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: TRABD

Gene summary for TRABD

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRABD

Gene ID

80305

Gene nameTraB domain containing
Gene AliasLP6054
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

NA

UniProtAcc

Q9H4I3


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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
80305TRABDC46HumanOral cavityOSCC4.99e-306.60e-010.1673
80305TRABDC51HumanOral cavityOSCC1.50e-161.01e+000.2674
80305TRABDC57HumanOral cavityOSCC4.49e-207.56e-010.1679
80305TRABDC06HumanOral cavityOSCC1.21e-111.43e+000.2699
80305TRABDC07HumanOral cavityOSCC5.08e-059.26e-010.2491
80305TRABDC08HumanOral cavityOSCC3.97e-471.02e+000.1919
80305TRABDC09HumanOral cavityOSCC8.96e-042.45e-010.1431
80305TRABDLN22HumanOral cavityOSCC3.06e-028.31e-010.1733
80305TRABDLN38HumanOral cavityOSCC9.65e-059.39e-010.168
80305TRABDLN46HumanOral cavityOSCC7.58e-175.50e-010.1666
80305TRABDLP15HumanOral cavityLP2.66e-131.80e+000.2174
80305TRABDLP17HumanOral cavityLP8.38e-068.92e-010.2349
80305TRABDSYSMH1HumanOral cavityOSCC2.59e-154.85e-010.1127
80305TRABDSYSMH2HumanOral cavityOSCC5.79e-215.46e-010.2326
80305TRABDSYSMH3HumanOral cavityOSCC5.82e-369.32e-010.2442
80305TRABDSYSMH4HumanOral cavityOSCC3.97e-062.06e-010.1226
80305TRABDSYSMH5HumanOral cavityOSCC3.32e-082.87e-010.0647
80305TRABDSYSMH6HumanOral cavityOSCC5.82e-063.90e-010.1275
80305TRABDP4_S8_cSCCHumanSkincSCC1.55e-025.77e-02-0.3095
80305TRABDP1_cSCCHumanSkincSCC2.08e-247.03e-010.0292
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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:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0031334ColorectumADpositive regulation of protein-containing complex assembly91/3918237/187234.78e-103.99e-0891
GO:0030111ColorectumADregulation of Wnt signaling pathway102/3918328/187238.51e-062.03e-04102
GO:0016055ColorectumADWnt signaling pathway130/3918444/187231.60e-053.37e-04130
GO:0198738ColorectumADcell-cell signaling by wnt130/3918446/187232.02e-054.10e-04130
GO:00432541ColorectumSERregulation of protein-containing complex assembly119/2897428/187233.34e-115.86e-09119
GO:00313341ColorectumSERpositive regulation of protein-containing complex assembly73/2897237/187231.89e-091.84e-0773
GO:00160551ColorectumSERWnt signaling pathway97/2897444/187232.02e-043.68e-0397
GO:01987381ColorectumSERcell-cell signaling by wnt97/2897446/187232.39e-044.11e-0397
GO:00301111ColorectumSERregulation of Wnt signaling pathway75/2897328/187232.47e-044.20e-0375
GO:00432542ColorectumMSSregulation of protein-containing complex assembly130/3467428/187231.38e-091.03e-07130
GO:00313342ColorectumMSSpositive regulation of protein-containing complex assembly82/3467237/187232.49e-091.75e-0782
GO:00301112ColorectumMSSregulation of Wnt signaling pathway98/3467328/187233.37e-071.36e-0598
GO:00160552ColorectumMSSWnt signaling pathway124/3467444/187236.06e-072.26e-05124
GO:01987382ColorectumMSScell-cell signaling by wnt124/3467446/187237.83e-072.77e-05124
GO:0030178ColorectumMSSnegative regulation of Wnt signaling pathway48/3467170/187231.23e-031.18e-0248
GO:00160553ColorectumFAPWnt signaling pathway104/2622444/187234.92e-083.92e-06104
GO:00432544ColorectumFAPregulation of protein-containing complex assembly101/2622428/187235.18e-084.07e-06101
GO:01987383ColorectumFAPcell-cell signaling by wnt104/2622446/187236.26e-084.54e-06104
GO:00301113ColorectumFAPregulation of Wnt signaling pathway81/2622328/187231.44e-079.03e-0681
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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
TRABDSNVMissense_Mutationc.205N>Tp.Ala69Serp.A69Sprotein_codingtolerated(0.13)benign(0.053)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
TRABDSNVMissense_Mutationc.703N>Ap.Asp235Asnp.D235Nprotein_codingdeleterious(0.01)probably_damaging(0.994)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TRABDSNVMissense_Mutationrs374922285c.862N>Ap.Val288Ilep.V288Iprotein_codingtolerated(0.32)benign(0.005)TCGA-A6-5657-01Colorectumcolon adenocarcinomaMale>=65III/IVAncillaryleucovorinSD
TRABDSNVMissense_Mutationnovelc.370C>Tp.Arg124Trpp.R124Wprotein_codingdeleterious(0)possibly_damaging(0.663)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
TRABDSNVMissense_Mutationc.886G>Ap.Val296Metp.V296Mprotein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRABDSNVMissense_Mutationc.707N>Cp.Leu236Prop.L236Pprotein_codingdeleterious(0)probably_damaging(0.964)TCGA-CM-6674-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRABDSNVMissense_Mutationc.725N>Tp.Ala242Valp.A242Vprotein_codingdeleterious(0.01)benign(0.444)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TRABDSNVMissense_Mutationrs761422252c.1084N>Ap.Ala362Thrp.A362Tprotein_codingtolerated(0.18)benign(0.022)TCGA-AF-A56N-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapyxelodaCR
TRABDSNVMissense_Mutationnovelc.105N>Tp.Gln35Hisp.Q35Hprotein_codingtolerated_low_confidence(0.11)benign(0.067)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TRABDSNVMissense_Mutationnovelc.821N>Cp.Leu274Prop.L274Pprotein_codingtolerated(0.18)benign(0.017)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<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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