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: CGNL1

Gene summary for CGNL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CGNL1

Gene ID

84952

Gene namecingulin like 1
Gene AliasJACOP
Cytomap15q21.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q0VF96


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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
84952CGNL1NAFLD1HumanLiverNAFLD3.17e-098.77e-01-0.04
84952CGNL1S43HumanLiverCirrhotic3.82e-04-1.47e-01-0.0187
84952CGNL1HCC1_MengHumanLiverHCC2.14e-37-1.29e-010.0246
84952CGNL1HCC2_MengHumanLiverHCC1.42e-05-1.74e-010.0107
84952CGNL1HCC1HumanLiverHCC4.88e-043.65e+000.5336
84952CGNL1HCC2HumanLiverHCC3.37e-264.98e+000.5341
84952CGNL1HCC5HumanLiverHCC2.34e-032.82e+000.4932
84952CGNL1Pt13.aHumanLiverHCC3.65e-02-1.71e-010.021
84952CGNL1S027HumanLiverHCC2.94e-023.92e-010.2446
84952CGNL1S028HumanLiverHCC9.12e-053.65e-010.2503
84952CGNL1S029HumanLiverHCC4.07e-022.56e-010.2581
84952CGNL1RNA-P25T1-P25T1-1HumanLungAIS1.89e-095.26e-01-0.2116
84952CGNL1RNA-P25T1-P25T1-2HumanLungAIS3.71e-024.84e-01-0.1941
84952CGNL1RNA-P25T1-P25T1-3HumanLungAIS3.89e-066.01e-01-0.2107
84952CGNL1RNA-P25T1-P25T1-4HumanLungAIS4.19e-136.77e-01-0.2119
84952CGNL1RNA-P6T2-P6T2-3HumanLungIAC7.99e-051.06e-01-0.013
84952CGNL1RNA-P7T1-P7T1-1HumanLungAIS2.07e-056.38e-01-0.0961
84952CGNL1RNA-P7T1-P7T1-2HumanLungAIS6.71e-066.83e-01-0.0876
84952CGNL1RNA-P7T1-P7T1-3HumanLungAIS1.15e-077.14e-01-0.0822
84952CGNL1RNA-P7T1-P7T1-4HumanLungAIS1.56e-087.52e-01-0.0809
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0051492111ThyroidPTCregulation of stress fiber assembly50/596891/187234.33e-065.35e-0550
GO:003003827ThyroidPTCcontractile actin filament bundle assembly56/5968106/187236.01e-067.21e-0556
GO:004314927ThyroidPTCstress fiber assembly56/5968106/187236.01e-067.21e-0556
GO:005105617ThyroidPTCregulation of small GTPase mediated signal transduction132/5968302/187239.26e-061.04e-04132
GO:0110020111ThyroidPTCregulation of actomyosin structure organization53/5968100/187239.35e-061.05e-0453
GO:0031032110ThyroidPTCactomyosin structure organization91/5968196/187231.35e-051.45e-0491
GO:1902904111ThyroidPTCnegative regulation of supramolecular fiber organization78/5968167/187234.16e-053.80e-0478
GO:00510586ThyroidPTCnegative regulation of small GTPase mediated signal transduction31/596856/187232.32e-041.68e-0331
GO:005149419ThyroidPTCnegative regulation of cytoskeleton organization73/5968163/187233.59e-042.44e-0373
GO:0150105110ThyroidPTCprotein localization to cell-cell junction14/596821/187231.11e-036.51e-0314
GO:19024145ThyroidPTCprotein localization to cell junction43/596894/187233.32e-031.62e-0243
GO:00514978ThyroidPTCnegative regulation of stress fiber assembly17/596832/187231.02e-024.11e-0217
GO:1902903210ThyroidATCregulation of supramolecular fiber organization210/6293383/187236.20e-187.54e-16210
GO:0032970210ThyroidATCregulation of actin filament-based process208/6293397/187235.82e-153.80e-13208
GO:0007015210ThyroidATCactin filament organization227/6293442/187235.96e-153.85e-13227
GO:0032956210ThyroidATCregulation of actin cytoskeleton organization190/6293358/187231.73e-141.01e-12190
GO:0110053210ThyroidATCregulation of actin filament organization150/6293278/187231.82e-127.58e-11150
GO:001063926ThyroidATCnegative regulation of organelle organization179/6293348/187233.74e-121.50e-10179
GO:0051017210ThyroidATCactin filament bundle assembly85/6293157/187238.99e-081.54e-0685
GO:0061572210ThyroidATCactin filament bundle organization86/6293161/187231.68e-072.69e-0686
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453014LiverNAFLDTight junction33/1043169/84654.52e-034.12e-023.32e-0233
hsa0453015LiverNAFLDTight junction33/1043169/84654.52e-034.12e-023.32e-0233
hsa0453022LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0453032LiverCirrhoticTight junction82/2530169/84652.14e-072.85e-061.76e-0682
hsa0453042LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453052LiverHCCTight junction110/4020169/84652.45e-062.28e-051.27e-05110
hsa0453023LungAISTight junction46/961169/84657.79e-094.33e-072.77e-0746
hsa0453033LungAISTight junction46/961169/84657.79e-094.33e-072.77e-0746
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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
CGNL1SNVMissense_Mutationc.746N>Tp.Ala249Valp.A249VQ0VF96protein_codingtolerated(0.19)benign(0.015)TCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CGNL1SNVMissense_Mutationnovelc.2311N>Tp.Val771Phep.V771FQ0VF96protein_codingdeleterious(0)possibly_damaging(0.897)TCGA-A2-A0CS-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyanastrozoleSD
CGNL1SNVMissense_Mutationc.1538N>Tp.Thr513Ilep.T513IQ0VF96protein_codingtolerated(0.2)benign(0.003)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CGNL1SNVMissense_Mutationnovelc.739G>Cp.Glu247Glnp.E247QQ0VF96protein_codingtolerated(0.33)benign(0.003)TCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CGNL1SNVMissense_Mutationc.511G>Cp.Glu171Glnp.E171QQ0VF96protein_codingtolerated(0.48)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
CGNL1SNVMissense_Mutationnovelc.1130G>Tp.Arg377Ilep.R377IQ0VF96protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CGNL1SNVMissense_Mutationc.72N>Ap.Asp24Glup.D24EQ0VF96protein_codingtolerated_low_confidence(0.32)benign(0)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CGNL1insertionNonsense_Mutationnovelc.1208_1209insGCTCGGTCCCGGAGGTCCTCCTCGTCATCCACAACTCp.Tyr403Terp.Y403*Q0VF96protein_codingTCGA-A7-A0CJ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CGNL1deletionFrame_Shift_Delnovelc.738delAp.Glu247ArgfsTer11p.E247Rfs*11Q0VF96protein_codingTCGA-A8-A08F-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CGNL1insertionNonsense_Mutationnovelc.694_695insAAATAATATTTTCp.Ser232Terp.S232*Q0VF96protein_codingTCGA-AN-A0FN-01Breastbreast invasive 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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