negative for NKX2.5 and αACTN. (D) Immunofluorescence staining showing the localization of DYS in DMD-Iso-COs, which was undetectable in DMD-COs. Nuclei were counterstained with Hoechst. (E) Representative images of CO morphology and the changes of organoid size (generated at two cells seeding numbers) over 28 days of dynamic culture. (F,G) Effect of cell seeding numbers on the growth (n = 17) and the beating frequency (n = 4) of DMD-COs or DMD-Iso-COs over 28 days. DMD-COs versus DMD-Iso-COs at 5K (5,000 cells/microwell) or 10K (10,000 cells/microwell). Statistical analyses were performed by two-way ANOVA with Tukey’s multiple comparisons: ***p < 0.001, ****p < 0.0001. CO, Cardiac organoid; DMD-COs and DMD-Iso-COs, cardiac organoids from DMD patient-derived hiPSC and isogenic corrected hiPSC, respectively. Scale bar = 1 mm or as stated in the figure.
FIGURE 3Assessment of cardiac differentiation and contractile proteins development in DMD-COs and DMD-Iso-COs over 93 days of dynamic culture. Representative immunofluorescence images for: (A) α-sarcoglycan (SCGA)/NKX2.5, and (B) sarcomeric α-actinin (αACTN)/NKX2.5 co-staining in DMD-COs and DMD-Iso-COs, respectively. Nuclei were counterstained with Hoechst. Data are representative of three independent experiments (n = 3). (Magnification: ×20). (C)Quantification of the immunofluorescence images for: SGCA, NKX2.5 and αACTN on day 10, 14 28, 56 and 93. Data shown are mean ± s.d. (n = 4, two-way ANOVA with Sidak’s multiple comparisons: *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001. (D) RT-qPCR analysis of representative gene markers expression for cardiac contractility in DMD-COs and DMD-Iso-COs. Data shown are mean ± s.d. (n = 3, each pooled from ∼10 organoids). Statistical analyses were performed by two-way ANOVA with Tukey’s multiple comparisons: *p < 0.05, **p < 0.01.
FIGURE 4Assessment of cell proliferation, apoptosis and ER stress in DMD-COs and DMD-Iso-COs over 93 days of dynamic culture. Representative immunofluorescence images for: (A) Ki67/CCASP3, (B) PGK1/NKX2.5 on day 10, 28 and 93; (C) ARCN1/NKX2.5 and (D) GORASP2/NKX2.5 on day 10, 28, 56 and 93. Nuclei were counterstained with Hoechst. Data are representative of three independent experiments (n = 3). (Magnification: ×20). (E) Quantification of the immunofluorescence images for: Ki67, CCASP3 and PGK1 on day 10, 28 and 93; ARCN1 and GORASP2 on day 10, 28, 56 and 93. Data shown are mean ± s.d. (n = 4, two-way ANOVA with Sidak’s multiple comparisons: *p < 0.05, **p < 0.01, ***p < 0.001, ****p < 0.0001.
FIGURE 5Assessment of fibrosis and adipogenesis in DMD-COs and DMD-Iso-COs over 93 days of dynamic culture. (A) H&E staining showing deterioration of cardiomyocyte tissue on day 14 and fibrosis on day 56 in DMD-COs. (Magnification: ×40). (B) Picro-Sirius red staining showing abundant collagen deposition in DMD-COs on day 93. (Magnification: ×40). (C) RT-qPCR analysis of representative fibrosis gene markers showing a significant upregulation of COL1A2, COL3A1 and FN1 expression in DMD-COs on day 56 and 93 as compared to DMD-Iso-COs. Data shown are mean ± s.d. (n = 3, each pooled from ∼10 organoids). Statistical analyses were performed by two-way ANOVA with Tukey’s multiple comparisons: **p < 0.01, ***p < 0.001. (D–F) Adipogenesis in DMD-COs as indicated by the formation of adipocytes with cytoplasmic vacuoles (H&E staining), lipid droplet deposition (BODIPY staining), and PDGFRα positivity on day 28 and 56. The adipogenesis inhibitor GDF10 was also detected near the PDGFRα+ cells in DMD-COs. Nuclei were counterstained with Hoechst. (Magnification: ×20 and ×40). Data are representative of three independent experiments (n = 3).
