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: INTU

Gene summary for INTU

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

INTU

Gene ID

27152

Gene nameinturned planar cell polarity protein
Gene AliasCPLANE4
Cytomap4q28.1
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q9ULD6


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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
27152INTUHTA12-23-1HumanPancreasPDAC5.20e-086.61e-010.3405
27152INTUHTA12-25-1HumanPancreasPDAC3.33e-074.94e-010.313
27152INTUHTA12-26-1HumanPancreasPDAC1.03e-146.60e-010.3728
27152INTUHTA12-29-1HumanPancreasPDAC6.38e-184.06e-010.3722
27152INTUmale-WTAHumanThyroidPTC6.57e-129.87e-020.1037
27152INTUPTC01HumanThyroidPTC2.37e-192.43e-010.1899
27152INTUPTC03HumanThyroidPTC2.47e-092.81e-010.1784
27152INTUPTC04HumanThyroidPTC1.81e-122.09e-010.1927
27152INTUPTC05HumanThyroidPTC1.87e-135.48e-010.2065
27152INTUPTC06HumanThyroidPTC1.08e-225.14e-010.2057
27152INTUPTC07HumanThyroidPTC1.72e-355.86e-010.2044
27152INTUATC09HumanThyroidATC4.71e-021.17e-010.2871
27152INTUATC12HumanThyroidATC5.38e-131.52e-010.34
27152INTUATC13HumanThyroidATC9.79e-264.11e-010.34
27152INTUATC2HumanThyroidATC9.60e-137.16e-010.34
27152INTUATC3HumanThyroidATC1.74e-031.83e-010.338
27152INTUATC4HumanThyroidATC2.26e-151.73e-010.34
27152INTUATC5HumanThyroidATC7.61e-284.45e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:0001503110ThyroidPTCossification176/5968408/187239.26e-071.40e-05176
GO:002191514ThyroidPTCneural tube development76/5968152/187232.40e-063.17e-0576
GO:00302785ThyroidPTCregulation of ossification51/5968115/187233.30e-031.61e-0251
GO:00017389ThyroidPTCmorphogenesis of a polarized epithelium41/596894/187231.10e-024.38e-0241
GO:000150332ThyroidATCossification206/6293408/187239.23e-133.95e-11206
GO:002191515ThyroidATCneural tube development80/6293152/187239.87e-071.29e-0580
GO:003027813ThyroidATCregulation of ossification60/6293115/187233.01e-052.51e-0460
GO:00513027ThyroidATCregulation of cell division80/6293177/187238.54e-044.68e-0380
GO:00600211ThyroidATCroof of mouth development42/629385/187231.83e-039.02e-0342
GO:00351074ThyroidATCappendage morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00351084ThyroidATClimb morphogenesis63/6293138/187232.13e-031.00e-0263
GO:0008589ThyroidATCregulation of smoothened signaling pathway40/629381/187232.36e-031.10e-0240
GO:00487368ThyroidATCappendage development76/6293172/187232.41e-031.12e-0276
GO:00601738ThyroidATClimb development76/6293172/187232.41e-031.12e-0276
GO:000173814ThyroidATCmorphogenesis of a polarized epithelium45/629394/187232.86e-031.30e-0245
GO:0050673111ThyroidATCepithelial cell proliferation174/6293437/187233.49e-031.55e-02174
GO:0050678110ThyroidATCregulation of epithelial cell proliferation151/6293381/187237.47e-032.92e-02151
GO:00303262ThyroidATCembryonic limb morphogenesis52/6293116/187237.67e-033.00e-0252
GO:00351132ThyroidATCembryonic appendage morphogenesis52/6293116/187237.67e-033.00e-0252
GO:0007224ThyroidATCsmoothened signaling pathway60/6293138/187239.75e-033.57e-0260
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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
INTUSNVMissense_Mutationc.824N>Ap.Arg275Lysp.R275KQ9ULD6protein_codingtolerated(0.71)benign(0)TCGA-A2-A0CM-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
INTUSNVMissense_Mutationnovelc.1575N>Cp.Leu525Phep.L525FQ9ULD6protein_codingdeleterious(0)probably_damaging(0.911)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
INTUSNVMissense_Mutationc.55N>Ap.Asp19Asnp.D19NQ9ULD6protein_codingtolerated_low_confidence(0.06)benign(0.196)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
INTUSNVMissense_Mutationc.593N>Ap.Arg198Lysp.R198KQ9ULD6protein_codingtolerated(0.15)benign(0)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
INTUSNVMissense_Mutationc.97N>Cp.Asp33Hisp.D33HQ9ULD6protein_codingdeleterious(0.01)benign(0.443)TCGA-AN-A0FW-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
INTUSNVMissense_Mutationc.2557N>Ap.Glu853Lysp.E853KQ9ULD6protein_codingtolerated(0.5)benign(0.003)TCGA-AO-A0JC-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
INTUSNVMissense_Mutationc.2804A>Cp.Lys935Thrp.K935TQ9ULD6protein_codingdeleterious(0)possibly_damaging(0.714)TCGA-BH-A1F6-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
INTUSNVMissense_Mutationrs376167283c.1337C>Tp.Ala446Valp.A446VQ9ULD6protein_codingtolerated(0.25)benign(0.052)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
INTUSNVMissense_Mutationrs755278340c.1735A>Gp.Thr579Alap.T579AQ9ULD6protein_codingtolerated(0.75)benign(0)TCGA-BI-A0VS-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
INTUSNVMissense_Mutationc.2144N>Ap.Gly715Glup.G715EQ9ULD6protein_codingtolerated(0.21)benign(0.127)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=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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