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: CLN5

Gene summary for CLN5

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLN5

Gene ID

1203

Gene nameCLN5 intracellular trafficking protein
Gene AliasCLN5
Cytomap13q22.3
Gene Typeprotein-coding
GO ID

GO:0006465

UniProtAcc

A0A024R644


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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
1203CLN5LZE4THumanEsophagusESCC1.16e-071.30e-010.0811
1203CLN5LZE5THumanEsophagusESCC2.67e-022.73e-010.0514
1203CLN5LZE7THumanEsophagusESCC3.10e-032.03e-010.0667
1203CLN5LZE8THumanEsophagusESCC1.95e-051.15e-010.067
1203CLN5LZE20THumanEsophagusESCC4.34e-071.34e-010.0662
1203CLN5LZE24THumanEsophagusESCC6.50e-082.03e-010.0596
1203CLN5P1T-EHumanEsophagusESCC2.06e-042.32e-010.0875
1203CLN5P2T-EHumanEsophagusESCC7.60e-182.42e-010.1177
1203CLN5P4T-EHumanEsophagusESCC1.08e-193.46e-010.1323
1203CLN5P5T-EHumanEsophagusESCC6.89e-069.61e-020.1327
1203CLN5P8T-EHumanEsophagusESCC2.17e-244.96e-010.0889
1203CLN5P9T-EHumanEsophagusESCC1.20e-194.74e-010.1131
1203CLN5P10T-EHumanEsophagusESCC7.48e-355.83e-010.116
1203CLN5P11T-EHumanEsophagusESCC2.95e-187.44e-010.1426
1203CLN5P12T-EHumanEsophagusESCC5.92e-132.65e-010.1122
1203CLN5P15T-EHumanEsophagusESCC6.60e-092.37e-010.1149
1203CLN5P16T-EHumanEsophagusESCC3.39e-234.06e-010.1153
1203CLN5P19T-EHumanEsophagusESCC4.62e-116.34e-010.1662
1203CLN5P20T-EHumanEsophagusESCC3.97e-123.11e-010.1124
1203CLN5P21T-EHumanEsophagusESCC9.15e-182.49e-010.1617
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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
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
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:0051098111EsophagusESCCregulation of binding251/8552363/187236.73e-208.46e-18251
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:001648210EsophagusESCCcytosolic transport124/8552168/187239.69e-144.69e-12124
GO:000703314EsophagusESCCvacuole organization127/8552180/187231.04e-113.85e-10127
GO:0051099111EsophagusESCCpositive regulation of binding122/8552173/187232.79e-119.45e-10122
GO:005160418EsophagusESCCprotein maturation189/8552294/187237.64e-112.39e-09189
GO:00421477EsophagusESCCretrograde transport, endosome to Golgi63/855291/187234.58e-064.87e-0563
GO:00700854EsophagusESCCglycosylation144/8552240/187235.12e-065.38e-05144
GO:00070403EsophagusESCClysosome organization53/855274/187235.34e-065.57e-0553
GO:00801713EsophagusESCClytic vacuole organization53/855274/187235.34e-065.57e-0553
GO:001648514EsophagusESCCprotein processing134/8552225/187231.81e-051.60e-04134
GO:00070353EsophagusESCCvacuolar acidification20/855224/187231.69e-041.11e-0320
GO:00070423EsophagusESCClysosomal lumen acidification11/855211/187231.80e-041.16e-0311
GO:000646516EsophagusESCCsignal peptide processing13/855214/187233.02e-041.81e-0313
GO:00514521EsophagusESCCintracellular pH reduction29/855242/187231.87e-038.46e-0329
GO:00458511EsophagusESCCpH reduction31/855246/187232.42e-031.06e-0231
GO:005109820Oral cavityOSCCregulation of binding212/7305363/187233.88e-142.15e-12212
GO:00161979Oral cavityOSCCendosomal transport141/7305230/187235.40e-122.06e-10141
GO:00070335Oral cavityOSCCvacuole organization115/7305180/187231.11e-114.00e-10115
GO:005160410Oral cavityOSCCprotein maturation170/7305294/187233.97e-111.28e-09170
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
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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
CLN5SNVMissense_Mutationc.832N>Cp.Tyr278Hisp.Y278Hprotein_codingdeleterious(0.04)probably_damaging(0.97)TCGA-A8-A06Q-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CLN5SNVMissense_Mutationc.757G>Cp.Glu253Glnp.E253Qprotein_codingtolerated(0.15)probably_damaging(0.939)TCGA-LP-A5U2-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CLN5SNVMissense_Mutationc.1126N>Gp.Phe376Valp.F376Vprotein_codingtolerated(0.23)possibly_damaging(0.511)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CLN5SNVMissense_Mutationnovelc.1081N>Gp.Phe361Valp.F361Vprotein_codingtolerated(0.16)possibly_damaging(0.591)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLN5SNVMissense_Mutationc.596G>Ap.Arg199Glnp.R199Qprotein_codingtolerated(0.12)probably_damaging(0.997)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CLN5SNVMissense_Mutationrs770688728c.1016G>Tp.Arg339Ilep.R339Iprotein_codingdeleterious(0.03)benign(0.419)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CLN5SNVMissense_Mutationc.322N>Tp.Arg108Cysp.R108Cprotein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-AP-A059-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CLN5SNVMissense_Mutationnovelc.1160T>Gp.Phe387Cysp.F387Cprotein_codingdeleterious(0.01)probably_damaging(0.976)TCGA-AP-A1E0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapypaclitaxelSD
CLN5SNVMissense_Mutationnovelc.758N>Tp.Glu253Valp.E253Vprotein_codingdeleterious(0.02)probably_damaging(0.974)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
CLN5SNVMissense_Mutationnovelc.448N>Ap.Val150Ilep.V150Iprotein_codingtolerated(0.13)benign(0.175)TCGA-AX-A1C5-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinSD
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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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