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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: CALCOCO2

Gene summary for CALCOCO2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CALCOCO2

Gene ID

10241

Gene namecalcium binding and coiled-coil domain 2
Gene AliasNDP52
Cytomap17q21.32
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

Q13137


Top

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
10241CALCOCO2HTA11_347_2000001011HumanColorectumAD1.35e-196.79e-01-0.1954
10241CALCOCO2F007HumanColorectumFAP1.47e-02-3.87e-010.1176
10241CALCOCO2A002-C-010HumanColorectumFAP9.67e-03-2.55e-010.242
10241CALCOCO2A001-C-207HumanColorectumFAP1.98e-03-2.86e-010.1278
10241CALCOCO2A015-C-203HumanColorectumFAP4.15e-13-2.92e-01-0.1294
10241CALCOCO2A015-C-204HumanColorectumFAP4.24e-02-2.48e-01-0.0228
10241CALCOCO2A002-C-201HumanColorectumFAP1.77e-08-3.27e-010.0324
10241CALCOCO2A001-C-108HumanColorectumFAP3.06e-07-1.79e-01-0.0272
10241CALCOCO2A002-C-205HumanColorectumFAP2.93e-09-1.99e-01-0.1236
10241CALCOCO2A015-C-006HumanColorectumFAP2.91e-09-4.04e-01-0.0994
10241CALCOCO2A015-C-106HumanColorectumFAP1.46e-05-1.79e-01-0.0511
10241CALCOCO2A002-C-114HumanColorectumFAP5.79e-09-2.90e-01-0.1561
10241CALCOCO2A015-C-104HumanColorectumFAP3.06e-13-1.41e-01-0.1899
10241CALCOCO2A001-C-014HumanColorectumFAP6.58e-07-2.06e-010.0135
10241CALCOCO2A002-C-016HumanColorectumFAP8.33e-12-2.96e-010.0521
10241CALCOCO2A015-C-002HumanColorectumFAP7.85e-05-2.76e-01-0.0763
10241CALCOCO2A001-C-203HumanColorectumFAP1.07e-03-2.02e-01-0.0481
10241CALCOCO2A002-C-116HumanColorectumFAP9.48e-16-3.09e-01-0.0452
10241CALCOCO2A014-C-008HumanColorectumFAP2.16e-06-2.09e-01-0.191
10241CALCOCO2A018-E-020HumanColorectumFAP5.51e-08-1.63e-01-0.2034
Page: 1 2 3 4 5 6 7 8 

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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0016032ColorectumADviral process168/3918415/187234.67e-203.66e-17168
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:0022411ColorectumADcellular component disassembly147/3918443/187238.53e-106.76e-08147
GO:0010506ColorectumADregulation of autophagy111/3918317/187233.57e-092.35e-07111
GO:0016236ColorectumADmacroautophagy103/3918291/187236.76e-094.15e-07103
GO:0032984ColorectumADprotein-containing complex disassembly81/3918224/187239.41e-084.65e-0681
GO:0061912ColorectumADselective autophagy29/391868/187234.20e-057.39e-0429
GO:0016241ColorectumADregulation of macroautophagy50/3918141/187234.55e-057.92e-0450
GO:0010508ColorectumADpositive regulation of autophagy43/3918124/187232.64e-043.27e-0343
GO:0043244ColorectumADregulation of protein-containing complex disassembly41/3918121/187236.22e-046.48e-0341
GO:0043243ColorectumADpositive regulation of protein-containing complex disassembly14/391835/187237.92e-034.73e-0214
GO:00160324ColorectumFAPviral process114/2622415/187233.00e-132.63e-10114
GO:00098964ColorectumFAPpositive regulation of catabolic process126/2622492/187233.76e-122.56e-09126
GO:00313314ColorectumFAPpositive regulation of cellular catabolic process110/2622427/187236.09e-112.19e-08110
GO:00105063ColorectumFAPregulation of autophagy80/2622317/187236.43e-084.54e-0680
GO:00162363ColorectumFAPmacroautophagy70/2622291/187232.73e-061.02e-0470
GO:00224114ColorectumFAPcellular component disassembly97/2622443/187233.44e-061.23e-0497
GO:00329844ColorectumFAPprotein-containing complex disassembly54/2622224/187233.37e-057.48e-0454
GO:00162413ColorectumFAPregulation of macroautophagy38/2622141/187233.78e-058.13e-0438
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa04137ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa041371ColorectumADMitophagy - animal29/209272/84652.49e-031.35e-028.59e-0329
hsa051318ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa041378ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa051319ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa041379ColorectumFAPMitophagy - animal20/140472/84651.14e-023.92e-022.38e-0220
hsa0513110ColorectumCRCShigellosis59/1091247/84651.19e-065.41e-053.66e-0559
hsa0413710ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa0513111ColorectumCRCShigellosis59/1091247/84651.19e-065.41e-053.66e-0559
hsa0413711ColorectumCRCMitophagy - animal17/109172/84658.74e-034.00e-022.71e-0217
hsa0513139EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa0413730EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa0516420EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05131114EsophagusHGINShigellosis71/1383247/84654.89e-077.98e-066.34e-0671
hsa04137113EsophagusHGINMitophagy - animal23/138372/84657.69e-047.59e-036.03e-0323
hsa05164110EsophagusHGINInfluenza A42/1383171/84653.41e-032.54e-022.02e-0242
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
Page: 1 2 3 

Top

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
Page: 1 

Top

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.
Page: 1 

Top

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
CALCOCO2SNVMissense_Mutationc.742N>Cp.Glu248Glnp.E248QQ13137protein_codingtolerated(0.08)benign(0.249)TCGA-AN-A0XW-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
CALCOCO2SNVMissense_Mutationc.489N>Cp.Gln163Hisp.Q163HQ13137protein_codingdeleterious(0)probably_damaging(0.987)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
CALCOCO2SNVMissense_Mutationc.712N>Ap.Glu238Lysp.E238KQ13137protein_codingtolerated(0.08)possibly_damaging(0.78)TCGA-S3-AA14-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
CALCOCO2SNVMissense_Mutationc.1073N>Gp.Glu358Glyp.E358GQ13137protein_codingdeleterious(0.02)possibly_damaging(0.729)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
CALCOCO2SNVMissense_Mutationc.25C>Tp.Pro9Serp.P9SQ13137protein_codingdeleterious(0.01)probably_damaging(0.928)TCGA-AA-3692-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyfolinicPD
CALCOCO2SNVMissense_Mutationnovelc.840N>Tp.Glu280Aspp.E280DQ13137protein_codingdeleterious(0.04)benign(0.281)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CALCOCO2SNVMissense_Mutationrs769234486c.95N>Gp.Tyr32Cysp.Y32CQ13137protein_codingdeleterious(0.02)possibly_damaging(0.5)TCGA-AG-A01Y-01Colorectumrectum adenocarcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CALCOCO2SNVMissense_Mutationnovelc.912G>Tp.Lys304Asnp.K304NQ13137protein_codingdeleterious(0.04)possibly_damaging(0.511)TCGA-AJ-A2QO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CALCOCO2SNVMissense_Mutationc.544G>Ap.Glu182Lysp.E182KQ13137protein_codingtolerated(0.15)benign(0.02)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CALCOCO2SNVMissense_Mutationrs759040135c.1244C>Tp.Pro415Leup.P415LQ13137protein_codingtolerated(1)benign(0)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
Page: 1 2 3 4 

Top

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
Page: 1