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: IMP4

Gene summary for IMP4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

IMP4

Gene ID

92856

Gene nameIMP U3 small nucleolar ribonucleoprotein 4
Gene AliasBXDC4
Cytomap2q21.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q96G21


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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
92856IMP4P10_cSCCHumanSkincSCC1.11e-238.70e-010.1017
92856IMP4cSCC_p7HumanSkincSCC1.96e-05-1.69e-01-0.2332
92856IMP4male-WTAHumanThyroidPTC2.75e-111.35e-010.1037
92856IMP4PTC01HumanThyroidPTC9.97e-141.82e-010.1899
92856IMP4PTC04HumanThyroidPTC9.77e-101.44e-010.1927
92856IMP4PTC05HumanThyroidPTC3.95e-123.97e-010.2065
92856IMP4PTC06HumanThyroidPTC3.26e-173.64e-010.2057
92856IMP4PTC07HumanThyroidPTC7.88e-233.51e-010.2044
92856IMP4ATC09HumanThyroidATC1.53e-092.42e-010.2871
92856IMP4ATC11HumanThyroidATC3.63e-043.95e-010.3386
92856IMP4ATC12HumanThyroidATC5.71e-183.60e-010.34
92856IMP4ATC13HumanThyroidATC2.52e-295.21e-010.34
92856IMP4ATC1HumanThyroidATC3.41e-063.06e-010.2878
92856IMP4ATC2HumanThyroidATC9.49e-171.63e+000.34
92856IMP4ATC3HumanThyroidATC4.44e-073.71e-010.338
92856IMP4ATC4HumanThyroidATC5.77e-224.88e-010.34
92856IMP4ATC5HumanThyroidATC1.70e-245.61e-010.34
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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
EsophagusThe 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.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe 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.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗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:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0042254ColorectumADribosome biogenesis84/3918299/187231.82e-031.50e-0284
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00422542ColorectumMSSribosome biogenesis79/3467299/187234.32e-045.23e-0379
GO:0006364ColorectumMSSrRNA processing58/3467225/187234.17e-033.03e-0258
GO:0016072ColorectumMSSrRNA metabolic process60/3467236/187235.01e-033.46e-0260
GO:00226133ColorectumMSI-Hribonucleoprotein complex biogenesis95/1319463/187231.04e-218.32e-1995
GO:00422543ColorectumMSI-Hribosome biogenesis54/1319299/187231.27e-102.07e-0854
GO:00063641ColorectumMSI-HrRNA processing39/1319225/187231.45e-071.32e-0539
GO:00160721ColorectumMSI-HrRNA metabolic process39/1319236/187235.20e-073.91e-0539
GO:0034470ColorectumMSI-HncRNA processing48/1319395/187231.54e-044.47e-0348
GO:0034660ColorectumMSI-HncRNA metabolic process53/1319485/187239.66e-041.68e-0253
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0042176111EsophagusESCCregulation of protein catabolic process280/8552391/187238.65e-262.39e-23280
GO:0009895111EsophagusESCCnegative regulation of catabolic process201/8552320/187233.88e-101.05e-08201
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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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
IMP4SNVMissense_Mutationrs775933151c.811N>Cp.Val271Leup.V271LQ96G21protein_codingtolerated(0.23)benign(0.017)TCGA-AR-A1AO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
IMP4insertionIn_Frame_Insnovelc.770_771insCACAGATTCTCCCGGACCCACGTGGAAGCGp.Met257delinsIleThrAspSerProGlyProThrTrpLysArgp.M257delinsITDSPGPTWKRQ96G21protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
IMP4SNVMissense_Mutationrs759092541c.673N>Ap.Asp225Asnp.D225NQ96G21protein_codingdeleterious(0)probably_damaging(0.972)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
IMP4SNVMissense_Mutationrs142127211c.338G>Ap.Arg113Glnp.R113QQ96G21protein_codingtolerated(0.06)benign(0.298)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
IMP4SNVMissense_Mutationrs144350259c.581N>Ap.Arg194Hisp.R194HQ96G21protein_codingdeleterious(0.03)benign(0.076)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
IMP4SNVMissense_Mutationc.324C>Gp.Phe108Leup.F108LQ96G21protein_codingtolerated(0.23)benign(0.06)TCGA-G4-6625-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
IMP4SNVMissense_Mutationc.119G>Tp.Arg40Leup.R40LQ96G21protein_codingdeleterious(0)benign(0)TCGA-AX-A0IW-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnspecificCarboplatin & PaclitaxelSD
IMP4SNVMissense_Mutationc.820N>Tp.Arg274Cysp.R274CQ96G21protein_codingtolerated(0.06)benign(0.225)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
IMP4SNVMissense_Mutationrs117152505c.403G>Ap.Asp135Asnp.D135NQ96G21protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
IMP4SNVMissense_Mutationrs775723557c.821N>Ap.Arg274Hisp.R274HQ96G21protein_codingtolerated(0.29)benign(0.003)TCGA-AX-A2HJ-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
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