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: TSPAN6

Gene summary for TSPAN6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TSPAN6

Gene ID

7105

Gene nametetraspanin 6
Gene AliasT245
CytomapXq22.1
Gene Typeprotein-coding
GO ID

GO:0002221

UniProtAcc

A0A024RCI0


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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
7105TSPAN6HTA11_78_2000001011HumanColorectumAD2.22e-044.29e-01-0.1088
7105TSPAN6HTA11_347_2000001011HumanColorectumAD3.20e-094.86e-01-0.1954
7105TSPAN6HTA11_866_3004761011HumanColorectumAD1.91e-033.44e-010.096
7105TSPAN6HTA11_99999970781_79442HumanColorectumMSS4.99e-042.44e-010.294
7105TSPAN6HTA11_99999965104_69814HumanColorectumMSS1.55e-136.78e-010.281
7105TSPAN6HTA11_99999971662_82457HumanColorectumMSS5.17e-114.60e-010.3859
7105TSPAN6HTA11_99999974143_84620HumanColorectumMSS1.12e-073.13e-010.3005
7105TSPAN6A018-E-020HumanColorectumFAP2.03e-02-1.10e-01-0.2034
7105TSPAN6LZE3DHumanEsophagusHGIN4.06e-044.66e-010.0668
7105TSPAN6LZE4THumanEsophagusESCC2.23e-042.46e-010.0811
7105TSPAN6LZE7THumanEsophagusESCC2.32e-049.09e-010.0667
7105TSPAN6LZE8THumanEsophagusESCC1.90e-104.23e-010.067
7105TSPAN6LZE20THumanEsophagusESCC6.61e-119.30e-010.0662
7105TSPAN6LZE22THumanEsophagusESCC2.27e-027.54e-010.068
7105TSPAN6LZE24THumanEsophagusESCC3.92e-291.32e+000.0596
7105TSPAN6P1T-EHumanEsophagusESCC4.22e-039.82e-010.0875
7105TSPAN6P2T-EHumanEsophagusESCC4.35e-631.20e+000.1177
7105TSPAN6P4T-EHumanEsophagusESCC9.97e-331.05e+000.1323
7105TSPAN6P5T-EHumanEsophagusESCC1.66e-181.94e-010.1327
7105TSPAN6P8T-EHumanEsophagusESCC7.49e-501.26e+000.0889
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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:0140546LiverCirrhoticdefense response to symbiont84/4634265/187236.02e-033.00e-0284
GO:00028311LiverCirrhoticregulation of response to biotic stimulus101/4634327/187236.58e-033.25e-02101
GO:00985862LiverCirrhoticcellular response to virus31/463484/187238.75e-034.04e-0231
GO:003052222LiverHCCintracellular receptor signaling pathway171/7958265/187233.00e-131.61e-11171
GO:000961511LiverHCCresponse to virus210/7958367/187237.32e-091.86e-07210
GO:0039528LiverHCCcytoplasmic pattern recognition receptor signaling pathway in response to virus30/795834/187233.88e-088.39e-0730
GO:00027533LiverHCCcytoplasmic pattern recognition receptor signaling pathway46/795860/187237.37e-081.49e-0646
GO:00022211LiverHCCpattern recognition receptor signaling pathway107/7958172/187231.37e-072.58e-06107
GO:00516071LiverHCCdefense response to virus151/7958265/187231.27e-061.85e-05151
GO:01405461LiverHCCdefense response to symbiont151/7958265/187231.27e-061.85e-05151
GO:00985861LiverHCCcellular response to virus57/795884/187232.30e-063.11e-0557
GO:000724912LiverHCCI-kappaB kinase/NF-kappaB signaling156/7958281/187236.66e-068.00e-05156
GO:004312312LiverHCCpositive regulation of I-kappaB kinase/NF-kappaB signaling108/7958186/187231.28e-051.43e-04108
GO:004312212LiverHCCregulation of I-kappaB kinase/NF-kappaB signaling138/7958249/187232.47e-052.58e-04138
GO:0039531LiverHCCregulation of viral-induced cytoplasmic pattern recognition receptor signaling pathway20/795824/187234.92e-054.70e-0420
GO:00028321LiverHCCnegative regulation of response to biotic stimulus66/7958108/187237.24e-056.50e-0466
GO:00028312LiverHCCregulation of response to biotic stimulus173/7958327/187238.55e-057.48e-04173
GO:0050687LiverHCCnegative regulation of defense response to virus18/795824/187231.27e-036.92e-0318
GO:00622072LiverHCCregulation of pattern recognition receptor signaling pathway59/7958105/187233.18e-031.47e-0259
GO:0050688LiverHCCregulation of defense response to virus41/795869/187233.38e-031.54e-0241
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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
TSPAN6SNVMissense_Mutationnovelc.251N>Ap.Arg84Glnp.R84QO43657protein_codingdeleterious(0.05)benign(0.054)TCGA-E9-A5FL-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TSPAN6SNVMissense_Mutationnovelc.349N>Ap.Glu117Lysp.E117KO43657protein_codingtolerated(0.3)benign(0.163)TCGA-VS-A9UD-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
TSPAN6SNVMissense_Mutationnovelc.89N>Cp.Ile30Thrp.I30TO43657protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
TSPAN6SNVMissense_Mutationc.59N>Cp.Val20Alap.V20AO43657protein_codingdeleterious(0.01)benign(0.015)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TSPAN6SNVMissense_Mutationc.386N>Ap.Ala129Aspp.A129DO43657protein_codingdeleterious(0.03)benign(0.156)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
TSPAN6SNVMissense_Mutationnovelc.618G>Tp.Glu206Aspp.E206DO43657protein_codingtolerated(0.08)benign(0.378)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
TSPAN6SNVMissense_Mutationc.364N>Gp.Phe122Valp.F122VO43657protein_codingdeleterious(0)possibly_damaging(0.741)TCGA-A5-A0GU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TSPAN6SNVMissense_Mutationrs371334172c.620N>Tp.Ser207Leup.S207LO43657protein_codingdeleterious(0.02)possibly_damaging(0.806)TCGA-A5-A0VP-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
TSPAN6SNVMissense_Mutationc.136N>Gp.Leu46Valp.L46VO43657protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-AJ-A23M-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapyunknownPD
TSPAN6SNVMissense_Mutationrs745504645c.704N>Ap.Arg235Hisp.R235HO43657protein_codingdeleterious(0.04)benign(0.031)TCGA-AP-A1DV-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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