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: NCAPH2

Gene summary for NCAPH2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCAPH2

Gene ID

29781

Gene namenon-SMC condensin II complex subunit H2
Gene AliasCAPH2
Cytomap22q13.33
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q6IBW4


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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
29781NCAPH2LZE7THumanEsophagusESCC8.89e-042.23e-010.0667
29781NCAPH2LZE8THumanEsophagusESCC4.52e-026.05e-020.067
29781NCAPH2LZE22THumanEsophagusESCC2.53e-022.19e-010.068
29781NCAPH2LZE24THumanEsophagusESCC7.45e-042.18e-010.0596
29781NCAPH2LZE21THumanEsophagusESCC1.75e-034.09e-010.0655
29781NCAPH2LZE6THumanEsophagusESCC9.70e-041.59e-010.0845
29781NCAPH2P2T-EHumanEsophagusESCC5.84e-152.99e-010.1177
29781NCAPH2P4T-EHumanEsophagusESCC1.37e-071.68e-010.1323
29781NCAPH2P5T-EHumanEsophagusESCC1.63e-142.79e-010.1327
29781NCAPH2P8T-EHumanEsophagusESCC5.71e-203.75e-010.0889
29781NCAPH2P9T-EHumanEsophagusESCC6.77e-061.48e-010.1131
29781NCAPH2P10T-EHumanEsophagusESCC9.55e-112.69e-010.116
29781NCAPH2P11T-EHumanEsophagusESCC3.50e-093.15e-010.1426
29781NCAPH2P12T-EHumanEsophagusESCC1.78e-264.62e-010.1122
29781NCAPH2P15T-EHumanEsophagusESCC4.14e-184.52e-010.1149
29781NCAPH2P16T-EHumanEsophagusESCC3.56e-082.27e-010.1153
29781NCAPH2P17T-EHumanEsophagusESCC1.40e-073.95e-010.1278
29781NCAPH2P19T-EHumanEsophagusESCC5.57e-042.84e-010.1662
29781NCAPH2P20T-EHumanEsophagusESCC6.50e-092.69e-010.1124
29781NCAPH2P21T-EHumanEsophagusESCC2.66e-112.20e-010.1617
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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
∗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: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:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:00988133EsophagusESCCnuclear chromosome segregation187/8552281/187231.00e-124.36e-11187
GO:00002802EsophagusESCCnuclear division270/8552439/187231.17e-114.24e-10270
GO:00513062EsophagusESCCmitotic sister chromatid separation52/855267/187239.14e-081.52e-0652
GO:00513042EsophagusESCCchromosome separation64/855296/187232.61e-052.20e-0464
GO:00070761EsophagusESCCmitotic chromosome condensation15/855217/187233.48e-042.03e-0315
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:19031317EsophagusESCCmononuclear cell differentiation226/8552426/187231.20e-035.88e-03226
GO:00302176EsophagusESCCT cell differentiation137/8552257/187238.09e-032.87e-02137
GO:00300984EsophagusESCClymphocyte differentiation192/8552374/187231.52e-024.93e-02192
GO:014001411LiverHCCmitotic nuclear division174/7958287/187233.74e-101.23e-08174
GO:0000070LiverHCCmitotic sister chromatid segregation110/7958168/187231.42e-094.25e-08110
GO:00008191LiverHCCsister chromatid segregation128/7958202/187231.59e-094.73e-08128
GO:0007059LiverHCCchromosome segregation197/7958346/187233.57e-087.87e-07197
GO:0098813LiverHCCnuclear chromosome segregation157/7958281/187233.82e-064.95e-05157
GO:0048285LiverHCCorganelle fission254/7958488/187231.07e-051.23e-04254
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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
NCAPH2SNVMissense_Mutationc.1033N>Ap.Glu345Lysp.E345KQ6IBW4protein_codingtolerated(0.13)probably_damaging(0.994)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NCAPH2SNVMissense_Mutationrs567035246c.1484G>Ap.Arg495Hisp.R495HQ6IBW4protein_codingtolerated(0.13)benign(0.042)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
NCAPH2SNVMissense_Mutationc.754N>Tp.Pro252Serp.P252SQ6IBW4protein_codingtolerated(0.14)benign(0.027)TCGA-C8-A1HJ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCAPH2deletionFrame_Shift_Delnovelc.390delCp.Asn130LysfsTer52p.N130Kfs*52Q6IBW4protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
NCAPH2SNVMissense_Mutationnovelc.241N>Ap.Ala81Thrp.A81TQ6IBW4protein_codingtolerated(0.34)possibly_damaging(0.856)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCAPH2SNVMissense_Mutationnovelc.1580N>Tp.Ser527Leup.S527LQ6IBW4protein_codingdeleterious(0)possibly_damaging(0.536)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
NCAPH2SNVMissense_Mutationc.1039N>Gp.Leu347Valp.L347VQ6IBW4protein_codingtolerated(1)benign(0.022)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
NCAPH2SNVMissense_Mutationc.805N>Cp.Glu269Glnp.E269QQ6IBW4protein_codingtolerated(0.43)probably_damaging(0.997)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
NCAPH2SNVMissense_Mutationc.302N>Ap.Arg101Lysp.R101KQ6IBW4protein_codingtolerated(0.12)benign(0.153)TCGA-EA-A43B-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
NCAPH2SNVMissense_Mutationrs748497607c.136G>Ap.Glu46Lysp.E46KQ6IBW4protein_codingtolerated(0.35)benign(0.011)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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