FIGURE 6RNA sequencing analysis of DMD-COs and DMD-Iso-COs via DESeq2 method. (A) Principal component analysis (PCA) showing distinct separation of the DMD-COs and DMD-Iso-COs clusters (PC1: 90%) with low intra-condition variance (PC2: 5%) in both conditions, respectively. (B) Enhanced volcano plot showing the differentially expressed genes (DEGs) in DMD-COs versus DMD-Iso-COs. Cut-off log2 fold change = 1.5; Cut-off −Log10 p = 10–16. (C) Heatmap showing the TOP30 DEGs in DMD-COs versus DMD-Iso-COs. (D,E) Functional enrichment analysis of the differentially upregulated genes in DMD-COs versus DMD-Iso-COs using gProfiler2 for Gene ontology, KEGG pathway, miRNA and human phenotype ontology. (All data shown: n = 3, each sample was a pooled of ∼10 organoids).
Top30 differentially upregulated and down-regulated genes in DMD-COs versus DMD-Iso-COs.
| ID | Gene name | baseMean | log2FoldChange | lfcSE | stat | pvalue | Padj | |
|---|---|---|---|---|---|---|---|---|
| Differentially Upregulated Genes | 13088 | MGP | 3880.521907 | 5.120819425 | 0.187135 | 27.36434 | 7.29E−165 | 5.44E−161 |
| 13862 | MYL1 | 2675.966929 | 7.262145462 | 0.269213 | 26.9755 | 2.87E−160 | 1.60E−156 | |
| 4878 | COL1A2 | 14733.15743 | 3.549526614 | 0.166558 | 21.31101 | 8.97E−101 | 2.87E−97 | |
| 9557 | HAPLN1 | 1152.713973 | 6.021041431 | 0.284317 | 21.17721 | 1.55E−99 | 4.33E−96 | |
| 14864 | OGN | 1806.551067 | 5.301108486 | 0.251858 | 21.04799 | 2.39E−98 | 5.93E−95 | |
| 10461 | IGF1 | 2063.104984 | 3.348551855 | 0.171565 | 19.51771 | 7.76E−85 | 1.58E−81 | |
| 3270 | C1R | 836.7627027 | 3.594911367 | 0.186023 | 19.32509 | 3.30E−83 | 6.16E−80 | |
| 6414 | DCN | 6535.506649 | 3.199249115 | 0.168451 | 18.99221 | 1.98E−80 | 3.16E−77 | |
| 26211 | SSPN | 1223.773057 | 3.454929985 | 0.184017 | 18.77501 | 1.21E−78 | 1.69E−75 | |
| 10472 | IGFBP3 | 2242.532837 | 3.187765804 | 0.174276 | 18.29151 | 9.67E−75 | 1.14E−71 | |
| 12548 | LUM | 1859.659818 | 3.902455102 | 0.213459 | 18.28201 | 1.15E−74 | 1.29E−71 | |
| 3273 | C1S | 505.5575661 | 4.532842321 | 0.25232 | 17.96466 | 3.69E−72 | 3.44E−69 | |
| 16517 | PRRX1 | 2296.492692 | 3.165414194 | 0.176446 | 17.93981 | 5.77E−72 | 5.16E−69 | |
| 13878 | MYL9 | 2014.301562 | 3.047364639 | 0.171162 | 17.80398 | 6.58E−71 | 5.66E−68 | |
| 4832 | CNTN4 | 438.9813428 | 7.862840625 | 0.451874 | 17.40051 | 8.18E−68 | 6.53E−65 | |
| 6893 | DPP6 | 575.4551543 | 8.475259781 | 0.487454 | 17.3868 | 1.04E−67 | 8.01E−65 | |
