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: NCAPD3

Gene summary for NCAPD3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NCAPD3

Gene ID

23310

Gene namenon-SMC condensin II complex subunit D3
Gene AliasCAP-D3
Cytomap11q25
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P42695


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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
23310NCAPD3LZE7THumanEsophagusESCC2.89e-043.01e-010.0667
23310NCAPD3LZE20THumanEsophagusESCC1.84e-021.02e-010.0662
23310NCAPD3LZE24THumanEsophagusESCC1.11e-061.82e-010.0596
23310NCAPD3P1T-EHumanEsophagusESCC1.04e-022.05e-010.0875
23310NCAPD3P2T-EHumanEsophagusESCC9.52e-091.83e-010.1177
23310NCAPD3P4T-EHumanEsophagusESCC2.78e-236.60e-010.1323
23310NCAPD3P5T-EHumanEsophagusESCC1.56e-051.58e-010.1327
23310NCAPD3P8T-EHumanEsophagusESCC1.51e-112.28e-010.0889
23310NCAPD3P9T-EHumanEsophagusESCC1.07e-041.72e-010.1131
23310NCAPD3P10T-EHumanEsophagusESCC3.33e-173.71e-010.116
23310NCAPD3P12T-EHumanEsophagusESCC1.29e-162.30e-010.1122
23310NCAPD3P15T-EHumanEsophagusESCC2.97e-061.69e-010.1149
23310NCAPD3P16T-EHumanEsophagusESCC2.42e-112.36e-010.1153
23310NCAPD3P19T-EHumanEsophagusESCC5.24e-042.97e-010.1662
23310NCAPD3P20T-EHumanEsophagusESCC1.17e-059.10e-020.1124
23310NCAPD3P21T-EHumanEsophagusESCC7.55e-143.58e-010.1617
23310NCAPD3P22T-EHumanEsophagusESCC6.61e-081.52e-010.1236
23310NCAPD3P23T-EHumanEsophagusESCC5.95e-051.39e-010.108
23310NCAPD3P24T-EHumanEsophagusESCC3.36e-041.32e-010.1287
23310NCAPD3P26T-EHumanEsophagusESCC1.69e-092.27e-010.1276
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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
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
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: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:00070761EsophagusESCCmitotic chromosome condensation15/855217/187233.48e-042.03e-0315
GO:01400145Oral cavityOSCCmitotic nuclear division191/7305287/187231.99e-213.70e-19191
GO:00000702Oral cavityOSCCmitotic sister chromatid segregation118/7305168/187231.89e-161.48e-14118
GO:00008193Oral cavityOSCCsister chromatid segregation135/7305202/187238.88e-166.52e-14135
GO:00070592Oral cavityOSCCchromosome segregation206/7305346/187235.82e-153.76e-13206
GO:00482852Oral cavityOSCCorganelle fission265/7305488/187233.22e-121.27e-10265
GO:00002801Oral cavityOSCCnuclear division237/7305439/187239.62e-112.90e-09237
GO:00988132Oral cavityOSCCnuclear chromosome segregation162/7305281/187231.56e-104.56e-09162
GO:0007076Oral cavityOSCCmitotic chromosome condensation13/730517/187231.92e-038.94e-0313
GO:01400144ProstateBPHmitotic nuclear division67/3107287/187231.87e-031.07e-0267
GO:014001412ProstateTumormitotic nuclear division66/3246287/187238.19e-033.60e-0266
GO:01400148ThyroidPTCmitotic nuclear division135/5968287/187234.90e-081.04e-06135
GO:00000705ThyroidPTCmitotic sister chromatid segregation79/5968168/187232.78e-052.71e-0479
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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
NCAPD3SNVMissense_Mutationc.1826N>Tp.Ala609Valp.A609VP42695protein_codingtolerated(0.15)benign(0.086)TCGA-AO-A0J3-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamideSD
NCAPD3SNVMissense_Mutationnovelc.2681N>Tp.Ser894Leup.S894LP42695protein_codingtolerated(0.24)benign(0.012)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
NCAPD3SNVMissense_Mutationc.3241G>Cp.Glu1081Glnp.E1081QP42695protein_codingtolerated(0.08)probably_damaging(0.989)TCGA-D8-A1J8-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapynolvadexSD
NCAPD3SNVMissense_Mutationc.1483N>Ap.Val495Ilep.V495IP42695protein_codingtolerated(0.4)benign(0)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCAPD3SNVMissense_Mutationc.129N>Tp.Glu43Aspp.E43DP42695protein_codingtolerated(0.08)possibly_damaging(0.653)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
NCAPD3SNVMissense_Mutationrs201766156c.3757N>Cp.Glu1253Glnp.E1253QP42695protein_codingdeleterious(0.05)possibly_damaging(0.845)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
NCAPD3insertionFrame_Shift_Insnovelc.1692_1693insCp.Val566SerfsTer8p.V566Sfs*8P42695protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
NCAPD3insertionFrame_Shift_Insnovelc.1691_1692insGGp.Leu565AspfsTer2p.L565Dfs*2P42695protein_codingTCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
NCAPD3insertionNonsense_Mutationnovelc.299_300insCTAGACAAGGAAp.Val100_His101insTerp.V100_H101ins*P42695protein_codingTCGA-A8-A096-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NCAPD3insertionFrame_Shift_Insrs770284236c.2725_2726insCp.Gln909ProfsTer12p.Q909Pfs*12P42695protein_codingTCGA-AN-A0FY-01Breastbreast invasive carcinomaFemale<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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