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: TRIP13

Gene summary for TRIP13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRIP13

Gene ID

9319

Gene namethyroid hormone receptor interactor 13
Gene Alias16E1BP
Cytomap5p15.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q15645


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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
9319TRIP13LZE2THumanEsophagusESCC1.52e-085.95e-010.082
9319TRIP13LZE8THumanEsophagusESCC2.72e-031.43e-010.067
9319TRIP13LZE22THumanEsophagusESCC1.57e-022.96e-010.068
9319TRIP13LZE24THumanEsophagusESCC9.19e-062.20e-010.0596
9319TRIP13LZE6THumanEsophagusESCC1.55e-083.84e-010.0845
9319TRIP13P1T-EHumanEsophagusESCC4.62e-031.91e-010.0875
9319TRIP13P2T-EHumanEsophagusESCC5.71e-102.92e-010.1177
9319TRIP13P4T-EHumanEsophagusESCC4.58e-215.72e-010.1323
9319TRIP13P5T-EHumanEsophagusESCC3.30e-215.03e-010.1327
9319TRIP13P8T-EHumanEsophagusESCC5.67e-062.57e-010.0889
9319TRIP13P9T-EHumanEsophagusESCC2.41e-061.96e-010.1131
9319TRIP13P10T-EHumanEsophagusESCC3.19e-133.81e-010.116
9319TRIP13P15T-EHumanEsophagusESCC5.26e-031.22e-010.1149
9319TRIP13P16T-EHumanEsophagusESCC1.79e-021.12e-010.1153
9319TRIP13P17T-EHumanEsophagusESCC3.52e-106.91e-010.1278
9319TRIP13P19T-EHumanEsophagusESCC5.57e-056.85e-010.1662
9319TRIP13P20T-EHumanEsophagusESCC2.16e-092.26e-010.1124
9319TRIP13P21T-EHumanEsophagusESCC5.39e-247.38e-010.1617
9319TRIP13P22T-EHumanEsophagusESCC5.35e-031.03e-010.1236
9319TRIP13P23T-EHumanEsophagusESCC2.24e-102.71e-010.108
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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:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:003304416EsophagusESCCregulation of chromosome organization145/8552187/187233.80e-194.31e-17145
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:0010639110EsophagusESCCnegative regulation of organelle organization215/8552348/187238.20e-102.01e-08215
GO:00070934EsophagusESCCmitotic cell cycle checkpoint90/8552129/187232.49e-084.69e-0790
GO:00519833EsophagusESCCregulation of chromosome segregation67/855291/187235.42e-089.66e-0767
GO:00070883EsophagusESCCregulation of mitotic nuclear division78/8552110/187236.96e-081.21e-0678
GO:00070912EsophagusESCCmetaphase/anaphase transition of mitotic cell cycle49/855262/187237.65e-081.33e-0649
GO:00513062EsophagusESCCmitotic sister chromatid separation52/855267/187239.14e-081.52e-0652
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
TRIP13SNVMissense_Mutationc.1029N>Gp.Ile343Metp.I343MQ15645protein_codingdeleterious(0)possibly_damaging(0.779)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
TRIP13SNVMissense_Mutationc.386C>Tp.Ala129Valp.A129VQ15645protein_codingdeleterious(0.03)benign(0.282)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRIP13SNVMissense_Mutationnovelc.769N>Gp.Leu257Valp.L257VQ15645protein_codingdeleterious(0)probably_damaging(1)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
TRIP13SNVMissense_Mutationc.571N>Tp.Ala191Serp.A191SQ15645protein_codingdeleterious(0)probably_damaging(0.985)TCGA-A6-2679-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIP13SNVMissense_Mutationc.1039C>Tp.Arg347Cysp.R347CQ15645protein_codingdeleterious(0.03)possibly_damaging(0.517)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRIP13SNVMissense_Mutationnovelc.333N>Gp.Asn111Lysp.N111KQ15645protein_codingtolerated(0.62)benign(0.013)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
TRIP13SNVMissense_Mutationnovelc.803C>Ap.Thr268Asnp.T268NQ15645protein_codingtolerated(0.09)benign(0.01)TCGA-AP-A0LG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRIP13SNVMissense_Mutationnovelc.401G>Ap.Gly134Glup.G134EQ15645protein_codingdeleterious(0.01)probably_damaging(0.913)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
TRIP13SNVMissense_Mutationrs149881196c.614N>Ap.Arg205Glnp.R205QQ15645protein_codingtolerated(0.6)benign(0.001)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TRIP13SNVMissense_Mutationnovelc.709N>Ap.Gln237Lysp.Q237KQ15645protein_codingtolerated(0.17)benign(0.047)TCGA-AX-A0J0-01Endometriumuterine 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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