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: TOR1AIP2

Gene summary for TOR1AIP2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOR1AIP2

Gene ID

163590

Gene nametorsin 1A interacting protein 2
Gene AliasIFRG15
Cytomap1q25.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

A0A024R957


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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
163590TOR1AIP2LZE2THumanEsophagusESCC1.96e-055.84e-010.082
163590TOR1AIP2LZE4THumanEsophagusESCC5.38e-124.24e-010.0811
163590TOR1AIP2LZE7THumanEsophagusESCC3.91e-153.82e-010.0667
163590TOR1AIP2LZE8THumanEsophagusESCC5.68e-103.54e-010.067
163590TOR1AIP2LZE20THumanEsophagusESCC7.06e-081.39e-010.0662
163590TOR1AIP2LZE22THumanEsophagusESCC1.85e-033.85e-010.068
163590TOR1AIP2LZE24THumanEsophagusESCC5.08e-132.91e-010.0596
163590TOR1AIP2LZE21THumanEsophagusESCC2.85e-062.96e-010.0655
163590TOR1AIP2P1T-EHumanEsophagusESCC6.09e-084.17e-010.0875
163590TOR1AIP2P2T-EHumanEsophagusESCC3.62e-163.69e-010.1177
163590TOR1AIP2P4T-EHumanEsophagusESCC3.41e-295.38e-010.1323
163590TOR1AIP2P5T-EHumanEsophagusESCC3.92e-295.30e-010.1327
163590TOR1AIP2P8T-EHumanEsophagusESCC2.62e-183.53e-010.0889
163590TOR1AIP2P9T-EHumanEsophagusESCC6.19e-164.14e-010.1131
163590TOR1AIP2P10T-EHumanEsophagusESCC1.24e-163.89e-010.116
163590TOR1AIP2P11T-EHumanEsophagusESCC2.77e-128.30e-010.1426
163590TOR1AIP2P12T-EHumanEsophagusESCC4.15e-091.82e-010.1122
163590TOR1AIP2P15T-EHumanEsophagusESCC7.88e-233.95e-010.1149
163590TOR1AIP2P16T-EHumanEsophagusESCC6.45e-213.60e-010.1153
163590TOR1AIP2P17T-EHumanEsophagusESCC5.50e-072.34e-010.1278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:000702914EsophagusESCCendoplasmic reticulum organization65/855287/187233.28e-086.08e-0765
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:00345046LiverNAFLDprotein localization to nucleus45/1882290/187232.16e-032.10e-0245
GO:003450411LiverCirrhoticprotein localization to nucleus113/4634290/187235.00e-081.58e-06113
GO:00070292LiverCirrhoticendoplasmic reticulum organization42/463487/187231.67e-063.22e-0542
GO:00327812LiverCirrhoticpositive regulation of ATPase activity16/463427/187231.41e-041.36e-0316
GO:00434623LiverCirrhoticregulation of ATPase activity21/463446/187231.61e-031.04e-0221
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:000702911LiverHCCendoplasmic reticulum organization64/795887/187233.92e-091.04e-0764
GO:00327811LiverHCCpositive regulation of ATPase activity19/795827/187233.18e-031.47e-0219
GO:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:003450431LiverCystprotein localization to nucleus17/496290/187231.97e-034.15e-0217
GO:003450415Oral cavityOSCCprotein localization to nucleus193/7305290/187231.22e-212.35e-19193
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:00327815Oral cavityOSCCpositive regulation of ATPase activity18/730527/187233.34e-031.42e-0218
GO:00434626Oral cavityOSCCregulation of ATPase activity27/730546/187235.33e-032.07e-0227
GO:003450416Oral cavityLPprotein localization to nucleus133/4623290/187232.41e-153.35e-13133
GO:000702913Oral cavityLPendoplasmic reticulum organization41/462387/187234.49e-069.16e-0541
GO:003278113Oral cavityLPpositive regulation of ATPase activity13/462327/187236.92e-033.96e-0213
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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
TOR1AIP2SNVMissense_Mutationc.648N>Tp.Trp216Cysp.W216CQ8NFQ8protein_codingdeleterious(0.03)benign(0.012)TCGA-AR-A1AY-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificDoxorubicinSD
TOR1AIP2SNVMissense_Mutationnovelc.724N>Gp.Pro242Alap.P242AQ8NFQ8protein_codingdeleterious(0.02)benign(0.192)TCGA-C5-A905-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TOR1AIP2SNVMissense_Mutationc.314N>Tp.Ser105Leup.S105LQ8NFQ8protein_codingtolerated_low_confidence(0.05)benign(0.018)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
TOR1AIP2SNVMissense_Mutationnovelc.667N>Gp.Leu223Valp.L223VQ8NFQ8protein_codingtolerated(0.26)benign(0.015)TCGA-RA-A741-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
TOR1AIP2SNVMissense_Mutationc.1091N>Ap.Val364Glup.V364EQ8NFQ8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TOR1AIP2SNVMissense_Mutationrs772272447c.469G>Cp.Asp157Hisp.D157HQ8NFQ8protein_codingdeleterious(0)possibly_damaging(0.726)TCGA-AA-A01D-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapycapecitabinePD
TOR1AIP2SNVMissense_Mutationnovelc.334C>Tp.Pro112Serp.P112SQ8NFQ8protein_codingtolerated_low_confidence(0.29)benign(0.033)TCGA-AA-A02R-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
TOR1AIP2SNVMissense_Mutationrs200952880c.832N>Tp.Arg278Trpp.R278WQ8NFQ8protein_codingdeleterious(0)probably_damaging(0.994)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
TOR1AIP2SNVMissense_Mutationc.799C>Tp.Pro267Serp.P267SQ8NFQ8protein_codingdeleterious(0.01)probably_damaging(0.939)TCGA-AY-6196-01Colorectumcolon adenocarcinomaMale<65III/IVUnknownUnknownSD
TOR1AIP2SNVMissense_Mutationc.584N>Cp.Lys195Thrp.K195TQ8NFQ8protein_codingtolerated(0.63)benign(0.012)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
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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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