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: NCLN

Gene summary for NCLN

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCLN

Gene ID

56926

Gene namenicalin
Gene AliasNET59
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

Q969V3


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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
56926NCLNHTA11_2487_2000001011HumanColorectumSER2.33e-074.98e-01-0.1808
56926NCLNHTA11_1938_2000001011HumanColorectumAD9.90e-085.78e-01-0.0811
56926NCLNHTA11_347_2000001011HumanColorectumAD6.04e-164.96e-01-0.1954
56926NCLNHTA11_83_2000001011HumanColorectumSER4.03e-095.94e-01-0.1526
56926NCLNHTA11_696_2000001011HumanColorectumAD3.15e-054.04e-01-0.1464
56926NCLNHTA11_1391_2000001011HumanColorectumAD3.51e-106.57e-01-0.059
56926NCLNHTA11_2992_2000001011HumanColorectumSER1.45e-025.34e-01-0.1706
56926NCLNHTA11_866_3004761011HumanColorectumAD4.63e-022.83e-010.096
56926NCLNHTA11_6801_2000001011HumanColorectumSER1.01e-026.73e-010.0171
56926NCLNHTA11_7696_3000711011HumanColorectumAD9.17e-095.04e-010.0674
56926NCLNHTA11_99999971662_82457HumanColorectumMSS6.09e-218.99e-010.3859
56926NCLNHTA11_99999974143_84620HumanColorectumMSS4.79e-094.44e-010.3005
56926NCLNA015-C-203HumanColorectumFAP4.75e-028.40e-02-0.1294
56926NCLNA002-C-205HumanColorectumFAP3.63e-02-3.80e-02-0.1236
56926NCLNA015-C-006HumanColorectumFAP1.16e-022.01e-01-0.0994
56926NCLNA015-C-104HumanColorectumFAP2.28e-02-3.94e-02-0.1899
56926NCLNA002-C-116HumanColorectumFAP1.84e-03-8.48e-02-0.0452
56926NCLNLZE4THumanEsophagusESCC1.22e-061.84e-010.0811
56926NCLNLZE8THumanEsophagusESCC6.23e-047.89e-020.067
56926NCLNLZE22THumanEsophagusESCC3.90e-022.59e-010.068
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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:0043254ColorectumADregulation of protein-containing complex assembly148/3918428/187232.64e-113.18e-09148
GO:0031647ColorectumADregulation of protein stability108/3918298/187236.33e-105.08e-08108
GO:0050821ColorectumADprotein stabilization73/3918191/187233.02e-081.64e-0673
GO:00432541ColorectumSERregulation of protein-containing complex assembly119/2897428/187233.34e-115.86e-09119
GO:00316471ColorectumSERregulation of protein stability86/2897298/187232.56e-092.42e-0786
GO:00508211ColorectumSERprotein stabilization58/2897191/187231.46e-078.59e-0658
GO:00316472ColorectumMSSregulation of protein stability103/3467298/187232.52e-113.49e-09103
GO:00432542ColorectumMSSregulation of protein-containing complex assembly130/3467428/187231.38e-091.03e-07130
GO:00508212ColorectumMSSprotein stabilization68/3467191/187231.53e-088.81e-0768
GO:00432544ColorectumFAPregulation of protein-containing complex assembly101/2622428/187235.18e-084.07e-06101
GO:00508214ColorectumFAPprotein stabilization51/2622191/187232.63e-069.96e-0551
GO:00316474ColorectumFAPregulation of protein stability70/2622298/187236.60e-062.04e-0470
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:0043254111EsophagusESCCregulation of protein-containing complex assembly278/8552428/187233.81e-162.77e-14278
GO:0050821111EsophagusESCCprotein stabilization140/8552191/187236.50e-153.61e-13140
GO:003164722LiverHCCregulation of protein stability211/7958298/187232.29e-235.01e-21211
GO:005082122LiverHCCprotein stabilization139/7958191/187231.61e-171.71e-15139
GO:004325422LiverHCCregulation of protein-containing complex assembly264/7958428/187235.47e-164.39e-14264
GO:003164720Oral cavityOSCCregulation of protein stability193/7305298/187231.30e-191.95e-17193
GO:004325420Oral cavityOSCCregulation of protein-containing complex assembly255/7305428/187232.94e-183.15e-16255
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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
NCLNdeletionFrame_Shift_Delnovelc.1623delNp.Ala542LeufsTer17p.A542Lfs*17Q969V3protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NCLNSNVMissense_Mutationc.52C>Gp.Leu18Valp.L18VQ969V3protein_codingtolerated(0.13)benign(0.012)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
NCLNSNVMissense_Mutationc.248N>Ap.Arg83Hisp.R83HQ969V3protein_codingtolerated(0.18)possibly_damaging(0.482)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
NCLNSNVMissense_Mutationc.1207C>Tp.Arg403Trpp.R403WQ969V3protein_codingdeleterious(0.02)probably_damaging(0.923)TCGA-CM-6171-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
NCLNSNVMissense_Mutationc.791N>Tp.Thr264Metp.T264MQ969V3protein_codingdeleterious(0)probably_damaging(1)TCGA-D5-6924-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NCLNSNVMissense_Mutationc.802T>Ap.Tyr268Asnp.Y268NQ969V3protein_codingdeleterious(0.01)possibly_damaging(0.837)TCGA-G4-6314-01Colorectumcolon adenocarcinomaFemale>=65III/IVAncillaryleucovorinSD
NCLNSNVMissense_Mutationnovelc.1660C>Ap.Gln554Lysp.Q554KQ969V3protein_codingtolerated(1)benign(0.086)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NCLNSNVMissense_Mutationrs564407893c.637N>Ap.Gly213Argp.G213RQ969V3protein_codingtolerated(0.37)benign(0.081)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
NCLNSNVMissense_Mutationc.1120C>Tp.Arg374Cysp.R374CQ969V3protein_codingdeleterious(0)probably_damaging(0.91)TCGA-AX-A1CE-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnspecificPaclitaxelSD
NCLNSNVMissense_Mutationnovelc.1144N>Ap.Ala382Thrp.A382TQ969V3protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
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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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