| 12815 | MATN4 | 464.8395192 | 5.461265657 | 0.315708 | 17.29848 | 4.83E−67 | 3.60E−64 | |
| 1178 | ACTC1 | 2989.236594 | 4.07554558 | 0.236959 | 17.19934 | 2.69E−66 | 1.88E−63 | |
| 4877 | COL1A1 | 17931.90071 | 3.760557058 | 0.221112 | 17.00747 | 7.23E−65 | 4.90E−62 | |
| 15297 | PCDHB5 | 332.9803767 | 4.835046959 | 0.285038 | 16.96279 | 1.55E−64 | 9.90E−62 | |
| 24364 | S100A6 | 1991.282073 | 3.116793963 | 0.185219 | 16.82763 | 1.53E−63 | 9.51E−61 | |
| 11066 | KCTD12 | 2475.653645 | 2.587393647 | 0.153899 | 16.81233 | 1.98E−63 | 1.20E−60 | |
| 13886 | MYLPF | 895.0795595 | 4.39539839 | 0.275249 | 15.96882 | 2.11E−57 | 1.18E−54 | |
| 27539 | TNNI1 | 1506.276513 | 3.591374007 | 0.225007 | 15.96117 | 2.38E−57 | 1.30E−54 | |
| 11676 | LEPR | 1025.641125 | 3.609301571 | 0.229042 | 15.75825 | 6.03E−56 | 3.14E−53 | |
| 6784 | DNAJC15 | 250.7545201 | 4.796254742 | 0.305622 | 15.69341 | 1.68E−55 | 8.53E−53 | |
| 3362 | C2orf40 | 1709.870968 | 2.953046306 | 0.189313 | 15.59879 | 7.42E−55 | 3.53E−52 | |
| 11319 | KLHL41 | 358.1653311 | 4.180634798 | 0.268513 | 15.56955 | 1.17E−54 | 5.46E−52 | |
| 7375 | ELN | 3805.846419 | 2.592306878 | 0.16688 | 15.534 | 2.04E−54 | 9.32E−52 | |
| 14268 | NEXN | 1403.167628 | 3.120924866 | 0.201871 | 15.45996 | 6.46E−54 | 2.84E−51 | |
| Differentially Down-regulated Genes | 8257 | FEZF2 | 2147.508792 | −7.297943854 | 0.236509 | −30.857 | 4.52E−209 | 1.01E−204 |
| 6732 | DMRTA2 | 1410.513095 | −6.781574008 | 0.239105 | −28.3624 | 5.89E−177 | 6.59E−173 | |
| 11722 | LHX2 | 3925.790741 | −4.554419135 | 0.20393 | −22.3332 | 1.76E−110 | 7.87E−107 | |
| 15965 | PMEL | 1206.380481 | −4.518113856 | 0.211711 | −21.341 | 4.73E−101 | 1.76E−97 | |
| 18101 | RORB | 4525.902649 | −4.172628967 | 0.20232 | −20.6239 | 1.67E−94 | 3.74E−91 | |
| 7899 | FAM19A5 | 746.1460517 | −8.183408649 | 0.426594 | −19.1831 | 5.12E−82 | 8.81E−79 | |
| 6352 | DAPL1 | 1233.729736 | −5.235519232 | 0.276173 | −18.9574 | 3.84E−80 | 5.72E−77 | |
| 7421 | EMX2 | 2184.20914 | −3.94754281 | 0.214817 | −18.3763 | 2.03E−75 | 2.68E−72 | |
| 7422 | EMX2OS | 843.8705185 | −3.862243505 | 0.210282 | −18.367 | 2.41E−75 | 3.00E−72 | |
| 26756 | TBR1 | 1184.062948 | −4.109792654 | 0.226273 | −18.163 | 1.01E−73 | 1.08E−70 | |
| 9992 | HMX1 | 602.267519 | −5.86682695 | 0.323561 | −18.132 | 1.78E−73 | 1.81E−70 | |
| 28131 | TYR | 391.1820556 | −4.982659101 | 0.275952 | −18.0563 | 7.04E−73 | 6.85E−70 | |
