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: NIPBL

Gene summary for NIPBL

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIPBL

Gene ID

25836

Gene nameNIPBL cohesin loading factor
Gene AliasCDLS
Cytomap5p13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q6KC79


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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
25836NIPBLCA_HPV_1HumanCervixCC1.37e-04-2.30e-020.0264
25836NIPBLCCI_1HumanCervixCC9.89e-101.17e+000.528
25836NIPBLCCI_2HumanCervixCC4.93e-141.43e+000.5249
25836NIPBLCCI_3HumanCervixCC7.15e-221.54e+000.516
25836NIPBLL1HumanCervixCC3.45e-02-2.24e-010.0802
25836NIPBLHTA11_3410_2000001011HumanColorectumAD2.54e-22-5.55e-010.0155
25836NIPBLHTA11_2487_2000001011HumanColorectumSER7.15e-08-5.15e-01-0.1808
25836NIPBLHTA11_2951_2000001011HumanColorectumAD3.09e-06-9.36e-010.0216
25836NIPBLHTA11_347_2000001011HumanColorectumAD2.04e-023.42e-01-0.1954
25836NIPBLHTA11_3361_2000001011HumanColorectumAD7.59e-05-6.33e-01-0.1207
25836NIPBLHTA11_5212_2000001011HumanColorectumAD2.95e-05-6.37e-01-0.2061
25836NIPBLHTA11_7862_2000001011HumanColorectumAD8.56e-04-5.34e-01-0.0179
25836NIPBLHTA11_866_3004761011HumanColorectumAD9.82e-07-5.06e-010.096
25836NIPBLHTA11_4255_2000001011HumanColorectumSER1.75e-02-4.71e-010.0446
25836NIPBLHTA11_8622_2000001021HumanColorectumSER3.33e-03-5.94e-010.0528
25836NIPBLHTA11_10711_2000001011HumanColorectumAD1.04e-08-5.15e-010.0338
25836NIPBLHTA11_7696_3000711011HumanColorectumAD4.25e-11-4.70e-010.0674
25836NIPBLHTA11_7469_2000001011HumanColorectumAD1.52e-02-8.13e-01-0.0124
25836NIPBLHTA11_11156_2000001011HumanColorectumAD3.91e-03-7.98e-010.0397
25836NIPBLHTA11_6818_2000001021HumanColorectumAD4.22e-02-4.12e-010.0588
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
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:000706213ThyroidATCsister chromatid cohesion35/629362/187231.81e-041.23e-0335
GO:000630212ThyroidATCdouble-strand break repair110/6293251/187234.48e-042.65e-03110
GO:000706413ThyroidATCmitotic sister chromatid cohesion18/629328/187238.70e-044.72e-0318
GO:001016511ThyroidATCresponse to X-ray20/629333/187231.33e-036.96e-0320
GO:003526414ThyroidATCmulticellular organism growth61/6293132/187231.73e-038.66e-0361
GO:19048882ThyroidATCcranial skeletal system development35/629368/187231.76e-038.71e-0335
GO:009031211ThyroidATCpositive regulation of protein deacetylation16/629325/187231.81e-038.90e-0316
GO:00485688ThyroidATCembryonic organ development172/6293427/187232.08e-039.84e-03172
GO:00351074ThyroidATCappendage morphogenesis63/6293138/187232.13e-031.00e-0263
GO:00351084ThyroidATClimb morphogenesis63/6293138/187232.13e-031.00e-0263
GO:004863815ThyroidATCregulation of developmental growth136/6293330/187232.17e-031.02e-02136
GO:00487368ThyroidATCappendage development76/6293172/187232.41e-031.12e-0276
GO:00601738ThyroidATClimb development76/6293172/187232.41e-031.12e-0276
GO:007148115ThyroidATCcellular response to X-ray10/629314/187234.31e-031.80e-0210
GO:0003151ThyroidATCoutflow tract morphogenesis36/629374/187235.19e-032.12e-0236
GO:007019915ThyroidATCestablishment of protein localization to chromosome15/629325/187236.08e-032.44e-0215
GO:00903116ThyroidATCregulation of protein deacetylation25/629348/187236.27e-032.50e-0225
GO:00487011ThyroidATCembryonic cranial skeleton morphogenesis24/629346/187237.13e-032.82e-0224
GO:00303262ThyroidATCembryonic limb morphogenesis52/6293116/187237.67e-033.00e-0252
GO:00351132ThyroidATCembryonic appendage morphogenesis52/6293116/187237.67e-033.00e-0252
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa041106CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa0411013CervixCCCell cycle36/1267157/84654.94e-031.67e-029.86e-0336
hsa04110ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041101ColorectumFAPCell cycle37/1404157/84651.44e-024.77e-022.90e-0237
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041104LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa0411011LiverCirrhoticCell cycle61/2530157/84659.53e-033.21e-021.98e-0261
hsa041102LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041103LiverHCCCell cycle106/4020157/84652.54e-073.04e-061.69e-06106
hsa041105LungIACCell cycle30/1053157/84651.03e-023.83e-022.54e-0230
hsa0411012LungIACCell cycle30/1053157/84651.03e-023.83e-022.54e-0230
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411041Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411051Oral cavityEOLPCell cycle42/1218157/84653.20e-051.61e-049.52e-0542
hsa0411061Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
hsa0411071Oral cavityNEOLPCell cycle37/1112157/84652.29e-041.58e-039.95e-0437
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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
NIPBLSNVMissense_Mutationnovelc.692N>Tp.Ser231Leup.S231LQ6KC79protein_codingtolerated_low_confidence(0.08)benign(0.039)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
NIPBLSNVMissense_Mutationc.3923N>Tp.Ala1308Valp.A1308VQ6KC79protein_codingtolerated(0.31)benign(0.14)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
NIPBLSNVMissense_Mutationnovelc.5410N>Tp.Pro1804Serp.P1804SQ6KC79protein_codingdeleterious(0.03)possibly_damaging(0.615)TCGA-A7-A26I-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
NIPBLSNVMissense_Mutationc.5518N>Gp.Leu1840Valp.L1840VQ6KC79protein_codingdeleterious(0.04)probably_damaging(0.922)TCGA-A8-A06X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NIPBLSNVMissense_Mutationnovelc.4337N>Gp.Glu1446Glyp.E1446GQ6KC79protein_codingdeleterious(0)possibly_damaging(0.835)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
NIPBLSNVMissense_Mutationc.792N>Ap.Met264Ilep.M264IQ6KC79protein_codingtolerated_low_confidence(0.62)benign(0)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NIPBLSNVMissense_Mutationc.1105N>Ap.Asp369Asnp.D369NQ6KC79protein_codingdeleterious_low_confidence(0.01)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
NIPBLSNVMissense_Mutationnovelc.6454C>Tp.Arg2152Trpp.R2152WQ6KC79protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NIPBLSNVMissense_Mutationnovelc.2250N>Cp.Lys750Asnp.K750NQ6KC79protein_codingtolerated_low_confidence(0.06)benign(0.296)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NIPBLSNVMissense_Mutationnovelc.5156N>Ap.Arg1719Glnp.R1719QQ6KC79protein_codingtolerated(0.17)benign(0.005)TCGA-AN-A046-01Breastbreast 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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