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: NIBAN2

Gene summary for NIBAN2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIBAN2

Gene ID

64855

Gene nameniban apoptosis regulator 2
Gene AliasC9orf88
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

A0A024R872


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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
64855NIBAN2CA_HPV_1HumanCervixCC8.99e-03-1.34e-010.0264
64855NIBAN2CCI_2HumanCervixCC1.99e-101.21e+000.5249
64855NIBAN2CCI_3HumanCervixCC1.26e-047.80e-010.516
64855NIBAN2TumorHumanCervixCC2.75e-23-4.06e-010.1241
64855NIBAN2sample3HumanCervixCC7.54e-062.32e-010.1387
64855NIBAN2H2HumanCervixHSIL_HPV7.49e-166.61e-010.0632
64855NIBAN2L1HumanCervixCC3.51e-073.03e-010.0802
64855NIBAN2HTA11_3410_2000001011HumanColorectumAD9.94e-304.97e-010.0155
64855NIBAN2HTA11_2487_2000001011HumanColorectumSER7.46e-501.28e+00-0.1808
64855NIBAN2HTA11_2951_2000001011HumanColorectumAD1.20e-125.85e-010.0216
64855NIBAN2HTA11_1938_2000001011HumanColorectumAD2.81e-481.20e+00-0.0811
64855NIBAN2HTA11_78_2000001011HumanColorectumAD8.91e-337.20e-01-0.1088
64855NIBAN2HTA11_347_2000001011HumanColorectumAD4.26e-691.11e+00-0.1954
64855NIBAN2HTA11_411_2000001011HumanColorectumSER3.87e-321.62e+00-0.2602
64855NIBAN2HTA11_2112_2000001011HumanColorectumSER7.50e-211.07e+00-0.2196
64855NIBAN2HTA11_3361_2000001011HumanColorectumAD2.22e-421.22e+00-0.1207
64855NIBAN2HTA11_83_2000001011HumanColorectumSER2.66e-349.92e-01-0.1526
64855NIBAN2HTA11_696_2000001011HumanColorectumAD2.19e-761.29e+00-0.1464
64855NIBAN2HTA11_866_2000001011HumanColorectumAD3.73e-548.91e-01-0.1001
64855NIBAN2HTA11_1391_2000001011HumanColorectumAD6.83e-561.21e+00-0.059
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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
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
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
∗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:005109810CervixCCregulation of binding80/2311363/187231.32e-076.42e-0680
GO:00107206CervixCCpositive regulation of cell development64/2311298/187235.69e-061.41e-0464
GO:005109910CervixCCpositive regulation of binding42/2311173/187231.07e-052.33e-0442
GO:00615647CervixCCaxon development89/2311467/187231.71e-053.27e-0489
GO:005110110CervixCCregulation of DNA binding31/2311118/187232.91e-054.81e-0431
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00072194CervixCCNotch signaling pathway39/2311172/187231.08e-041.38e-0339
GO:00074097CervixCCaxonogenesis78/2311418/187231.14e-041.43e-0378
GO:00085933CervixCCregulation of Notch signaling pathway25/231195/187231.61e-041.93e-0325
GO:00147064CervixCCstriated muscle tissue development72/2311384/187231.76e-042.07e-0372
GO:00459955CervixCCregulation of embryonic development19/231164/187231.78e-042.09e-0319
GO:00426924CervixCCmuscle cell differentiation69/2311384/187238.12e-047.09e-0369
GO:00510528CervixCCregulation of DNA metabolic process65/2311359/187239.25e-047.84e-0365
GO:00433888CervixCCpositive regulation of DNA binding15/231156/187232.60e-031.80e-0215
GO:00075173CervixCCmuscle organ development58/2311327/187232.73e-031.85e-0258
GO:19013423CervixCCregulation of vasculature development60/2311348/187234.48e-032.72e-0260
GO:20002789CervixCCregulation of DNA biosynthetic process23/2311106/187234.65e-032.81e-0223
GO:00457653CervixCCregulation of angiogenesis59/2311342/187234.73e-032.83e-0259
GO:00511464CervixCCstriated muscle cell differentiation50/2311283/187235.53e-033.19e-0250
GO:00075192CervixCCskeletal muscle tissue development30/2311155/187237.97e-034.18e-0230
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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
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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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