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: CLN3

Gene summary for CLN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CLN3

Gene ID

1201

Gene nameCLN3 lysosomal/endosomal transmembrane protein, battenin
Gene AliasBTN1
Cytomap16p12.1
Gene Typeprotein-coding
GO ID

GO:0000820

UniProtAcc

A0A024QZB8


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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
1201CLN3LZE2THumanEsophagusESCC2.18e-044.66e-010.082
1201CLN3LZE4THumanEsophagusESCC1.55e-103.08e-010.0811
1201CLN3LZE5THumanEsophagusESCC1.40e-064.90e-010.0514
1201CLN3LZE7THumanEsophagusESCC2.07e-093.99e-010.0667
1201CLN3LZE8THumanEsophagusESCC1.08e-123.57e-010.067
1201CLN3LZE20THumanEsophagusESCC6.75e-225.34e-010.0662
1201CLN3LZE22D1HumanEsophagusHGIN3.26e-021.82e-010.0595
1201CLN3LZE22THumanEsophagusESCC1.28e-074.66e-010.068
1201CLN3LZE24THumanEsophagusESCC1.36e-451.19e+000.0596
1201CLN3LZE22D3HumanEsophagusHGIN1.73e-023.63e-010.0653
1201CLN3LZE21THumanEsophagusESCC1.37e-063.44e-010.0655
1201CLN3LZE6THumanEsophagusESCC2.96e-031.72e-010.0845
1201CLN3P1T-EHumanEsophagusESCC1.94e-261.01e+000.0875
1201CLN3P2T-EHumanEsophagusESCC1.67e-639.21e-010.1177
1201CLN3P4T-EHumanEsophagusESCC3.07e-681.29e+000.1323
1201CLN3P5T-EHumanEsophagusESCC2.86e-203.54e-010.1327
1201CLN3P8T-EHumanEsophagusESCC6.89e-447.34e-010.0889
1201CLN3P9T-EHumanEsophagusESCC5.74e-102.28e-010.1131
1201CLN3P10T-EHumanEsophagusESCC6.56e-153.12e-010.116
1201CLN3P11T-EHumanEsophagusESCC2.88e-236.84e-010.1426
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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
∗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:004819317EsophagusHGINGolgi vesicle transport83/2587296/187238.59e-118.89e-0983
GO:001050616EsophagusHGINregulation of autophagy84/2587317/187231.39e-091.08e-0784
GO:190382926EsophagusHGINpositive regulation of cellular protein localization75/2587276/187233.19e-092.30e-0775
GO:001623616EsophagusHGINmacroautophagy77/2587291/187237.15e-094.61e-0777
GO:002241120EsophagusHGINcellular component disassembly102/2587443/187238.31e-084.33e-06102
GO:009015020EsophagusHGINestablishment of protein localization to membrane67/2587260/187231.96e-079.57e-0667
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:007099727EsophagusHGINneuron death81/2587361/187235.01e-061.61e-0481
GO:190495120EsophagusHGINpositive regulation of establishment of protein localization73/2587319/187236.99e-062.14e-0473
GO:006219727EsophagusHGINcellular response to chemical stress76/2587337/187238.00e-062.41e-0476
GO:005160417EsophagusHGINprotein maturation68/2587294/187239.77e-062.86e-0468
GO:007265920EsophagusHGINprotein localization to plasma membrane66/2587284/187231.11e-053.18e-0466
GO:00162418EsophagusHGINregulation of macroautophagy38/2587141/187232.80e-057.21e-0438
GO:005122220EsophagusHGINpositive regulation of protein transport67/2587303/187235.13e-051.22e-0367
GO:009887610EsophagusHGINvesicle-mediated transport to the plasma membrane36/2587136/187236.76e-051.55e-0336
GO:00070336EsophagusHGINvacuole organization44/2587180/187238.97e-051.96e-0344
GO:190547518EsophagusHGINregulation of protein localization to membrane43/2587175/187239.45e-052.03e-0343
GO:199077818EsophagusHGINprotein localization to cell periphery71/2587333/187231.05e-042.24e-0371
GO:00160509EsophagusHGINvesicle organization65/2587300/187231.24e-042.54e-0365
GO:190121424EsophagusHGINregulation of neuron death68/2587319/187231.46e-042.91e-0368
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041426EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414213EsophagusHGINLysosome33/1383132/84656.65e-034.37e-023.47e-0233
hsa0414222EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa0414232EsophagusESCCLysosome102/4205132/84655.11e-117.13e-103.65e-10102
hsa041424LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa0414211LiverCirrhoticLysosome68/2530132/84651.34e-071.97e-061.21e-0668
hsa041422LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041423LiverHCCLysosome100/4020132/84652.32e-114.31e-102.40e-10100
hsa041425Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414212Oral cavityOSCCLysosome87/3704132/84651.97e-071.35e-066.86e-0787
hsa0414221Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
hsa0414231Oral cavityLPLysosome67/2418132/84655.13e-087.77e-075.01e-0767
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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
CLN3SNVMissense_Mutationnovelc.825N>Tp.Trp275Cysp.W275CQ13286protein_codingtolerated(0.12)possibly_damaging(0.726)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CLN3SNVMissense_Mutationrs772851701c.181G>Ap.Asp61Asnp.D61NQ13286protein_codingdeleterious(0)probably_damaging(1)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CLN3SNVMissense_Mutationc.898N>Gp.Gln300Glup.Q300EQ13286protein_codingdeleterious(0)possibly_damaging(0.642)TCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CLN3SNVMissense_Mutationc.358N>Tp.His120Tyrp.H120YQ13286protein_codingtolerated(0.07)probably_damaging(0.946)TCGA-BH-A1F8-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
CLN3SNVMissense_Mutationrs775999656c.239C>Tp.Thr80Metp.T80MQ13286protein_codingtolerated(0.11)possibly_damaging(0.596)TCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CLN3insertionFrame_Shift_Insnovelc.379dupCp.Arg127ProfsTer33p.R127Pfs*33Q13286protein_codingTCGA-BH-A0B8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
CLN3SNVMissense_Mutationrs768614719c.1159G>Ap.Ala387Thrp.A387TQ13286protein_codingdeleterious(0)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CLN3SNVMissense_Mutationc.14C>Tp.Ala5Valp.A5VQ13286protein_codingdeleterious_low_confidence(0.01)benign(0.321)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CLN3SNVMissense_Mutationc.512C>Tp.Ser171Phep.S171FQ13286protein_codingdeleterious(0)probably_damaging(0.975)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CLN3SNVMissense_Mutationrs369801432c.1229N>Tp.Ala410Valp.A410VQ13286protein_codingdeleterious(0.02)possibly_damaging(0.623)TCGA-CM-5861-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownPD
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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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