| Literature DB >> 34918082 |
Hannah Q Estrada1, Shachi Patel1, Shervin Rabizadeh2, David Casero3, Stephan R Targan3, Robert J Barrett1,3.
Abstract
BACKGROUND: Intestinal fibrosis is a serious complication of Crohn's disease. Numerous cell types including intestinal epithelial and mesenchymal cells are implicated in this process, yet studies are hampered by the lack of personalized in vitro models. Human intestinal organoids (HIOs) derived from induced pluripotent stem cells (iPSCs) contain these cell types, and our goal was to determine the feasibility of utilizing these to develop a personalized intestinal fibrosis model.Entities:
Keywords: disease modeling; human intestinal organoids; induced pluripotent stem cells; intestinal fibrosis
Mesh:
Substances:
Year: 2022 PMID: 34918082 PMCID: PMC9074870 DOI: 10.1093/ibd/izab292
Source DB: PubMed Journal: Inflamm Bowel Dis ISSN: 1078-0998 Impact factor: 7.290
FIGURE 3.Transcriptional responses to transforming growth factor β (TGFβ) in induced pluripotent stem cell (iPSC)–derived mesenchymal cells. A, Principal component analysis (PCA) of gene expression for TGFβ-treated and untreated mesenchymal cells purified from iPSC-derived human intestinal organoids. The first 2 components (principal component 1 [PC1], PC2) are shown along with the percent of gene expression variance explained. Clustering was obtained using variance-stabilized data after correction for batch- and line-specific baseline expression, and from all expressed human genes without additional filters. Data are representative of 3 independent replicates for each experimental group (24 samples total). B, Volcano plot summarizing the global effect of TGFβ treatment on gene expression levels. Fold changes and adjusted P values correspond to a log-likelihood ratio test (LRT) on treated vs untreated cells independent of source (iPSC line). Highlighted are selected upregulated (red) and downregulated (blue) genes (more than a 2-fold change after TGFβ treatment, LRT-adjusted P <.01). C, Functional enrichment network for all genes differentially regulated by TGFβ (more than a 2-fold change after TGFβ treatment, LRT adjusted P <.01). Individual Gene Ontology terms with similar gene members are grouped by categories (node color) and labeled using a representative member. Node size is proportional to statistical significance (enrichment P value) as shown. Edge thickness is proportional to between-node similarity and reflects the overlap between genes annotated in both ontology terms. Only edges representing a kappa similarity score >0.3 are shown. Only significant ontology terms are shown (hypergeometric-adjusted P value<1 × 10-3). Members of selected ontologies are presented in Table 1. D, Gene set enrichment analyses of selected enriched pathways in TGFβ-treated mesenchymal cells. The x-axis represents the preranked list of genes based on the fold change between treated and untreated cells as in B, with genes highly upregulated by TGFβ in our human intestinal organoids positioned to the left. Segment plots (bottom) highlight the position of genes from independent reference pathways (eg, epithelial-mesenchymal transition) in ranked list. The vertical axis in line plots (top) represents the cumulative enrichment score (ES) from gene set enrichment analysis, and normalized ES is the overall normalized enrichment score (with familywise error rate) for each selected pathway. TNFα, tumor necrosis factor α.
FIGURE 4.Line-specific transcriptional identity and responses to transforming growth factor β (TGFβ) in induced pluripotent stem cell (iPSC)–derived mesenchymal cells. A, Gene set enrichment analyses of selected enriched pathways in TGFβ-treated mesenchymal cells. The x-axis represents the preranked lists of genes based on the fold change between treated and untreated cells in each iPSC line independently. For each line, genes highly upregulated by TGFβ are positioned to the left. Segment plots (bottom) highlight the position of signature genes from independent reference pathways (eg, epithelial-mesenchymal transition) in each ranked list. The vertical axis in line plots (top) represents the cumulative enrichment score (ES) from gene set enrichment analysis of each signature set in each iPSC line. Normalized ES (NES) is the overall normalized ES (with familywise error rate [FWER]) for each selected pathway and iPSC line. B, Gene-wise boxplots of expression z-score distributions for selected genes showing line-specific expression in the 269i very early onset inflammatory bowel disease line. Each box represents a gene’s z-score distribution for all samples in 1 experimental group (3 replicates per experimental group). C, Gene-wise barplots of expression fold-changes for selected genes showing line-specific responses to TGFβ. Each bar represents a gene’s fold change after TGFβ treatment obtained from each iPSC line independently.
