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: TOR1AIP1

Gene summary for TOR1AIP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TOR1AIP1

Gene ID

26092

Gene nametorsin 1A interacting protein 1
Gene AliasLAP1
Cytomap1q25.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q5JTV8


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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
26092TOR1AIP1LZE4THumanEsophagusESCC2.40e-092.41e-010.0811
26092TOR1AIP1LZE5THumanEsophagusESCC5.04e-036.99e-020.0514
26092TOR1AIP1LZE7THumanEsophagusESCC2.56e-022.84e-010.0667
26092TOR1AIP1LZE8THumanEsophagusESCC4.40e-024.10e-020.067
26092TOR1AIP1LZE22THumanEsophagusESCC6.28e-042.73e-010.068
26092TOR1AIP1LZE24THumanEsophagusESCC9.53e-142.68e-010.0596
26092TOR1AIP1P1T-EHumanEsophagusESCC6.30e-112.13e-010.0875
26092TOR1AIP1P2T-EHumanEsophagusESCC1.30e-174.06e-010.1177
26092TOR1AIP1P4T-EHumanEsophagusESCC1.36e-174.25e-010.1323
26092TOR1AIP1P5T-EHumanEsophagusESCC9.29e-132.57e-010.1327
26092TOR1AIP1P8T-EHumanEsophagusESCC2.42e-151.72e-010.0889
26092TOR1AIP1P9T-EHumanEsophagusESCC4.85e-163.27e-010.1131
26092TOR1AIP1P10T-EHumanEsophagusESCC6.67e-142.14e-010.116
26092TOR1AIP1P11T-EHumanEsophagusESCC1.44e-167.85e-010.1426
26092TOR1AIP1P12T-EHumanEsophagusESCC7.88e-181.36e-010.1122
26092TOR1AIP1P15T-EHumanEsophagusESCC1.30e-142.60e-010.1149
26092TOR1AIP1P16T-EHumanEsophagusESCC4.65e-204.13e-010.1153
26092TOR1AIP1P19T-EHumanEsophagusESCC1.15e-043.32e-010.1662
26092TOR1AIP1P20T-EHumanEsophagusESCC1.10e-093.74e-010.1124
26092TOR1AIP1P21T-EHumanEsophagusESCC2.10e-102.47e-010.1617
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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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
∗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:000699713EsophagusESCCnucleus organization96/8552133/187234.66e-101.21e-0896
GO:000699811EsophagusESCCnuclear envelope organization39/855247/187231.48e-072.35e-0639
GO:007176312EsophagusESCCnuclear membrane organization29/855233/187235.30e-077.04e-0629
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
GO:003450421LiverHCCprotein localization to nucleus194/7958290/187232.84e-172.85e-15194
GO:00717631LiverHCCnuclear membrane organization27/795833/187234.31e-065.50e-0527
GO:00069971LiverHCCnucleus organization82/7958133/187236.32e-067.72e-0582
GO:0006998LiverHCCnuclear envelope organization34/795847/187233.27e-053.29e-0434
GO:00327811LiverHCCpositive regulation of ATPase activity19/795827/187233.18e-031.47e-0219
GO:004346211LiverHCCregulation of ATPase activity29/795846/187233.95e-031.74e-0229
GO:003450415Oral cavityOSCCprotein localization to nucleus193/7305290/187231.22e-212.35e-19193
GO:00069974Oral cavityOSCCnucleus organization85/7305133/187235.12e-091.12e-0785
GO:00717633Oral cavityOSCCnuclear membrane organization29/730533/187238.40e-091.76e-0729
GO:00069982Oral cavityOSCCnuclear envelope organization37/730547/187233.19e-086.12e-0737
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:003450422Oral cavityEOLPprotein localization to nucleus72/2218290/187235.47e-104.31e-0872
GO:000699721Oral cavityEOLPnucleus organization29/2218133/187237.82e-046.24e-0329
GO:00717632Oral cavityEOLPnuclear membrane organization10/221833/187233.76e-032.10e-0210
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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
TOR1AIP1SNVMissense_Mutationnovelc.922N>Gp.Leu308Valp.L308VQ5JTV8protein_codingtolerated(0.07)benign(0.023)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
TOR1AIP1SNVMissense_Mutationrs750432849c.79G>Ap.Glu27Lysp.E27KQ5JTV8protein_codingdeleterious_low_confidence(0)possibly_damaging(0.841)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TOR1AIP1SNVMissense_Mutationc.730N>Tp.Asp244Tyrp.D244YQ5JTV8protein_codingtolerated_low_confidence(0.06)benign(0.091)TCGA-AN-A0G0-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TOR1AIP1SNVMissense_Mutationc.1381N>Cp.Glu461Glnp.E461QQ5JTV8protein_codingtolerated(0.06)benign(0.444)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TOR1AIP1SNVMissense_Mutationc.358G>Ap.Glu120Lysp.E120KQ5JTV8protein_codingdeleterious_low_confidence(0.05)possibly_damaging(0.642)TCGA-C5-A7X3-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinSD
TOR1AIP1SNVMissense_Mutationrs748833315c.1691N>Ap.Arg564Hisp.R564HQ5JTV8protein_codingdeleterious(0.02)possibly_damaging(0.875)TCGA-AA-3852-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
TOR1AIP1SNVMissense_Mutationc.1065N>Ap.Phe355Leup.F355LQ5JTV8protein_codingtolerated(0.28)benign(0.018)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TOR1AIP1SNVMissense_Mutationc.651A>Cp.Glu217Aspp.E217DQ5JTV8protein_codingdeleterious_low_confidence(0.01)probably_damaging(0.984)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
TOR1AIP1SNVMissense_Mutationc.1508C>Tp.Ala503Valp.A503VQ5JTV8protein_codingdeleterious(0.05)benign(0.222)TCGA-WS-AB45-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TOR1AIP1SNVMissense_Mutationrs138345857c.1459G>Ap.Ala487Thrp.A487TQ5JTV8protein_codingdeleterious(0)probably_damaging(0.996)TCGA-EI-6510-01Colorectumrectum adenocarcinomaFemale>=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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