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: TTC38

Gene summary for TTC38

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TTC38

Gene ID

55020

Gene nametetratricopeptide repeat domain 38
Gene AliasLL22NC03-5H6.5
Cytomap22q13.31
Gene Typeprotein-coding
GO ID

GO:0005575

UniProtAcc

Q5R3I4


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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
55020TTC38HTA11_2487_2000001011HumanColorectumSER2.72e-085.24e-01-0.1808
55020TTC38HTA11_347_2000001011HumanColorectumAD9.92e-084.12e-01-0.1954
55020TTC38HTA11_83_2000001011HumanColorectumSER4.76e-066.23e-01-0.1526
55020TTC38HTA11_696_2000001011HumanColorectumAD2.23e-064.02e-01-0.1464
55020TTC38HTA11_1391_2000001011HumanColorectumAD1.85e-045.72e-01-0.059
55020TTC38HTA11_99999971662_82457HumanColorectumMSS6.79e-043.95e-010.3859
55020TTC38A015-C-203HumanColorectumFAP7.07e-10-2.16e-01-0.1294
55020TTC38A002-C-201HumanColorectumFAP2.67e-04-1.26e-010.0324
55020TTC38A001-C-108HumanColorectumFAP3.11e-08-1.66e-01-0.0272
55020TTC38A002-C-205HumanColorectumFAP2.46e-09-2.60e-01-0.1236
55020TTC38A015-C-006HumanColorectumFAP1.31e-04-2.04e-01-0.0994
55020TTC38A015-C-106HumanColorectumFAP4.40e-02-1.24e-01-0.0511
55020TTC38A002-C-114HumanColorectumFAP3.17e-06-1.70e-01-0.1561
55020TTC38A015-C-104HumanColorectumFAP1.06e-09-2.16e-01-0.1899
55020TTC38A001-C-014HumanColorectumFAP1.00e-06-2.64e-010.0135
55020TTC38A002-C-016HumanColorectumFAP4.11e-08-2.27e-010.0521
55020TTC38A015-C-002HumanColorectumFAP2.46e-05-2.67e-01-0.0763
55020TTC38A002-C-116HumanColorectumFAP1.16e-11-2.70e-01-0.0452
55020TTC38A014-C-008HumanColorectumFAP1.20e-04-1.59e-01-0.191
55020TTC38A018-E-020HumanColorectumFAP1.34e-06-8.84e-02-0.2034
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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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
TTC38SNVMissense_Mutationnovelc.946G>Ap.Val316Ilep.V316IQ5R3I4protein_codingtolerated(0.19)benign(0.007)TCGA-A7-A4SD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TTC38SNVMissense_Mutationc.448G>Tp.Asp150Tyrp.D150YQ5R3I4protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
TTC38SNVMissense_Mutationrs766399816c.632N>Tp.Pro211Leup.P211LQ5R3I4protein_codingdeleterious(0.04)possibly_damaging(0.768)TCGA-E9-A2JS-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidePD
TTC38SNVMissense_Mutationc.1249N>Ap.Val417Ilep.V417IQ5R3I4protein_codingtolerated(0.28)benign(0.037)TCGA-EW-A1J6-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
TTC38SNVMissense_Mutationnovelc.1254N>Gp.Phe418Leup.F418LQ5R3I4protein_codingdeleterious(0.01)possibly_damaging(0.904)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TTC38SNVMissense_Mutationc.1000N>Ap.Ala334Thrp.A334TQ5R3I4protein_codingtolerated(0.05)benign(0.296)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
TTC38SNVMissense_Mutationrs753722029c.589N>Ap.Asp197Asnp.D197NQ5R3I4protein_codingdeleterious(0.01)benign(0.345)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
TTC38SNVMissense_Mutationc.500G>Ap.Arg167Glnp.R167QQ5R3I4protein_codingdeleterious(0.01)possibly_damaging(0.619)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TTC38SNVMissense_Mutationc.500N>Ap.Arg167Glnp.R167QQ5R3I4protein_codingdeleterious(0.01)possibly_damaging(0.619)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TTC38SNVMissense_Mutationrs372817703c.1180G>Ap.Val394Ilep.V394IQ5R3I4protein_codingdeleterious(0.04)benign(0.299)TCGA-AJ-A3BH-01Endometriumuterine corpus endometrioid carcinomaFemaleUnknownI/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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