| 2364 | ARX | 634.2942288 | −5.00821928 | 0.286738 | −17.4662 | 2.59E−68 | 2.15E−65 | |
| 1658 | ALDH1A3 | 643.2412907 | −3.696045432 | 0.213864 | −17.2822 | 6.40E−67 | 4.62E−64 | |
| 25017 | SIX3 | 1428.324473 | −3.282550679 | 0.193132 | −16.9964 | 8.73E−65 | 5.74E−62 | |
| 2492 | ATOH7 | 469.676258 | −7.115070692 | 0.426177 | −16.6951 | 1.42E−62 | 8.37E−60 | |
| 17083 | RAX | 577.8533812 | −4.099396951 | 0.256498 | −15.9822 | 1.70E−57 | 9.75E−55 | |
| 9702 | HES5 | 1171.343235 | −2.936085758 | 0.184229 | −15.9371 | 3.50E−57 | 1.86E−54 | |
| 7420 | EMX1 | 323.5042159 | −6.926075308 | 0.44215 | −15.6645 | 2.64E−55 | 1.31E−52 | |
| 22627 | RP11-89K21.1 | 382.2280006 | −4.214816465 | 0.269141 | −15.6603 | 2.83E−55 | 1.37E−52 | |
| 14893 | ONECUT3 | 285.5907893 | −5.959062474 | 0.384535 | −15.4968 | 3.65E−54 | 1.63E−51 | |
| 12209 | LINC01551 | 307.298716 | −6.914384951 | 0.44911 | −15.3957 | 1.75E−53 | 7.52E−51 | |
| 28033 | TTYH1 | 2791.568121 | −2.459452396 | 0.162906 | −15.0974 | 1.68E−51 | 6.61E−49 | |
| 14611 | NR2E1 | 319.4212395 | −4.893422773 | 0.326486 | −14.9882 | 8.77E−51 | 3.17E−48 | |
| 4464 | CHAC1 | 995.4565501 | −2.920428254 | 0.195376 | −14.9477 | 1.61E−50 | 5.72E−48 | |
| 25400 | SLC7A5 | 861.7666728 | −2.941521316 | 0.200486 | −14.6719 | 9.75E−49 | 3.16E−46 | |
| 16129 | POU4F2 | 369.4507945 | −3.970980557 | 0.271888 | −14.6052 | 2.60E−48 | 8.20E−46 | |
| 13703 | MTHFD2 | 1961.02617 | −2.063767517 | 0.141852 | −14.5487 | 5.95E−48 | 1.82E−45 | |
| 24961 | SHMT2 | 3444.426553 | −1.989370244 | 0.137842 | −14.4322 | 3.25E−47 | 9.81E−45 | |
| 4621 | CKB | 15898.89106 | −1.934043819 | 0.138295 | −13.9849 | 1.93E−44 | 5.32E−42 |
List of identified TOP20 KEGG pathways based on the upregulated DEGs in DMD-COs (Cut-off log2FC > 1.5, Cut-off p-value <0.05).
| Pathway | Total | Expected | Hits |
| FDR |
|---|---|---|---|---|---|
| ECM-receptor interaction | 82 | 8.64 | 37 | 8.86E−16 | 2.82E−13 |
| Protein digestion and absorption | 90 | 9.48 | 36 | 2.06E−13 | 3.27E−11 |
| Complement and coagulation cascades | 79 | 8.32 | 33 | 4.89E−13 | 4.27E−11 |
| Focal adhesion | 199 | 21 | 57 | 5.37E−13 | 4.27E−11 |
| PI3K-Akt signaling pathway | 354 | 37.3 | 75 | 1.29E−09 | 8.18E−08 |
| Hypertrophic cardiomyopathy (HCM) | 85 | 8.95 | 27 | 7.44E−08 | 3.94E−06 |
| Dilated cardiomyopathy | 91 | 9.59 | 27 | 3.56E−07 | 1.62E−05 |
| Amoebiasis | 96 | 10.1 | 27 | 1.15E−06 | 4.59E−05 |
| Calcium signaling pathway | 188 | 19.8 | 42 | 1.48E−06 | 5.23E−05 |
