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: TINAG

Gene summary for TINAG

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TINAG

Gene ID

27283

Gene nametubulointerstitial nephritis antigen
Gene AliasTIN-AG
Cytomap6p12.1
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q6NSC1


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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
27283TINAGHCC1_MengHumanLiverHCC2.46e-763.99e-010.0246
27283TINAGHCC2_MengHumanLiverHCC3.18e-151.24e-010.0107
27283TINAGHCC2HumanLiverHCC1.21e-051.70e+000.5341
27283TINAGS027HumanLiverHCC2.14e-117.47e-010.2446
27283TINAGS028HumanLiverHCC7.67e-391.14e+000.2503
27283TINAGS029HumanLiverHCC3.37e-281.29e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00161977CervixCCendosomal transport48/2311230/187231.65e-041.97e-0348
GO:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00161973ColorectumFAPendosomal transport56/2622230/187231.79e-054.53e-0456
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001619711LiverCirrhoticendosomal transport93/4634230/187231.01e-072.93e-0693
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:001619714Oral cavityLPendosomal transport98/4623230/187231.65e-097.50e-0898
GO:001619731Oral cavityNEOLPendosomal transport41/2005230/187237.41e-046.05e-0341
GO:00161978ProstateBPHendosomal transport62/3107230/187234.54e-054.77e-0462
GO:001619713ProstateTumorendosomal transport62/3246230/187231.65e-041.47e-0362
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
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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
TINAGSNVMissense_Mutationc.553G>Cp.Glu185Glnp.E185QQ9UJW2protein_codingdeleterious(0.02)probably_damaging(0.921)TCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
TINAGSNVMissense_Mutationc.83N>Gp.Glu28Glyp.E28GQ9UJW2protein_codingtolerated_low_confidence(0.19)benign(0)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
TINAGSNVMissense_Mutationc.530N>Ap.Ser177Asnp.S177NQ9UJW2protein_codingdeleterious(0)possibly_damaging(0.895)TCGA-AC-A2BM-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TINAGSNVMissense_Mutationc.890G>Tp.Arg297Ilep.R297IQ9UJW2protein_codingdeleterious(0)possibly_damaging(0.617)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TINAGSNVMissense_Mutationc.994C>Tp.Arg332Trpp.R332WQ9UJW2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AQ-A0Y5-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycytoxanSD
TINAGSNVMissense_Mutationc.431N>Ap.Gly144Glup.G144EQ9UJW2protein_codingtolerated(0.55)benign(0.005)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
TINAGSNVMissense_Mutationc.994N>Tp.Arg332Trpp.R332WQ9UJW2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-D8-A143-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
TINAGSNVMissense_Mutationnovelc.1426C>Gp.Pro476Alap.P476AQ9UJW2protein_codingdeleterious_low_confidence(0)benign(0.005)TCGA-EW-A3U0-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycisplatinCR
TINAGdeletionFrame_Shift_Delnovelc.938delNp.Asn314MetfsTer29p.N314Mfs*29Q9UJW2protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TINAGSNVMissense_Mutationrs115438249c.571C>Tp.Arg191Cysp.R191CQ9UJW2protein_codingdeleterious(0)probably_damaging(0.92)TCGA-BI-A0VR-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
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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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