FIGURE 1.Characterization of induced pluripotent stem cell (iPSC)–derived human intestinal organoids (HIOs) and purified mesenchymal cell population. A, Representative images showing iPSC-derived HIOs immunopositive for E-cadherin (E-cad) (red) and vimentin (Vim) (green), and all counterstained with DAPI (blue). Scale bar=50 μm. B, Representative dot plot showing populations of EpCAM+ and vimentin+ cells in HIOs derived from each iPSC line. C, Graph showing cellular populations in HIOs from 4-6 directed differentiations of each individual’s iPSC line. D, Representative dot plot of purified populations of iPSC-derived mesenchymal cells. VEOIBD, very early onset inflammatory bowel disease.
FIGURE 2.Characterization of fibrotic response in transforming growth factor β (TGFβ)–treated induced pluripotent stem cell–derived mesenchymal cells over time. Fold-change increases in (A) N-cadherin, (B) Col1a1, (C) Col5a1, and (D) TIMP1 were assessed after 8, 24, and 48 hours of TGFβ (1ng/mL) treatment. Data were obtained from 16 independent experiments whereupon mesenchymal cells were obtained from 4 passages of induced pluripotent stem cell–derived organoids, and each passage was examined 4 times. Data obtained from a 2-way analysis of variance with a post hoc Dunnett’s test was carried out to determine for statistical significance in the 8-, 24-, and 48-hour time points as compared with each respective control (time 0) time point. ∗P < .05.
Selected Ontologies Significantly Associated With the Response to TGFβ Treatment in Mesenchymal Cells Derived From Human Intestinal Organoids
| Pathway |
| Regulated/Total | Upregulated by TGFβ | Downregulated by TGFβ |
|---|---|---|---|---|
| Epithelial-mesenchymal transition | 1 × 10-68 | 92/200 | ACTA2, ADAM12, ADAM19, ADAMTS10, ADAMTS16, ADAMTS2, ADAMTS4, ADAMTS6, AEBP1, ANOS1, APLP1, B4GALT1, BGN, CALD1, CCN2, CDH11, CDH2, CILP2, CILP, CILP2, COL10A, COL11A1, COL12A1, COL16A1, COL1A1, COL24A, COL25A1, COL3A1, COL4A1, COL4A2, COL5A1, COL5A2, COL6A3, COL7A1, COL8A1, COL8A2, COL9A2, COMP, CREB3L1, CRISPLD2, CRLF1, DKK1, DPT, ELN, EMILIN1, MFAP4, MFAP2, FAP, CFAP44, MFAP3L, FBLN5, FBN1, FERMT2, FN1, FNDC1, FSTL3, FZD8, GADD45B, GPX7, GREM1, HAPLN3, HMCN1, IGFBP3, IGFBP7, INHBA, ITGA1, ITGA11, ITGA11, ITGA8, ITGAV, ITGB1BP2, ITGB1, ITGB3, ITGB5, ITGB6, JUNB, KAZALD1, LAMC2, LOX, ALOX5AP, LOXL3, LOXL3, LRP12, LRP1, LRRC15, LTBP1, LTBP2, MATN3, MFAP2, MFAP4, MMP16, MMP2, MXRA5, MYL9, P3H1, P3H4, P4HA1, P4HA2, P4HA3, PDGFA, PHLDB1, PLOD1, PMEPA1, PODNL1, PODNL1, POSTN, PRG4, RUNX1, PSAT1, SCX, SDC1, SERPINE2, SERPINH1, SGCD, SGCG, SH3PXD2A, SPARC, SRPX2, TAGLN, TGFB1, TGFB3, TGFBI, TGM2, THBS1, TIMP3, TNC, TNFAIP6, TPM1, TPM2, VCAN | ANPEP, BMPER, COL21A1, COL4A6, CRISPLD1, CXCL16, CXCL1, CXCL6, CXCL8, DAB2, DCN, EFEMP1, AFAP1L2, TFAP4, GAS1, IGFBP4, IGFBP6, IGSF10, IL15, IL32, ITGA10, JUN, LAMA4, MATN2, MCM7, MEST, NTN1, NTN4, NTNG1, OXTR, PAPLN, PODN, PRELP, PTX3, RGS4, SAT1, SDC4, SFRP1, SLIT2, SNTB, SRGN, SVEP1, TGFBR3, THSD4, VCAM1, VWA5A, VWCE |
| ECM organization | 1 × 10-45 | 71/395 | ||