| Renin secretion | 69 | 7.27 | 20 | 1.72E−05 | 0.000546 |
| Proteoglycans in cancer | 201 | 21.2 | 41 | 2.11E−05 | 0.000611 |
| Pathways in cancer | 530 | 55.8 | 85 | 3.49E−05 | 0.000926 |
| Regulation of actin cytoskeleton | 214 | 22.5 | 42 | 4.39E−05 | 0.00107 |
| PPAR signaling pathway | 74 | 7.8 | 20 | 5.25E−05 | 0.00119 |
| cGMP-PKG signaling pathway | 166 | 17.5 | 34 | 9.70E−05 | 0.00206 |
| Cytokine-cytokine receptor interaction | 294 | 31 | 52 | 0.000106 | 0.0021 |
| Arrhythmogenic right ventricular cardiomyopathy (ARVC) | 72 | 7.58 | 19 | 0.000114 | 0.00214 |
| Retinol metabolism | 67 | 7.06 | 18 | 0.000134 | 0.00237 |
| Maturity onset diabetes of the young | 26 | 2.74 | 10 | 0.000175 | 0.00293 |
| Vascular smooth muscle contraction | 132 | 13.9 | 28 | 0.000212 | 0.00336 |
FIGURE 7Protein-protein interaction network analysis based on differentially upregulated genes in DMD-COs using Network Analyst platform. (A) Top five main hub genes (HNF4A, UBC, UBD, APP and EGR1) were identified based on the degree levels. The gene-miRNA networks for hypertrophy/dilated cardiomyopathy (B), arrhythmogenic right ventricular cardiomyopathy (C), PPARgamma (D) and PI3K-Akt (E) signalling pathways, respectively. The colours indicate the degree of interaction (with lowest to highest degree from red to yellow to green), whereas the sizes of circles indicate the degree of betweenness of a node (larger size means higher degree of betweenness). The identified top three miRNAs by PPI and top two miRNAs by gProfiler2 analysis were mapped in each gene-miRNA network to indicate the genes they interact with.
List of genes identified for the selected KEGG pathways from Table 4, based on the upregulated DEGs in DMD-COs.
| Hypertrophic cardiomyopathy (HCM) or Dilated cardiomyopathy | Arrhythmogenic right ventricular cardiomyopathy (ARVC) | PPAR signaling pathway | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Gene | Degree | Betweenness | Log2FC | Gene | Degree | Betweenness | Log2FC | Gene | Degree | Betweenness | Log2FC |
| CACNA1S | 1 | 0 | 7.529686 | CACNA1S | 1 | 0 | 7.529686 | FABP4 | 1 | 0 | 8.183692 |
| ITGB3 | 12 | 384.8124 | 5.216347 | ITGB3 | 5 | 324 | 5.216347 | OLR1 | 4 | 368 | 3.924547 |
| ACTC1 | 8 | 275.1753 | 4.075546 | ACTN2 | 1 | 0 | 3.481939 | ACSL5 | 2 | 120 | 3.631048 |
| TNNC1 | 2 | 10.81398 | 3.798423 | ITGA11 | 1 | 0 | 3.205193 | CYP4A22 | 2 | 64 | 3.606022 |
