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: TBC1D9B

Gene summary for TBC1D9B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TBC1D9B

Gene ID

23061

Gene nameTBC1 domain family member 9B
Gene AliasGRAMD9B
Cytomap5q35.3
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

B3KM54


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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
23061TBC1D9BP22T-EHumanEsophagusESCC8.16e-334.82e-010.1236
23061TBC1D9BP23T-EHumanEsophagusESCC1.79e-175.26e-010.108
23061TBC1D9BP24T-EHumanEsophagusESCC2.33e-182.53e-010.1287
23061TBC1D9BP26T-EHumanEsophagusESCC4.44e-193.30e-010.1276
23061TBC1D9BP27T-EHumanEsophagusESCC1.10e-292.63e-010.1055
23061TBC1D9BP28T-EHumanEsophagusESCC5.84e-356.10e-010.1149
23061TBC1D9BP30T-EHumanEsophagusESCC5.92e-205.33e-010.137
23061TBC1D9BP31T-EHumanEsophagusESCC1.63e-152.65e-010.1251
23061TBC1D9BP32T-EHumanEsophagusESCC3.46e-151.94e-010.1666
23061TBC1D9BP36T-EHumanEsophagusESCC7.31e-144.76e-010.1187
23061TBC1D9BP37T-EHumanEsophagusESCC2.55e-153.45e-010.1371
23061TBC1D9BP38T-EHumanEsophagusESCC1.04e-104.54e-010.127
23061TBC1D9BP39T-EHumanEsophagusESCC8.31e-062.34e-010.0894
23061TBC1D9BP40T-EHumanEsophagusESCC5.79e-133.39e-010.109
23061TBC1D9BP42T-EHumanEsophagusESCC7.53e-123.05e-010.1175
23061TBC1D9BP44T-EHumanEsophagusESCC1.75e-142.68e-010.1096
23061TBC1D9BP47T-EHumanEsophagusESCC1.12e-132.48e-010.1067
23061TBC1D9BP48T-EHumanEsophagusESCC1.38e-173.30e-010.0959
23061TBC1D9BP49T-EHumanEsophagusESCC1.34e-081.12e+000.1768
23061TBC1D9BP52T-EHumanEsophagusESCC1.79e-255.38e-010.1555
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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
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: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
TBC1D9BSNVMissense_Mutationnovelc.3460N>Gp.Met1154Valp.M1154VQ66K14protein_codingtolerated_low_confidence(0.5)benign(0)TCGA-A7-A3IZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TBC1D9BSNVMissense_Mutationrs775909263c.1927N>Ap.Glu643Lysp.E643KQ66K14protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D9BSNVMissense_Mutationrs756398026c.2656C>Tp.Arg886Cysp.R886CQ66K14protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D9BSNVMissense_Mutationc.970T>Cp.Phe324Leup.F324LQ66K14protein_codingtolerated(0.06)possibly_damaging(0.5)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TBC1D9BSNVMissense_Mutationnovelc.2167G>Tp.Ala723Serp.A723SQ66K14protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0BZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinCR
TBC1D9BSNVMissense_Mutationnovelc.2965N>Cp.Glu989Glnp.E989QQ66K14protein_codingtolerated(0.23)benign(0.018)TCGA-D8-A73X-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TBC1D9BSNVMissense_Mutationnovelc.2740G>Tp.Gly914Trpp.G914WQ66K14protein_codingdeleterious(0)probably_damaging(1)TCGA-LL-A7SZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
TBC1D9BinsertionFrame_Shift_Insnovelc.1586_1587insCCTCCCCAGCAGCTGCACCp.Thr530LeufsTer14p.T530Lfs*14Q66K14protein_codingTCGA-AQ-A04J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
TBC1D9BinsertionFrame_Shift_Insnovelc.3316_3317insTCCGTGCTGGTGAp.Asp1106ValfsTer44p.D1106Vfs*44Q66K14protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
TBC1D9BdeletionFrame_Shift_Delnovelc.3165delNp.Ser1056AlafsTer153p.S1056Afs*153Q66K14protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
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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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