| ECM glycoproteins | 1 × 10-20 | 48/196 | ||
| Interferon signaling | 1 × 10-28 | 46/200 | IFITM10 | ANPEP, APOBEC3B, APOBEC3F, APOBEC3G, BST2, C1RL, C1R, CAMK2D, CASP4, CAV1, CCL2, CDK18, CDK1, CFH, CLDN11, CLDN1, CSF1, CXCL6, CXCL8, DCLK1, DDX58, DDX60, DHX58, DPP4, DTX3L, EGFR, F2RL1, FAM111A, FOSL1, HELZ2, HERC6, HMGA1, HMGA2, ICAM1, IFI16, IFI35, IFI44, IFI6, IFIH1, IFIT1, IFIT2, IFIT3, IFIT5, IFITM1, IFITM2, IFITM3, IL15, IRF1, IRF2, ITGB8, LGALS3BP, MID1, MX1, NEDD4L, NFIA, NMI, NRP1, OAS3, PARP10, PARP12, PARP14, PARP9, PLSCR1, POLR3G, PSMB8, PSMB9, PSME1, PTX3, SAMHD1, SECTM1, SLC20A2, SOCS1, SOCS3, SOD2, SP110, STING1, STMN1, STOM, TNFAIP2, TNFSF10, TRIM14, TRIM25, TXNIP, UBE2L6, USP18, VCAM1, VWCE |
| Cell cycle | 1 × 10-30 | 45/200 | ASF1B, ATAD2, AURKA, BRCA1, BUB1B, CDC25A, CDC25B, CDC45, CDCA3, CDCA8, CDK18, CDK1, CENPM, CHAF1A, CITED2, CIT, CKS1B, CKS2, E2F1, EFNA5, EXO1, GINS1, GINS2, GINS3, GINS4, HELLS, HMGA1, HMGB2, KIF11, KIF15, KIF20B, KIF22, LMNB1, MAD2L1, MCM2, MCM3, MCM4, MCM5, MCM7, MELK, MXD3, NEK2, ORC6, PBK, PRIM2, RACGAP1, RAD51AP1, RAD54L, RBL1, RFC3, RNASEH2A, RRM2, SAP30, SHMT1, SMAD3, SPC24, STMN1, TACC3, TCF19, TIMELESS, TK1, TPX2, TRAIP, TRIP13 | |
| Response to TGFβ | 1 × 10-17 | 50/261 | CDKN2B, CHST11, CILP2, CILP, COL1A1, COL3A1, COL4A2, DKK3, EMILIN1, FBN1, FERMT2, ID1, ITGB1BP2, ITGB1, ITGB5, ITGB6, JUNB, LOX, ALOX5AP, LOXL3, LRRC32, LTBP1, LTBP2, MXRA5, MYOCD, NOX4, PMEPA1, POSTN, RASL11B, SCX, SKIL, SMAD7, SNX25, TGFB1, TGFB3, THBS1 | CAV1, CITED2, CLDN11, CLDN1, CLEC3B, DAB2, GDF5, HTRA3, MID1, ITGB8, JUN, PDE3A, PDGFD, PEG10, SFRP1, SMAD1, SMAD3, SPRY1, TGFBR2, TGFBR3, ZFP36L2 |
Specific terms were selected from the summary enrichment shown in Figure 3. Shown are the individual hypergeometric q values for each ontology, the number of genes significantly regulated by TGFβ regardless of source (induced pluripotent stem cell line) along with the total number of human genes annotated in each ontology (regulated/total), and official gene symbols for both up and downregulated genes after treatment with TGFβ.
Abbreviations: ECM, extracellular matrix; TGFβ, transforming growth factor β.
FIGURE 5.Characterization of fibrotic and epithelial-mesenchymal transition in transforming growth factor β (TGFβ)–treated induced pluripotent stem cell–derived epithelial cells. Fold change increases in (A) Col1a1, Col5a1, FN, and TIMP1 and (B) E-cadherin, Twist1, Snai1, Snai2, N-cadherin, and vimentin. Cells were assessed after 48 hours of 0ng/mL, 0.5ng/mL, and 1ng/mL of TGFβ treatment. Data obtained from 3 independent experiments. C, Representative images showing epithelial-only human intestinal organoids after 48 hours of TGFβ (1ng/mL) treatment and are immunopositive for E-cadherin (red) and vimentin (green). Scale bar=25 µm. The white arrow points to coexpression of E-cadherin and vimentin. A Kruskal-Wallis test was carried out to determine for statistical significance at the different concentrations of TGFβ as compared with each respective untreated control subject. ∗P < .05.