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: WTIP

Gene summary for WTIP

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

WTIP

Gene ID

126374

Gene nameWT1 interacting protein
Gene AliasWTIP
Cytomap19q13.11
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A6NIX2


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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
126374WTIPmale-WTAHumanThyroidPTC3.94e-142.25e-010.1037
126374WTIPPTC01HumanThyroidPTC3.00e-081.69e-010.1899
126374WTIPPTC03HumanThyroidPTC1.79e-021.58e-010.1784
126374WTIPPTC04HumanThyroidPTC5.21e-173.73e-010.1927
126374WTIPPTC05HumanThyroidPTC1.04e-216.44e-010.2065
126374WTIPPTC06HumanThyroidPTC3.49e-377.83e-010.2057
126374WTIPPTC07HumanThyroidPTC2.12e-376.45e-010.2044
126374WTIPATC12HumanThyroidATC6.97e-051.36e-010.34
126374WTIPATC13HumanThyroidATC5.13e-861.46e+000.34
126374WTIPATC2HumanThyroidATC1.24e-201.14e+000.34
126374WTIPATC3HumanThyroidATC6.22e-032.27e-010.338
126374WTIPATC4HumanThyroidATC1.06e-081.84e-010.34
126374WTIPATC5HumanThyroidATC6.30e-831.53e+000.34
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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:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0070482113ThyroidPTCresponse to oxygen levels167/5968347/187231.51e-105.03e-09167
GO:0036293113ThyroidPTCresponse to decreased oxygen levels153/5968322/187232.71e-097.52e-08153
GO:0001666113ThyroidPTCresponse to hypoxia145/5968307/187231.14e-082.74e-07145
GO:006014816ThyroidPTCpositive regulation of posttranscriptional gene silencing21/596831/187234.43e-054.02e-0421
GO:200063716ThyroidPTCpositive regulation of gene silencing by miRNA20/596830/187239.53e-057.85e-0420
GO:003532912ThyroidPTChippo signaling24/596840/187232.27e-041.65e-0324
GO:006014716ThyroidPTCregulation of posttranscriptional gene silencing29/596852/187233.09e-042.15e-0329
GO:00609669ThyroidPTCregulation of gene silencing by RNA29/596853/187234.76e-043.13e-0329
GO:006096417ThyroidPTCregulation of gene silencing by miRNA27/596849/187236.38e-044.02e-0327
GO:00609688ThyroidPTCregulation of gene silencing36/596881/187231.18e-024.64e-0236
GO:007048228ThyroidATCresponse to oxygen levels193/6293347/187231.83e-171.93e-15193
GO:003629328ThyroidATCresponse to decreased oxygen levels177/6293322/187231.81e-151.32e-13177
GO:002260429ThyroidATCregulation of cell morphogenesis171/6293309/187232.36e-151.70e-13171
GO:000166628ThyroidATCresponse to hypoxia169/6293307/187236.58e-154.12e-13169
GO:006014823ThyroidATCpositive regulation of posttranscriptional gene silencing22/629331/187232.35e-052.06e-0422
GO:200063724ThyroidATCpositive regulation of gene silencing by miRNA21/629330/187235.03e-053.96e-0421
GO:006014717ThyroidATCregulation of posttranscriptional gene silencing31/629352/187231.06e-047.61e-0431
GO:006096616ThyroidATCregulation of gene silencing by RNA31/629353/187231.74e-041.19e-0331
GO:006096418ThyroidATCregulation of gene silencing by miRNA29/629349/187232.11e-041.39e-0329
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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
WTIPSNVMissense_Mutationc.895N>Ap.Glu299Lysp.E299KA6NIX2protein_codingdeleterious(0.01)possibly_damaging(0.9)TCGA-E2-A1LG-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
WTIPSNVMissense_Mutationc.1208N>Ap.Gly403Aspp.G403DA6NIX2protein_codingtolerated(0.5)possibly_damaging(0.842)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
WTIPSNVMissense_Mutationnovelc.1012T>Cp.Cys338Argp.C338RA6NIX2protein_codingdeleterious(0)probably_damaging(1)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
WTIPSNVMissense_Mutationrs370840550c.782N>Ap.Arg261Hisp.R261HA6NIX2protein_codingdeleterious(0)probably_damaging(0.993)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
WTIPSNVMissense_Mutationnovelc.868T>Gp.Cys290Glyp.C290GA6NIX2protein_codingdeleterious(0)probably_damaging(0.992)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
WTIPSNVMissense_Mutationnovelc.818A>Tp.Tyr273Phep.Y273FA6NIX2protein_codingtolerated(0.46)possibly_damaging(0.549)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
WTIPSNVMissense_Mutationnovelc.778N>Tp.Leu260Phep.L260FA6NIX2protein_codingdeleterious(0)probably_damaging(0.954)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
WTIPSNVMissense_Mutationc.1184N>Tp.Gly395Valp.G395VA6NIX2protein_codingdeleterious(0)probably_damaging(0.971)TCGA-AX-A1C7-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapytopotecanSD
WTIPSNVMissense_Mutationnovelc.802G>Ap.Val268Metp.V268MA6NIX2protein_codingdeleterious(0.03)probably_damaging(0.986)TCGA-B5-A11U-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
WTIPSNVMissense_Mutationc.1208N>Ap.Gly403Aspp.G403DA6NIX2protein_codingtolerated(0.5)possibly_damaging(0.842)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
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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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