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: NIPAL2

Gene summary for NIPAL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

NIPAL2

Gene ID

79815

Gene nameNIPA like domain containing 2
Gene AliasNPAL2
Cytomap8q22.2
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q9H841


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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
79815NIPAL2HTA11_3410_2000001011HumanColorectumAD4.47e-04-3.61e-010.0155
79815NIPAL2HTA11_1938_2000001011HumanColorectumAD9.58e-034.00e-01-0.0811
79815NIPAL2HTA11_347_2000001011HumanColorectumAD6.33e-054.21e-01-0.1954
79815NIPAL2HTA11_866_3004761011HumanColorectumAD7.73e-06-4.30e-010.096
79815NIPAL2HTA11_99999970781_79442HumanColorectumMSS6.10e-08-2.72e-010.294
79815NIPAL2HTA11_99999974143_84620HumanColorectumMSS6.14e-07-3.90e-010.3005
79815NIPAL2A015-C-203HumanColorectumFAP2.95e-24-3.86e-01-0.1294
79815NIPAL2A015-C-204HumanColorectumFAP6.20e-03-2.76e-01-0.0228
79815NIPAL2A002-C-201HumanColorectumFAP3.66e-07-3.39e-010.0324
79815NIPAL2A002-C-203HumanColorectumFAP1.13e-02-7.04e-020.2786
79815NIPAL2A001-C-119HumanColorectumFAP8.75e-06-4.12e-01-0.1557
79815NIPAL2A001-C-108HumanColorectumFAP2.40e-13-2.97e-01-0.0272
79815NIPAL2A002-C-205HumanColorectumFAP1.77e-13-4.02e-01-0.1236
79815NIPAL2A001-C-104HumanColorectumFAP4.58e-02-1.59e-010.0184
79815NIPAL2A015-C-005HumanColorectumFAP5.64e-03-3.10e-01-0.0336
79815NIPAL2A015-C-006HumanColorectumFAP4.15e-10-3.97e-01-0.0994
79815NIPAL2A015-C-106HumanColorectumFAP4.89e-11-2.20e-01-0.0511
79815NIPAL2A002-C-114HumanColorectumFAP4.85e-11-4.00e-01-0.1561
79815NIPAL2A015-C-104HumanColorectumFAP1.09e-29-5.05e-01-0.1899
79815NIPAL2A001-C-014HumanColorectumFAP3.85e-11-2.06e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:1903830ColorectumFAPmagnesium ion transmembrane transport7/262217/187235.62e-033.61e-027
GO:0015693ColorectumFAPmagnesium ion transport7/262218/187238.10e-034.77e-027
GO:19038301ColorectumCRCmagnesium ion transmembrane transport7/207817/187231.46e-031.57e-027
GO:00156931ColorectumCRCmagnesium ion transport7/207818/187232.16e-032.11e-027
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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
NIPAL2SNVMissense_Mutationnovelc.293N>Tp.Ala98Valp.A98VQ9H841protein_codingtolerated(0.36)benign(0.034)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
NIPAL2insertionFrame_Shift_Insnovelc.162_163insCAATCCAGATATATGATTTGCAAATATTTTCp.Ile55GlnfsTer83p.I55Qfs*83Q9H841protein_codingTCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
NIPAL2deletionFrame_Shift_Delc.667_668delGTp.Val223TyrfsTer17p.V223Yfs*17Q9H841protein_codingTCGA-D8-A1XG-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
NIPAL2SNVMissense_Mutationc.586N>Ap.Leu196Ilep.L196IQ9H841protein_codingdeleterious(0.05)probably_damaging(0.973)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
NIPAL2SNVMissense_Mutationnovelc.1093N>Cp.Thr365Prop.T365PQ9H841protein_codingdeleterious(0)benign(0.216)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
NIPAL2SNVMissense_Mutationc.753G>Tp.Met251Ilep.M251IQ9H841protein_codingdeleterious(0)benign(0.11)TCGA-AG-3878-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
NIPAL2SNVMissense_Mutationnovelc.723G>Ap.Met241Ilep.M241IQ9H841protein_codingtolerated(0.08)benign(0.044)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
NIPAL2SNVMissense_Mutationnovelc.809N>Gp.Thr270Argp.T270RQ9H841protein_codingtolerated(0.06)possibly_damaging(0.679)TCGA-A5-A1OJ-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NIPAL2SNVMissense_Mutationc.586C>Ap.Leu196Ilep.L196IQ9H841protein_codingdeleterious(0.05)probably_damaging(0.973)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
NIPAL2SNVMissense_Mutationrs754625483c.191N>Tp.Ser64Phep.S64FQ9H841protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AP-A056-01Endometriumuterine corpus endometrioid 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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