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: TSPAN14

Gene summary for TSPAN14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSPAN14

Gene ID

81619

Gene nametetraspanin 14
Gene AliasDC-TM4F2
Cytomap10q23.1
Gene Typeprotein-coding
GO ID

GO:0006807

UniProtAcc

Q8NG11


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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
81619TSPAN14HTA11_347_2000001011HumanColorectumAD2.06e-093.80e-01-0.1954
81619TSPAN14HTA11_1391_2000001011HumanColorectumAD1.94e-023.56e-01-0.059
81619TSPAN14A015-C-203HumanColorectumFAP5.07e-11-2.06e-01-0.1294
81619TSPAN14A001-C-108HumanColorectumFAP6.68e-06-1.27e-01-0.0272
81619TSPAN14A002-C-205HumanColorectumFAP5.14e-04-1.72e-01-0.1236
81619TSPAN14A015-C-006HumanColorectumFAP1.55e-02-1.96e-01-0.0994
81619TSPAN14A015-C-106HumanColorectumFAP8.28e-06-1.18e-01-0.0511
81619TSPAN14A002-C-114HumanColorectumFAP3.19e-03-1.76e-01-0.1561
81619TSPAN14A015-C-104HumanColorectumFAP3.15e-11-2.12e-01-0.1899
81619TSPAN14A001-C-014HumanColorectumFAP4.59e-02-8.95e-020.0135
81619TSPAN14A002-C-016HumanColorectumFAP2.97e-06-1.47e-010.0521
81619TSPAN14A001-C-203HumanColorectumFAP1.07e-03-3.47e-02-0.0481
81619TSPAN14A002-C-116HumanColorectumFAP2.01e-11-2.12e-01-0.0452
81619TSPAN14A014-C-008HumanColorectumFAP4.40e-02-1.61e-01-0.191
81619TSPAN14A018-E-020HumanColorectumFAP3.94e-03-1.65e-01-0.2034
81619TSPAN14F034HumanColorectumFAP4.29e-04-7.27e-02-0.0665
81619TSPAN14F072BHumanColorectumFAP2.58e-02-1.36e-010.257
81619TSPAN14CRC-1-8810HumanColorectumCRC1.33e-04-2.07e-010.6257
81619TSPAN14CRC-3-11773HumanColorectumCRC6.63e-04-1.04e-010.2564
81619TSPAN14LZE4THumanEsophagusESCC1.23e-105.16e-010.0811
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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
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:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:0051604ColorectumADprotein maturation85/3918294/187236.73e-046.91e-0385
GO:0007219ColorectumADNotch signaling pathway50/3918172/187236.92e-034.26e-0250
GO:00726594ColorectumFAPprotein localization to plasma membrane95/2622284/187234.86e-179.93e-1495
GO:19907784ColorectumFAPprotein localization to cell periphery100/2622333/187232.19e-142.68e-11100
GO:00072191ColorectumFAPNotch signaling pathway38/2622172/187232.56e-032.01e-0238
GO:00726595ColorectumCRCprotein localization to plasma membrane80/2078284/187231.36e-154.07e-1280
GO:19907785ColorectumCRCprotein localization to cell periphery85/2078333/187238.75e-141.05e-1085
GO:00072192ColorectumCRCNotch signaling pathway36/2078172/187231.26e-042.42e-0336
GO:0008593ColorectumCRCregulation of Notch signaling pathway21/207895/187231.48e-031.58e-0221
GO:00516044ColorectumCRCprotein maturation47/2078294/187236.52e-034.70e-0247
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00072197EsophagusESCCNotch signaling pathway106/8552172/187231.74e-051.55e-04106
GO:00085935EsophagusESCCregulation of Notch signaling pathway59/855295/187239.12e-044.65e-0359
GO:199077811LiverCirrhoticprotein localization to cell periphery135/4634333/187231.18e-106.21e-09135
GO:007265911LiverCirrhoticprotein localization to plasma membrane119/4634284/187231.30e-106.80e-09119
GO:00516046LiverCirrhoticprotein maturation121/4634294/187233.54e-101.68e-08121
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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
TSPAN14deletionFrame_Shift_Delnovelc.81+1delGQ8NG11protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
TSPAN14SNVMissense_Mutationnovelc.720N>Ap.Phe240Leup.F240LQ8NG11protein_codingtolerated(0.06)benign(0.082)TCGA-MY-A913-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
TSPAN14SNVMissense_Mutationc.143N>Tp.Ser48Phep.S48FQ8NG11protein_codingdeleterious(0.02)possibly_damaging(0.781)TCGA-AA-3494-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolinicPR
TSPAN14SNVMissense_Mutationrs746320441c.724N>Ap.Ala242Thrp.A242TQ8NG11protein_codingtolerated(0.27)benign(0.072)TCGA-AZ-4313-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
TSPAN14SNVMissense_Mutationc.476N>Ap.Pro159Hisp.P159HQ8NG11protein_codingdeleterious(0.01)probably_damaging(0.918)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TSPAN14SNVMissense_Mutationnovelc.235N>Tp.Gly79Cysp.G79CQ8NG11protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TSPAN14SNVMissense_Mutationnovelc.415N>Ap.Asp139Asnp.D139NQ8NG11protein_codingdeleterious(0)probably_damaging(0.954)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TSPAN14SNVMissense_Mutationc.493N>Cp.Asn165Hisp.N165HQ8NG11protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
TSPAN14SNVMissense_Mutationnovelc.25G>Ap.Ala9Thrp.A9TQ8NG11protein_codingtolerated(0.38)benign(0.009)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TSPAN14SNVMissense_Mutationrs868739186c.787N>Ap.Ala263Thrp.A263TQ8NG11protein_codingtolerated(0.11)benign(0.196)TCGA-AP-A051-01Endometriumuterine 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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