Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: IHH

Gene summary for IHH

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IHH

Gene ID

3549

Gene nameIndian hedgehog signaling molecule
Gene AliasBDA1
Cytomap2q35
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q14623


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
3549IHHHTA11_2487_2000001011HumanColorectumSER1.14e-052.56e-01-0.1808
3549IHHHTA11_1938_2000001011HumanColorectumAD2.18e-022.38e-01-0.0811
3549IHHHTA11_78_2000001011HumanColorectumAD1.23e-042.40e-01-0.1088
3549IHHHTA11_347_2000001011HumanColorectumAD2.45e-153.72e-01-0.1954
3549IHHHTA11_411_2000001011HumanColorectumSER2.81e-089.54e-01-0.2602
3549IHHHTA11_3361_2000001011HumanColorectumAD2.82e-042.28e-01-0.1207
3549IHHHTA11_83_2000001011HumanColorectumSER1.11e-022.18e-01-0.1526
3549IHHHTA11_696_2000001011HumanColorectumAD2.10e-082.56e-01-0.1464
3549IHHHTA11_866_2000001011HumanColorectumAD7.61e-071.48e-01-0.1001
3549IHHHTA11_1391_2000001011HumanColorectumAD1.19e-021.94e-01-0.059
3549IHHHTA11_546_2000001011HumanColorectumAD1.09e-043.37e-01-0.0842
3549IHHHTA11_7696_3000711011HumanColorectumAD8.09e-112.79e-010.0674
3549IHHHTA11_6818_2000001011HumanColorectumAD1.06e-044.27e-010.0112
3549IHHHTA11_7469_2000001011HumanColorectumAD9.26e-107.08e-01-0.0124
3549IHHHTA11_6818_2000001021HumanColorectumAD1.02e-022.52e-010.0588
3549IHHHTA11_99999971662_82457HumanColorectumMSS1.82e-113.21e-010.3859
3549IHHHTA11_99999974143_84620HumanColorectumMSS6.25e-052.01e-010.3005
3549IHHHCC2_MengHumanLiverHCC1.07e-088.32e-020.0107
3549IHHS014HumanLiverHCC4.12e-186.12e-010.2254
3549IHHS015HumanLiverHCC9.13e-207.81e-010.2375
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0002064ColorectumADepithelial cell development89/3918220/187232.98e-113.52e-0989
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:0061008ColorectumADhepaticobiliary system development55/3918150/187236.34e-061.59e-0455
GO:0001889ColorectumADliver development54/3918147/187237.20e-061.77e-0454
GO:0001701ColorectumADin utero embryonic development110/3918367/187232.36e-054.62e-04110
GO:0097421ColorectumADliver regeneration18/391835/187236.33e-051.05e-0318
GO:0060249ColorectumADanatomical structure homeostasis94/3918314/187239.37e-051.42e-0394
GO:0001894ColorectumADtissue homeostasis81/3918268/187231.96e-042.62e-0381
GO:0045785ColorectumADpositive regulation of cell adhesion122/3918437/187232.65e-043.28e-03122
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0060562ColorectumADepithelial tube morphogenesis93/3918325/187235.65e-046.00e-0393
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0050673ColorectumADepithelial cell proliferation119/3918437/187238.75e-048.51e-03119
GO:0010464ColorectumADregulation of mesenchymal cell proliferation13/391828/187232.22e-031.75e-0213
GO:1903706ColorectumADregulation of hemopoiesis99/3918367/187233.08e-032.28e-0299
GO:0048736ColorectumADappendage development51/3918172/187234.20e-032.89e-0251
GO:0060173ColorectumADlimb development51/3918172/187234.20e-032.89e-0251
GO:0048568ColorectumADembryonic organ development112/3918427/187234.60e-033.14e-02112
GO:0031100ColorectumADanimal organ regeneration26/391876/187234.94e-033.32e-0226
GO:0001763ColorectumADmorphogenesis of a branching structure56/3918196/187236.60e-034.09e-0256
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052051ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa052052ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa052053ColorectumSERProteoglycans in cancer58/1580205/84654.37e-043.82e-032.77e-0358
hsa052054ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa052055ColorectumMSSProteoglycans in cancer65/1875205/84658.66e-045.38e-033.29e-0365
hsa0520521LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
hsa0520531LiverHCCProteoglycans in cancer121/4020205/84655.22e-042.18e-031.21e-03121
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
IHHSNVMissense_Mutationnovelc.1021N>Cp.Glu341Glnp.E341QQ14623protein_codingdeleterious(0)possibly_damaging(0.492)TCGA-C5-A2LY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
IHHSNVMissense_Mutationc.842N>Gp.Asp281Glyp.D281GQ14623protein_codingtolerated(0.27)benign(0.239)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
IHHSNVMissense_Mutationc.738N>Ap.Phe246Leup.F246LQ14623protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IHHSNVMissense_Mutationc.503N>Ap.Arg168Hisp.R168HQ14623protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IHHSNVMissense_Mutationc.517G>Ap.Ala173Thrp.A173TQ14623protein_codingdeleterious(0.01)probably_damaging(0.923)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
IHHSNVMissense_Mutationc.167N>Cp.Val56Alap.V56AQ14623protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-G4-6588-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IHHSNVMissense_Mutationnovelc.364N>Ap.Trp122Argp.W122RQ14623protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
IHHSNVMissense_Mutationnovelc.556N>Ap.Val186Metp.V186MQ14623protein_codingdeleterious(0)possibly_damaging(0.678)TCGA-AJ-A3NE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
IHHSNVMissense_Mutationnovelc.446N>Ap.Arg149Hisp.R149HQ14623protein_codingdeleterious(0)probably_damaging(1)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
IHHSNVMissense_Mutationnovelc.343N>Tp.Ala115Serp.A115SQ14623protein_codingdeleterious(0.01)probably_damaging(0.997)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
3549IHHPROTEASE, DRUGGABLE GENOMETGFBETA19112395
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