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: ZRANB2

Gene summary for ZRANB2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZRANB2

Gene ID

9406

Gene namezinc finger RANBP2-type containing 2
Gene AliasZIS
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O95218


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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
9406ZRANB2HTA11_3410_2000001011HumanColorectumAD1.52e-21-7.05e-010.0155
9406ZRANB2HTA11_2951_2000001011HumanColorectumAD1.44e-04-9.02e-010.0216
9406ZRANB2HTA11_347_2000001011HumanColorectumAD3.06e-145.77e-01-0.1954
9406ZRANB2HTA11_3361_2000001011HumanColorectumAD2.26e-04-6.25e-01-0.1207
9406ZRANB2HTA11_696_2000001011HumanColorectumAD1.32e-08-4.35e-01-0.1464
9406ZRANB2HTA11_866_2000001011HumanColorectumAD3.04e-02-3.50e-01-0.1001
9406ZRANB2HTA11_5212_2000001011HumanColorectumAD6.75e-04-7.75e-01-0.2061
9406ZRANB2HTA11_866_3004761011HumanColorectumAD1.06e-10-6.68e-010.096
9406ZRANB2HTA11_4255_2000001011HumanColorectumSER4.38e-02-6.98e-010.0446
9406ZRANB2HTA11_9408_2000001011HumanColorectumAD2.43e-02-8.36e-010.0451
9406ZRANB2HTA11_8622_2000001021HumanColorectumSER6.46e-04-7.26e-010.0528
9406ZRANB2HTA11_10711_2000001011HumanColorectumAD7.21e-05-5.57e-010.0338
9406ZRANB2HTA11_7696_3000711011HumanColorectumAD4.44e-09-4.71e-010.0674
9406ZRANB2HTA11_6818_2000001011HumanColorectumAD5.44e-03-6.90e-010.0112
9406ZRANB2HTA11_6818_2000001021HumanColorectumAD4.80e-07-7.12e-010.0588
9406ZRANB2HTA11_99999973899_84307HumanColorectumMSS1.07e-03-6.10e-010.2585
9406ZRANB2HTA11_99999974143_84620HumanColorectumMSS2.38e-31-7.41e-010.3005
9406ZRANB2F007HumanColorectumFAP9.15e-04-2.79e-010.1176
9406ZRANB2A002-C-010HumanColorectumFAP7.27e-08-2.45e-010.242
9406ZRANB2A001-C-207HumanColorectumFAP1.94e-05-2.07e-010.1278
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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
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:00083801ColorectumSERRNA splicing123/2897434/187233.84e-128.41e-10123
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00083804ColorectumFAPRNA splicing108/2622434/187237.90e-101.86e-07108
GO:00083805ColorectumCRCRNA splicing90/2078434/187232.80e-097.97e-0790
GO:000838016EndometriumAEHRNA splicing111/2100434/187232.42e-171.12e-14111
GO:000838017EndometriumEECRNA splicing111/2168434/187232.45e-161.13e-13111
GO:000838026EsophagusHGINRNA splicing160/2587434/187233.74e-341.12e-30160
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:00083807LiverNAFLDRNA splicing70/1882434/187234.62e-051.10e-0370
GO:000838012LiverCirrhoticRNA splicing229/4634434/187239.13e-372.86e-33229
GO:000838022LiverHCCRNA splicing313/7958434/187231.36e-361.73e-33313
GO:00083808LungIACRNA splicing75/2061434/187234.89e-051.12e-0375
GO:000838013LungAISRNA splicing68/1849434/187238.50e-052.11e-0368
GO:000838023LungMIACRNA splicing44/967434/187231.56e-051.07e-0344
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:000838025Oral cavityEOLPRNA splicing115/2218434/187232.24e-173.04e-14115
GO:000838033Oral cavityNEOLPRNA splicing110/2005434/187232.29e-182.72e-15110
GO:000838018ProstateBPHRNA splicing147/3107434/187235.17e-192.29e-16147
GO:000838019ProstateTumorRNA splicing153/3246434/187239.15e-205.79e-17153
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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
ZRANB2SNVMissense_Mutationc.783N>Tp.Arg261Serp.R261SO95218protein_codingdeleterious_low_confidence(0.02)benign(0.037)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZRANB2SNVMissense_Mutationc.212G>Tp.Cys71Phep.C71FO95218protein_codingdeleterious(0)probably_damaging(0.99)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
ZRANB2insertionNonsense_Mutationnovelc.119_120insAGGATTATAAATTTGTATTGGAAAAGTTp.Glu41GlyfsTer3p.E41Gfs*3O95218protein_codingTCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
ZRANB2insertionNonsense_Mutationnovelc.118_119insATTTCTGATCCTp.Thr40delinsAsnPheTerSerSerp.T40delinsNF*SSO95218protein_codingTCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
ZRANB2SNVMissense_Mutationnovelc.460N>Ap.Glu154Lysp.E154KO95218protein_codingtolerated(0.19)benign(0.099)TCGA-C5-A7X5-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
ZRANB2SNVMissense_Mutationc.245N>Ap.Arg82Lysp.R82KO95218protein_codingdeleterious(0)benign(0.065)TCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZRANB2SNVMissense_Mutationnovelc.326N>Cp.Arg109Thrp.R109TO95218protein_codingdeleterious(0)possibly_damaging(0.879)TCGA-FU-A3HY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZRANB2SNVMissense_Mutationrs746948520c.691N>Gp.Ser231Alap.S231AO95218protein_codingdeleterious(0.02)benign(0.007)TCGA-HG-A2PA-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificTaxolPD
ZRANB2SNVMissense_Mutationc.298N>Gp.Thr100Alap.T100AO95218protein_codingdeleterious(0.02)possibly_damaging(0.899)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
ZRANB2insertionFrame_Shift_Insnovelc.246_247insAp.Ser83IlefsTer4p.S83Ifs*4O95218protein_codingTCGA-DG-A2KH-01Cervixcervical & endocervical cancerFemale<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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