| MYBPC3 | 1 | 0 | 3.683695 | ITGA8 | 1 | 0 | 2.541879 | FABP1 | 1 | 0 | 3.506562 |
| IGF1 | 11 | 464.726 | 3.348552 | ITGA4 | 1 | 0 | 2.491913 | APOA1 | 1 | 0 | 3.163481 |
| ITGA11 | 5 | 74.9404 | 3.205193 | ITGA10 | 1 | 0 | 2.380275 | APOC3 | 4 | 336 | 3.091494 |
| TNNT2 | 1 | 0 | 3.161717 | RYR2 | 1 | 0 | 2.308044 | APOA5 | 1 | 0 | 3.050644 |
| TTN | 1 | 0 | 3.012593 | ITGA1 | 3 | 128 | 2.196014 | PPARG | 2 | 64 | 2.714461 |
| ITGA8 | 2 | 6.105037 | 2.541879 | ITGA9 | 1 | 0 | 1.860031 | SLC27A6 | 1 | 0 | 2.327855 |
| ITGA4 | 1 | 0 | 2.491913 | LAMA2 | 1 | 0 | 1.754227 | CYP4A11 | 1 | 0 | 2.147203 |
| ITGA10 | 2 | 14.18264 | 2.380275 | PKP2 | 1 | 0 | 1.751738 | FABP3 | 1 | 0 | 2.004963 |
| AGT | 1 | 0 | 2.374724 | SGCD | 1 | 0 | 1.70417 | PCK1 | 2 | 64 | 1.755388 |
| RYR2 | 3 | 36.24091 | 2.308044 | CACNA1C | 3 | 128 | 1.674238 | LPL | 2 | 64 | 1.707849 |
| TPM2 | 3 | 55.23974 | 2.265698 | ITGA3 | 7 | 468 | 1.418763 | ACOX2 | 1 | 0 | 1.541918 |
| ITGA1 | 3 | 67.24618 | 2.196014 | CACNB2 | 1 | 0 | 1.414398 | PLTP | 1 | 0 | 1.150143 |
| TGFB3 | 1 | 0 | 2.166437 | LMNA | 1 | 0 | 1.408758 | ACADL | 3 | 264 | 1.10315 |
| TPM1 | 4 | 36.31417 | 1.924547 | ITGA5 | 3 | 128 | 1.083372 | CD36 | 3 | 176 | 1.091012 |
| ITGA9 | 3 | 28.60409 | 1.860031 | CTNNA3 | 1 | 0 | 1.0382 | EHHADH | 1 | 0 | 1.0699 |
| LAMA2 | 1 | 0 | 1.754227 | ||||||||
| SGCD | 6 | 151.5214 | 1.70417 | ||||||||
| CACNA1C | 5 | 70.16433 | 1.674238 | ||||||||
| ITGA3 | 12 | 516.33 | 1.418763 | ||||||||
| CACNB2 | 5 | 117.135 | 1.414398 | ||||||||
| LMNA | 6 | 146.4568 | 1.408758 | ||||||||
| ITGA5 | 8 | 281.9914 | 1.083372 | ||||||||
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| IBSP | 1 | 0 | 9.292749 | FGF1 | 1 | 0 | 2.120551 | IBSP | 1 | 0 | 9.292749 |
| G6PC | 1 | 0 | 5.863185 | ANGPT2 | 1 | 0 | 2.080366 | ITGB3 | 4 | 484 | 5.216347 |
| GNG10 | 1 | 0 | 5.678754 | PIK3CG | 4 | 852 | 2.014266 | COL1A1 | 1 | 0 | 3.760557 |
| EFNA2 | 1 | 0 | 5.288848 | ITGA9 | 1 | 0 | 1.860031 | COL1A2 | 1 | 0 | 3.549527 |
| ITGB3 | 2 | 1104 | 5.216347 | TEK | 1 | 0 | 1.858137 | COL6A5 | 1 | 0 | 3.478834 |
| EREG | 1 | 0 | 4.161637 | IL4R | 1 | 0 | 1.853008 | COL4A4 | 1 | 0 | 3.395479 |
| FGF7 | 1 | 0 | 3.776064 | NTF3 | 1 | 0 | 1.844582 | VTN | 1 | 0 | 3.254605 |
| COL1A1 | 2 | 288 | 3.760557 | OSMR | 3 | 572 | 1.764551 | ITGA11 | 1 | 0 | 3.205193 |
| COL1A2 | 1 | 0 | 3.549527 | PCK1 | 2 | 288 | 1.755388 | COL6A3 | 1 | 0 | 2.866777 |
