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: TBC1D9

Gene summary for TBC1D9

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D9

Gene ID

23158

Gene nameTBC1 domain family member 9
Gene AliasGRAMD9
Cytomap4q31.21
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q6ZT07


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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
23158TBC1D9GSM4909282HumanBreastIDC2.82e-02-2.13e-01-0.0288
23158TBC1D9GSM4909285HumanBreastIDC2.91e-07-2.43e-010.21
23158TBC1D9GSM4909291HumanBreastIDC6.41e-156.05e-010.1753
23158TBC1D9GSM4909293HumanBreastIDC1.26e-062.41e-010.1581
23158TBC1D9GSM4909297HumanBreastIDC8.69e-031.79e-010.1517
23158TBC1D9GSM4909298HumanBreastIDC4.97e-265.64e-010.1551
23158TBC1D9GSM4909301HumanBreastIDC1.15e-176.00e-010.1577
23158TBC1D9GSM4909302HumanBreastIDC8.76e-175.82e-010.1545
23158TBC1D9GSM4909303HumanBreastIDC1.90e-024.27e-010.0438
23158TBC1D9GSM4909304HumanBreastIDC6.53e-154.25e-010.1636
23158TBC1D9GSM4909306HumanBreastIDC1.48e-428.22e-010.1564
23158TBC1D9GSM4909307HumanBreastIDC4.13e-032.71e-010.1569
23158TBC1D9GSM4909308HumanBreastIDC1.48e-073.15e-010.158
23158TBC1D9GSM4909311HumanBreastIDC2.18e-07-3.90e-020.1534
23158TBC1D9GSM4909313HumanBreastIDC2.51e-022.69e-010.0391
23158TBC1D9GSM4909319HumanBreastIDC9.11e-152.87e-030.1563
23158TBC1D9GSM4909321HumanBreastIDC4.49e-031.71e-010.1559
23158TBC1D9brca1HumanBreastPrecancer2.09e-04-2.32e-01-0.0338
23158TBC1D9M1HumanBreastIDC1.99e-216.94e-010.1577
23158TBC1D9M5HumanBreastIDC1.87e-077.70e-010.1598
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
∗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:004308715EsophagusESCCregulation of GTPase activity183/8552348/187235.34e-032.00e-02183
GO:004308710Oral cavityOSCCregulation of GTPase activity165/7305348/187237.94e-044.27e-03165
GO:004308713ProstateTumorregulation of GTPase activity88/3246348/187231.04e-041.00e-0388
GO:004354713ProstateTumorpositive regulation of GTPase activity60/3246255/187236.87e-033.11e-0260
GO:004308718ThyroidPTCregulation of GTPase activity148/5968348/187231.63e-051.71e-04148
GO:004354714ThyroidPTCpositive regulation of GTPase activity103/5968255/187232.38e-031.25e-02103
GO:004308719ThyroidATCregulation of GTPase activity153/6293348/187233.24e-052.68e-04153
GO:004354715ThyroidATCpositive regulation of GTPase activity106/6293255/187234.58e-031.89e-02106
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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
TBC1D9SNVMissense_Mutationc.1420N>Cp.Glu474Glnp.E474QQ6ZT07protein_codingtolerated(0.19)benign(0.333)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
TBC1D9SNVMissense_Mutationrs777765891c.3571N>Tp.Arg1191Trpp.R1191WQ6ZT07protein_codingdeleterious_low_confidence(0.04)possibly_damaging(0.586)TCGA-A8-A09Q-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
TBC1D9SNVMissense_Mutationrs779107678c.3697N>Ap.Pro1233Thrp.P1233TQ6ZT07protein_codingtolerated_low_confidence(0.09)benign(0.041)TCGA-AC-A3QP-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TBC1D9SNVMissense_Mutationc.569C>Ap.Ser190Tyrp.S190YQ6ZT07protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D9SNVMissense_Mutationnovelc.2933N>Ap.Ala978Glup.A978EQ6ZT07protein_codingtolerated(0.77)benign(0)TCGA-UU-A93S-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TBC1D9deletionFrame_Shift_Delnovelc.1620delNp.Tyr541ThrfsTer5p.Y541Tfs*5Q6ZT07protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TBC1D9SNVMissense_Mutationnovelc.2837C>Tp.Pro946Leup.P946LQ6ZT07protein_codingtolerated(0.06)benign(0.017)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBC1D9SNVMissense_Mutationnovelc.1231G>Ap.Glu411Lysp.E411KQ6ZT07protein_codingtolerated(0.6)benign(0.003)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TBC1D9SNVMissense_Mutationnovelc.2305N>Cp.Asp769Hisp.D769HQ6ZT07protein_codingdeleterious(0.02)probably_damaging(0.971)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
TBC1D9SNVMissense_Mutationc.3716G>Ap.Arg1239Lysp.R1239KQ6ZT07protein_codingtolerated_low_confidence(1)benign(0.001)TCGA-EK-A2RA-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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