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: NCAPG2

Gene summary for NCAPG2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCAPG2

Gene ID

54892

Gene namenon-SMC condensin II complex subunit G2
Gene Alias3KS
Cytomap7q36.3
Gene Typeprotein-coding
GO ID

GO:0000070

UniProtAcc

B3KRQ2


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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
54892NCAPG2LZE2THumanEsophagusESCC1.30e-024.92e-010.082
54892NCAPG2LZE7THumanEsophagusESCC1.88e-021.55e-010.0667
54892NCAPG2LZE22THumanEsophagusESCC9.85e-032.86e-010.068
54892NCAPG2LZE24THumanEsophagusESCC1.64e-051.69e-010.0596
54892NCAPG2LZE6THumanEsophagusESCC6.73e-031.98e-010.0845
54892NCAPG2P2T-EHumanEsophagusESCC2.98e-071.72e-010.1177
54892NCAPG2P4T-EHumanEsophagusESCC2.90e-051.81e-010.1323
54892NCAPG2P5T-EHumanEsophagusESCC1.12e-061.90e-010.1327
54892NCAPG2P10T-EHumanEsophagusESCC4.95e-031.39e-010.116
54892NCAPG2P12T-EHumanEsophagusESCC8.50e-041.34e-010.1122
54892NCAPG2P15T-EHumanEsophagusESCC9.46e-112.93e-010.1149
54892NCAPG2P21T-EHumanEsophagusESCC7.33e-113.17e-010.1617
54892NCAPG2P24T-EHumanEsophagusESCC6.44e-071.89e-010.1287
54892NCAPG2P26T-EHumanEsophagusESCC8.26e-051.31e-010.1276
54892NCAPG2P28T-EHumanEsophagusESCC4.15e-061.75e-010.1149
54892NCAPG2P30T-EHumanEsophagusESCC5.37e-043.09e-010.137
54892NCAPG2P31T-EHumanEsophagusESCC7.92e-051.74e-010.1251
54892NCAPG2P32T-EHumanEsophagusESCC1.57e-113.33e-010.1666
54892NCAPG2P37T-EHumanEsophagusESCC7.41e-082.29e-010.1371
54892NCAPG2P48T-EHumanEsophagusESCC9.26e-038.79e-020.0959
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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
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:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:000170119EsophagusESCCin utero embryonic development243/8552367/187231.00e-156.86e-14243
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:0010563111EsophagusESCCnegative regulation of phosphorus metabolic process274/8552442/187232.32e-129.41e-11274
GO:0045936111EsophagusESCCnegative regulation of phosphate metabolic process273/8552441/187233.18e-121.25e-10273
GO:0051348111EsophagusESCCnegative regulation of transferase activity177/8552268/187231.08e-114.00e-10177
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:0042326111EsophagusESCCnegative regulation of phosphorylation237/8552385/187231.86e-105.33e-09237
GO:0001933111EsophagusESCCnegative regulation of protein phosphorylation213/8552342/187233.54e-109.76e-09213
GO:0030099111EsophagusESCCmyeloid cell differentiation232/8552381/187231.22e-092.90e-08232
GO:003367319EsophagusESCCnegative regulation of kinase activity154/8552237/187231.38e-093.27e-08154
GO:003105614EsophagusESCCregulation of histone modification106/8552152/187231.52e-093.55e-08106
GO:000646920EsophagusESCCnegative regulation of protein kinase activity140/8552212/187231.53e-093.56e-08140
GO:00356015EsophagusESCCprotein deacylation79/8552112/187238.30e-081.42e-0679
GO:0002262111EsophagusESCCmyeloid cell homeostasis104/8552157/187231.49e-072.36e-06104
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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
NCAPG2SNVMissense_Mutationc.2170N>Ap.Glu724Lysp.E724KQ86XI2protein_codingdeleterious(0)probably_damaging(0.956)TCGA-A2-A04W-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NCAPG2SNVMissense_Mutationc.2542N>Ap.Glu848Lysp.E848KQ86XI2protein_codingtolerated(0.27)benign(0.057)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NCAPG2SNVMissense_Mutationnovelc.1678G>Ap.Glu560Lysp.E560KQ86XI2protein_codingtolerated(0.43)benign(0.045)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCAPG2insertionFrame_Shift_Insnovelc.2709_2710insTGGATTGGGCTAGTGGCTATTTCCTGGCATCTGTGTGGGAAACCATp.Gln904TrpfsTer39p.Q904Wfs*39Q86XI2protein_codingTCGA-A8-A07Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnspecificExemestaneSD
NCAPG2SNVMissense_Mutationrs370630902c.1997G>Ap.Arg666Hisp.R666HQ86XI2protein_codingdeleterious(0.01)probably_damaging(0.995)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCAPG2SNVMissense_Mutationrs371198970c.563G>Ap.Arg188Hisp.R188HQ86XI2protein_codingtolerated(0.31)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCAPG2SNVMissense_Mutationrs374235532c.1595N>Tp.Pro532Leup.P532LQ86XI2protein_codingdeleterious(0)probably_damaging(0.937)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
NCAPG2SNVMissense_Mutationrs377006246c.2899C>Tp.Arg967Trpp.R967WQ86XI2protein_codingtolerated(0.16)benign(0.003)TCGA-AA-3867-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownPD
NCAPG2SNVMissense_Mutationrs199662183c.1415C>Tp.Ser472Leup.S472LQ86XI2protein_codingdeleterious(0)possibly_damaging(0.867)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NCAPG2SNVMissense_Mutationnovelc.275G>Ap.Ser92Asnp.S92NQ86XI2protein_codingtolerated(0.29)benign(0)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<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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