| COL6A5 | 1 | 0 | 3.478834 | LAMA2 | 1 | 0 | 1.754227 | LAMA4 | 1 | 0 | 2.81102 |
| HGF | 2 | 288 | 3.423781 | COL6A6 | 1 | 0 | 1.735629 | THBS2 | 8 | 1375 | 2.746301 |
| COL4A4 | 2 | 568 | 3.395479 | THBS4 | 1 | 0 | 1.727874 | THBS1 | 3 | 252 | 2.743205 |
| IGF1 | 3 | 848 | 3.348552 | COL4A1 | 3 | 572 | 1.700584 | COL2A1 | 1 | 0 | 2.638159 |
| VTN | 1 | 0 | 3.254605 | AREG | 1 | 0 | 1.686065 | ITGA8 | 2 | 128 | 2.541879 |
| ITGA11 | 1 | 0 | 3.205193 | LAMA3 | 1 | 0 | 1.655755 | ITGA4 | 1 | 0 | 2.491913 |
| FLT1 | 2 | 288 | 3.113672 | ERBB4 | 1 | 0 | 1.624097 | COL6A2 | 1 | 0 | 2.432485 |
| TLR2 | 1 | 0 | 3.062241 | FGFR4 | 1 | 0 | 1.533105 | LAMB1 | 1 | 0 | 2.42084 |
| IGF2 | 1 | 0 | 2.881069 | FGF5 | 1 | 0 | 1.51941 | COL9A1 | 1 | 0 | 2.39997 |
| COL6A3 | 1 | 0 | 2.866777 | PDGFD | 1 | 0 | 1.425317 | COL4A3 | 1 | 0 | 2.38678 |
| CHRM2 | 2 | 568 | 2.85395 | FGFR2 | 1 | 0 | 1.422263 | ITGA10 | 1 | 0 | 2.380275 |
| LAMA4 | 1 | 0 | 2.81102 | ITGA3 | 1 | 0 | 1.418763 | FN1 | 1 | 0 | 2.35285 |
| THBS2 | 3 | 572 | 2.746301 | PDGFRB | 1 | 0 | 1.387124 | COL9A3 | 1 | 0 | 2.309894 |
| THBS1 | 2 | 1104 | 2.743205 | JAK3 | 1 | 0 | 1.367528 | ITGA1 | 2 | 648 | 2.196014 |
| PDGFRα | 1 | 0 | 2.643103 | PDGFB | 1 | 0 | 1.339525 | ITGA9 | 1 | 0 | 1.860031 |
| COL2A1 | 1 | 0 | 2.638159 | CREB3L1 | 1 | 0 | 1.324319 | LAMA2 | 1 | 0 | 1.754227 |
| IL6R | 4 | 852 | 2.555862 | TNC | 1 | 0 | 1.307584 | COL6A6 | 1 | 0 | 1.735629 |
| ITGA8 | 1 | 0 | 2.541879 | PIK3AP1 | 1 | 0 | 1.297542 | COL4A1 | 5 | 596 | 1.700584 |
| ITGA4 | 1 | 0 | 2.491913 | PDGFA | 2 | 288 | 1.273971 | LAMA3 | 1 | 0 | 1.655755 |
| COL6A2 | 1 | 0 | 2.432485 | VEGFC | 1 | 0 | 1.252076 | ITGA3 | 9 | 1411 | 1.418763 |
| LAMB1 | 1 | 0 | 2.42084 | GNB4 | 4 | 852 | 1.211026 | TNC | 1 | 0 | 1.307584 |
| COL9A1 | 1 | 0 | 2.39997 | KITLG | 2 | 840 | 1.112549 | CD44 | 1 | 0 | 1.254704 |
| COL4A3 | 1 | 0 | 2.38678 | COL4A2 | 1 | 0 | 1.112449 | HSPG2 | 3 | 1209 | 1.243494 |
| ITGA10 | 1 | 0 | 2.380275 | ITGA5 | 1 | 0 | 1.083372 | SV2B | 1 | 0 | 1.221935 |
| FN1 | 1 | 0 | 2.35285 | CDKN1A | 22 | 8484 | 1.073866 | COL4A2 | 2 | 128 | 1.112449 |
| COL9A3 | 1 | 0 | 2.309894 | LPAR3 | 1 | 0 | 1.070672 | CD36 | 1 | 0 | 1.091012 |
| FGF23 | 2 | 288 | 2.284442 | CCND2 | 23 | 6852 | 1.058491 | ITGA5 | 2 | 128 | 1.083372 |
| ITGA1 | 1 | 0 | 2.196014 | ITGA10 | 1 | 0 | 2.380275 | ||||
| NOS3 | 1 | 0 | 2.155993 | ITGA8 | 1 | 0 | 2.541879 | ||||
| FGF10 | 1 | 0 | 2.154001 | CREB3L1 | 1 | 0 | 1.324319 | ||||