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: CNN3

Gene summary for CNN3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNN3

Gene ID

1266

Gene namecalponin 3
Gene AliasCNN3
Cytomap1p21.3
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q15417


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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
1266CNN3HCC1_MengHumanLiverHCC4.60e-94-3.95e-010.0246
1266CNN3HCC2_MengHumanLiverHCC5.99e-35-6.05e-010.0107
1266CNN3cirrhotic1HumanLiverCirrhotic8.27e-22-1.24e-010.0202
1266CNN3cirrhotic2HumanLiverCirrhotic3.52e-172.25e-010.0201
1266CNN3cirrhotic3HumanLiverCirrhotic1.32e-209.55e-030.0215
1266CNN3HCC1HumanLiverHCC5.42e-033.59e+000.5336
1266CNN3HCC2HumanLiverHCC3.39e-092.97e+000.5341
1266CNN3HCC5HumanLiverHCC4.17e-077.75e-010.4932
1266CNN3Pt13.aHumanLiverHCC1.78e-05-3.45e-010.021
1266CNN3Pt13.bHumanLiverHCC1.10e-251.90e-010.0251
1266CNN3Pt13.cHumanLiverHCC1.75e-09-5.69e-010.0076
1266CNN3Pt14.aHumanLiverHCC1.06e-02-2.59e-010.0169
1266CNN3Pt14.bHumanLiverHCC1.45e-101.74e-010.018
1266CNN3Pt14.dHumanLiverHCC5.47e-08-3.23e-010.0143
1266CNN3S014HumanLiverHCC8.46e-101.04e+000.2254
1266CNN3S015HumanLiverHCC2.61e-068.96e-010.2375
1266CNN3S016HumanLiverHCC3.81e-058.44e-010.2243
1266CNN3S027HumanLiverHCC4.47e-031.16e+000.2446
1266CNN3S028HumanLiverHCC1.34e-121.34e+000.2503
1266CNN3S029HumanLiverHCC1.85e-121.37e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00513468BreastPrecancernegative regulation of hydrolase activity50/1080379/187233.85e-082.34e-0650
GO:00434624BreastPrecancerregulation of ATPase activity10/108046/187232.38e-043.57e-0310
GO:005134613BreastIDCnegative regulation of hydrolase activity71/1434379/187231.33e-122.90e-1071
GO:004346212BreastIDCregulation of ATPase activity12/143446/187231.31e-042.37e-0312
GO:005134623BreastDCISnegative regulation of hydrolase activity64/1390379/187234.32e-104.80e-0864
GO:004346221BreastDCISregulation of ATPase activity12/139046/187239.70e-051.78e-0312
GO:00310328BreastDCISactomyosin structure organization25/1390196/187235.59e-034.06e-0225
GO:0031032ColorectumADactomyosin structure organization65/3918196/187234.17e-057.37e-0465
GO:0051346ColorectumSERnegative regulation of hydrolase activity82/2897379/187238.19e-041.01e-0282
GO:00310321ColorectumSERactomyosin structure organization45/2897196/187233.60e-033.03e-0245
GO:00310322ColorectumMSSactomyosin structure organization53/3467196/187232.04e-031.75e-0253
GO:00513461ColorectumMSSnegative regulation of hydrolase activity92/3467379/187232.85e-032.22e-0292
GO:00310323ColorectumFAPactomyosin structure organization51/2622196/187235.89e-061.88e-0451
GO:003103210EndometriumAEHactomyosin structure organization46/2100196/187238.00e-072.91e-0546
GO:005134610EndometriumAEHnegative regulation of hydrolase activity65/2100379/187233.18e-043.57e-0365
GO:003103214EndometriumEECactomyosin structure organization46/2168196/187231.94e-065.80e-0546
GO:005134615EndometriumEECnegative regulation of hydrolase activity72/2168379/187231.46e-052.87e-0472
GO:0051346110EsophagusESCCnegative regulation of hydrolase activity208/8552379/187231.76e-041.14e-03208
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:00434627EsophagusESCCregulation of ATPase activity30/855246/187235.91e-032.18e-0230
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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
CNN3SNVMissense_Mutationc.185N>Gp.Ile62Argp.I62RQ15417protein_codingdeleterious(0.02)benign(0.009)TCGA-B6-A0I2-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationc.836C>Ap.Pro279Hisp.P279HQ15417protein_codingdeleterious(0)benign(0.012)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationc.313G>Ap.Glu105Lysp.E105KQ15417protein_codingtolerated(0.12)probably_damaging(0.983)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CNN3insertionFrame_Shift_Insnovelc.279_280insTp.Gln94SerfsTer9p.Q94Sfs*9Q15417protein_codingTCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationnovelc.848N>Gp.Asn283Serp.N283SQ15417protein_codingdeleterious(0.05)benign(0.039)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationc.774G>Ap.Met258Ilep.M258IQ15417protein_codingdeleterious(0.01)benign(0)TCGA-A5-A1OF-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationnovelc.572C>Tp.Pro191Leup.P191LQ15417protein_codingdeleterious(0.03)probably_damaging(0.996)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationc.51N>Tp.Lys17Asnp.K17NQ15417protein_codingtolerated(0.12)benign(0)TCGA-B5-A11N-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationnovelc.262N>Gp.Asn88Aspp.N88DQ15417protein_codingdeleterious(0.02)probably_damaging(0.987)TCGA-BG-A222-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CNN3SNVMissense_Mutationrs749615050c.98N>Ap.Arg33Hisp.R33HQ15417protein_codingtolerated(0.07)probably_damaging(0.992)TCGA-BS-A0UV-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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