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: CNN2

Gene summary for CNN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CNN2

Gene ID

1265

Gene namecalponin 2
Gene AliasCNN2
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

B4DDF4


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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
1265CNN2LZE4THumanEsophagusESCC7.05e-238.85e-010.0811
1265CNN2LZE5THumanEsophagusESCC2.94e-031.03e+000.0514
1265CNN2LZE7THumanEsophagusESCC1.13e-141.46e+000.0667
1265CNN2LZE8THumanEsophagusESCC8.42e-231.35e+000.067
1265CNN2LZE20THumanEsophagusESCC5.39e-138.25e-010.0662
1265CNN2LZE22THumanEsophagusESCC3.55e-071.16e+000.068
1265CNN2LZE24THumanEsophagusESCC2.79e-371.57e+000.0596
1265CNN2LZE21THumanEsophagusESCC4.38e-131.57e+000.0655
1265CNN2LZE6THumanEsophagusESCC1.04e-097.19e-010.0845
1265CNN2P1T-EHumanEsophagusESCC1.22e-141.73e+000.0875
1265CNN2P2T-EHumanEsophagusESCC7.54e-731.64e+000.1177
1265CNN2P4T-EHumanEsophagusESCC3.70e-561.58e+000.1323
1265CNN2P5T-EHumanEsophagusESCC6.44e-278.47e-010.1327
1265CNN2P8T-EHumanEsophagusESCC6.38e-431.16e+000.0889
1265CNN2P9T-EHumanEsophagusESCC4.97e-251.05e+000.1131
1265CNN2P10T-EHumanEsophagusESCC6.72e-711.59e+000.116
1265CNN2P11T-EHumanEsophagusESCC1.14e-231.65e+000.1426
1265CNN2P12T-EHumanEsophagusESCC6.72e-571.47e+000.1122
1265CNN2P15T-EHumanEsophagusESCC1.76e-511.91e+000.1149
1265CNN2P16T-EHumanEsophagusESCC2.01e-882.43e+000.1153
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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
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:0071496111EsophagusESCCcellular response to external stimulus215/8552320/187234.29e-152.43e-13215
GO:007121419EsophagusESCCcellular response to abiotic stimulus206/8552331/187237.52e-101.88e-08206
GO:010400419EsophagusESCCcellular response to environmental stimulus206/8552331/187237.52e-101.88e-08206
GO:0032970111EsophagusESCCregulation of actin filament-based process231/8552397/187232.91e-074.20e-06231
GO:004206027EsophagusESCCwound healing243/8552422/187234.62e-076.25e-06243
GO:00712606EsophagusESCCcellular response to mechanical stimulus54/855281/187231.09e-047.64e-0454
GO:000961216EsophagusESCCresponse to mechanical stimulus124/8552216/187233.30e-041.94e-03124
GO:003103219EsophagusESCCactomyosin structure organization108/8552196/187234.86e-031.88e-02108
GO:003297012LiverCirrhoticregulation of actin filament-based process152/4634397/187231.12e-095.00e-08152
GO:004206012LiverCirrhoticwound healing155/4634422/187232.12e-087.56e-07155
GO:007149612LiverCirrhoticcellular response to external stimulus123/4634320/187233.27e-081.10e-06123
GO:007121411LiverCirrhoticcellular response to abiotic stimulus115/4634331/187232.62e-053.38e-04115
GO:010400411LiverCirrhoticcellular response to environmental stimulus115/4634331/187232.62e-053.38e-04115
GO:003103212LiverCirrhoticactomyosin structure organization74/4634196/187233.39e-054.17e-0474
GO:0071260LiverCirrhoticcellular response to mechanical stimulus32/463481/187232.34e-031.42e-0232
GO:00510514LiverCirrhoticnegative regulation of transport141/4634470/187235.06e-032.62e-02141
GO:007149622LiverHCCcellular response to external stimulus191/7958320/187233.40e-101.13e-08191
GO:003297022LiverHCCregulation of actin filament-based process222/7958397/187233.81e-088.30e-07222
GO:007121421LiverHCCcellular response to abiotic stimulus183/7958331/187231.59e-062.26e-05183
GO:010400421LiverHCCcellular response to environmental stimulus183/7958331/187231.59e-062.26e-05183
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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
CNN2SNVMissense_Mutationrs80117328c.904N>Ap.Asp302Asnp.D302Nprotein_codingtolerated(0.31)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CNN2SNVMissense_Mutationrs568958979c.225N>Gp.Ile75Metp.I75Mprotein_codingdeleterious(0)possibly_damaging(0.907)TCGA-BH-A0AU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CNN2insertionNonsense_Mutationnovelc.877_878insGGCAATCCACCCGCCTCGACCTCCCAAACTGCTp.Lys293delinsArgGlnSerThrArgLeuAspLeuProAsnCysTerp.K293delinsRQSTRLDLPNC*protein_codingTCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CNN2insertionIn_Frame_Insnovelc.879_880insGGTp.Lys293_Tyr294insGlyp.K293_Y294insGprotein_codingTCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CNN2SNVMissense_Mutationrs747535545c.349N>Gp.Met117Valp.M117Vprotein_codingtolerated(0.17)benign(0.007)TCGA-EA-A50E-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CNN2SNVMissense_Mutationnovelc.908G>Tp.Gly303Valp.G303Vprotein_codingtolerated(0.08)benign(0.012)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CNN2SNVMissense_Mutationc.957N>Cp.Glu319Aspp.E319Dprotein_codingtolerated(0.13)benign(0)TCGA-AA-3492-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CNN2SNVMissense_Mutationc.494N>Cp.Val165Alap.V165Aprotein_codingtolerated(0.06)benign(0.114)TCGA-AA-3848-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CNN2SNVMissense_Mutationc.880N>Gp.Tyr294Aspp.Y294Dprotein_codingdeleterious(0)possibly_damaging(0.9)TCGA-AA-A02F-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPR
CNN2SNVMissense_Mutationrs757933615c.755N>Gp.Tyr252Cysp.Y252Cprotein_codingdeleterious(0.04)benign(0.081)TCGA-CK-4951-01Colorectumcolon 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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