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: CLN6

Gene summary for CLN6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLN6

Gene ID

54982

Gene nameCLN6 transmembrane ER protein
Gene AliasCLN4A
Cytomap15q23
Gene Typeprotein-coding
GO ID

GO:0001573

UniProtAcc

A0A024R601


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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
54982CLN6LZE2THumanEsophagusESCC3.94e-076.05e-010.082
54982CLN6LZE7THumanEsophagusESCC1.40e-083.32e-010.0667
54982CLN6LZE20THumanEsophagusESCC7.90e-041.51e-010.0662
54982CLN6LZE22THumanEsophagusESCC1.54e-043.33e-010.068
54982CLN6LZE24THumanEsophagusESCC2.42e-132.96e-010.0596
54982CLN6LZE21THumanEsophagusESCC1.78e-084.67e-010.0655
54982CLN6P1T-EHumanEsophagusESCC1.05e-093.79e-010.0875
54982CLN6P2T-EHumanEsophagusESCC3.14e-508.37e-010.1177
54982CLN6P4T-EHumanEsophagusESCC7.53e-295.92e-010.1323
54982CLN6P5T-EHumanEsophagusESCC3.89e-122.22e-010.1327
54982CLN6P8T-EHumanEsophagusESCC1.77e-224.17e-010.0889
54982CLN6P9T-EHumanEsophagusESCC1.67e-234.76e-010.1131
54982CLN6P10T-EHumanEsophagusESCC1.05e-387.31e-010.116
54982CLN6P11T-EHumanEsophagusESCC6.27e-123.86e-010.1426
54982CLN6P12T-EHumanEsophagusESCC6.36e-335.63e-010.1122
54982CLN6P15T-EHumanEsophagusESCC4.28e-407.84e-010.1149
54982CLN6P16T-EHumanEsophagusESCC2.65e-498.31e-010.1153
54982CLN6P17T-EHumanEsophagusESCC3.52e-104.26e-010.1278
54982CLN6P19T-EHumanEsophagusESCC5.23e-146.46e-010.1662
54982CLN6P20T-EHumanEsophagusESCC1.39e-163.50e-010.1124
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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
∗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:0045862111EsophagusESCCpositive regulation of proteolysis256/8552372/187237.88e-209.43e-18256
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:00066433EsophagusESCCmembrane lipid metabolic process130/8552203/187239.29e-081.54e-06130
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:00060668EsophagusESCCalcohol metabolic process202/8552353/187237.32e-067.26e-05202
GO:00066652EsophagusESCCsphingolipid metabolic process96/8552155/187233.21e-052.66e-0496
GO:00070353EsophagusESCCvacuolar acidification20/855224/187231.69e-041.11e-0320
GO:00070423EsophagusESCClysosomal lumen acidification11/855211/187231.80e-041.16e-0311
GO:00066642EsophagusESCCglycolipid metabolic process63/8552100/187233.55e-042.06e-0363
GO:19035092EsophagusESCCliposaccharide metabolic process63/8552101/187235.25e-042.90e-0363
GO:19026524EsophagusESCCsecondary alcohol metabolic process87/8552147/187236.58e-043.50e-0387
GO:00514521EsophagusESCCintracellular pH reduction29/855242/187231.87e-038.46e-0329
GO:00458511EsophagusESCCpH reduction31/855246/187232.42e-031.06e-0231
GO:00066721EsophagusESCCceramide metabolic process61/8552102/187232.82e-031.19e-0261
GO:00082034EsophagusESCCcholesterol metabolic process79/8552137/187233.11e-031.29e-0279
GO:00161254EsophagusESCCsterol metabolic process86/8552152/187234.37e-031.73e-0286
GO:004586212LiverCirrhoticpositive regulation of proteolysis163/4634372/187234.18e-165.14e-14163
GO:000820211LiverCirrhoticsteroid metabolic process143/4634319/187232.79e-153.18e-13143
GO:19026521LiverCirrhoticsecondary alcohol metabolic process75/4634147/187235.62e-123.91e-1075
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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
CLN6SNVMissense_Mutationrs781133812c.317N>Ap.Arg106Hisp.R106HQ9NWW5protein_codingdeleterious(0.02)possibly_damaging(0.823)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CLN6SNVMissense_Mutationnovelc.193G>Cp.Ala65Prop.A65PQ9NWW5protein_codingdeleterious(0.03)possibly_damaging(0.744)TCGA-AA-3854-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CLN6SNVMissense_Mutationc.203T>Cp.Val68Alap.V68AQ9NWW5protein_codingtolerated(0.15)benign(0.003)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
CLN6SNVMissense_Mutationc.535N>Cp.Cys179Argp.C179RQ9NWW5protein_codingdeleterious(0.03)benign(0.1)TCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CLN6insertionFrame_Shift_Insnovelc.578_579insTp.Ser194GlnfsTer8p.S194Qfs*8Q9NWW5protein_codingTCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CLN6SNVMissense_Mutationnovelc.465G>Tp.Lys155Asnp.K155NQ9NWW5protein_codingdeleterious(0.05)benign(0.003)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLN6SNVMissense_Mutationnovelc.808C>Ap.Leu270Ilep.L270IQ9NWW5protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLN6SNVMissense_Mutationnovelc.450N>Tp.Glu150Aspp.E150DQ9NWW5protein_codingtolerated(0.28)benign(0.038)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLN6SNVMissense_Mutationrs145746878c.754C>Tp.Arg252Cysp.R252CQ9NWW5protein_codingdeleterious(0.03)benign(0.007)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
CLN6SNVMissense_Mutationrs781133812c.317G>Ap.Arg106Hisp.R106HQ9NWW5protein_codingdeleterious(0.02)possibly_damaging(0.823)TCGA-AX-A2HC-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelPD
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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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