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: ZCRB1

Gene summary for ZCRB1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZCRB1

Gene ID

85437

Gene namezinc finger CCHC-type and RNA binding motif containing 1
Gene AliasMADP-1
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

A0A024R106


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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
85437ZCRB1HTA11_78_2000001011HumanColorectumAD4.77e-062.86e-01-0.1088
85437ZCRB1HTA11_347_2000001011HumanColorectumAD3.76e-052.82e-01-0.1954
85437ZCRB1HTA11_696_2000001011HumanColorectumAD1.12e-042.32e-01-0.1464
85437ZCRB1HTA11_99999965062_69753HumanColorectumMSI-H3.18e-037.00e-010.3487
85437ZCRB1HTA11_99999971662_82457HumanColorectumMSS3.83e-093.58e-010.3859
85437ZCRB1HTA11_99999973899_84307HumanColorectumMSS8.08e-033.08e-010.2585
85437ZCRB1AEH-subject1HumanEndometriumAEH2.84e-12-3.43e-01-0.3059
85437ZCRB1AEH-subject2HumanEndometriumAEH4.66e-10-3.26e-01-0.2525
85437ZCRB1AEH-subject3HumanEndometriumAEH9.81e-11-3.74e-01-0.2576
85437ZCRB1AEH-subject4HumanEndometriumAEH9.71e-10-3.84e-01-0.2657
85437ZCRB1EEC-subject1HumanEndometriumEEC5.47e-11-3.74e-01-0.2682
85437ZCRB1EEC-subject2HumanEndometriumEEC1.56e-17-4.61e-01-0.2607
85437ZCRB1EEC-subject3HumanEndometriumEEC5.84e-39-4.23e-01-0.2525
85437ZCRB1EEC-subject4HumanEndometriumEEC2.03e-02-2.40e-01-0.2571
85437ZCRB1EEC-subject5HumanEndometriumEEC1.49e-05-2.58e-01-0.249
85437ZCRB1GSM5276934HumanEndometriumEEC1.35e-19-4.50e-01-0.0913
85437ZCRB1GSM5276937HumanEndometriumEEC1.14e-04-3.09e-01-0.0897
85437ZCRB1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC4.56e-29-2.38e-01-0.1869
85437ZCRB1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC6.24e-24-2.41e-01-0.1875
85437ZCRB1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.88e-29-2.27e-01-0.1883
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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
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:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:00083803ColorectumMSI-HRNA splicing82/1319434/187231.22e-164.53e-1482
GO:00003753ColorectumMSI-HRNA splicing, via transesterification reactions67/1319324/187237.99e-162.61e-1367
GO:00003773ColorectumMSI-HRNA splicing, via transesterification reactions with bulged adenosine as nucleophile66/1319320/187231.51e-154.41e-1366
GO:00003983ColorectumMSI-HmRNA splicing, via spliceosome66/1319320/187231.51e-154.41e-1366
GO:000838016EndometriumAEHRNA splicing111/2100434/187232.42e-171.12e-14111
GO:000037515EndometriumAEHRNA splicing, via transesterification reactions88/2100324/187231.11e-153.91e-1388
GO:000037715EndometriumAEHRNA splicing, via transesterification reactions with bulged adenosine as nucleophile87/2100320/187231.51e-154.78e-1387
GO:000039815EndometriumAEHmRNA splicing, via spliceosome87/2100320/187231.51e-154.78e-1387
GO:000838017EndometriumEECRNA splicing111/2168434/187232.45e-161.13e-13111
GO:000037516EndometriumEECRNA splicing, via transesterification reactions88/2168324/187237.46e-152.63e-1288
GO:000037716EndometriumEECRNA splicing, via transesterification reactions with bulged adenosine as nucleophile87/2168320/187239.97e-153.15e-1287
GO:000039816EndometriumEECmRNA splicing, via spliceosome87/2168320/187239.97e-153.15e-1287
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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
ZCRB1SNVMissense_Mutationc.372G>Ap.Met124Ilep.M124IQ8TBF4protein_codingtolerated(0.62)benign(0)TCGA-AN-A0AK-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZCRB1SNVMissense_Mutationc.469G>Cp.Asp157Hisp.D157HQ8TBF4protein_codingdeleterious(0.01)benign(0.259)TCGA-D8-A27M-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapymethotrexate+5SD
ZCRB1SNVMissense_Mutationrs768185852c.382N>Tp.Arg128Cysp.R128CQ8TBF4protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZCRB1SNVMissense_Mutationrs761704622c.599N>Ap.Arg200Hisp.R200HQ8TBF4protein_codingdeleterious(0.03)possibly_damaging(0.707)TCGA-D5-6534-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZCRB1SNVMissense_Mutationrs768185852c.382N>Tp.Arg128Cysp.R128CQ8TBF4protein_codingdeleterious(0.01)probably_damaging(0.941)TCGA-G4-6320-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyoxaliplatinSD
ZCRB1insertionFrame_Shift_Insnovelc.419_420insAp.Lys141GlufsTer4p.K141Efs*4Q8TBF4protein_codingTCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZCRB1deletionFrame_Shift_Delrs758381772c.419delAp.Lys140ArgfsTer13p.K140Rfs*13Q8TBF4protein_codingTCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZCRB1deletionFrame_Shift_Delrs751992496c.552delNp.Lys184AsnfsTer20p.K184Nfs*20Q8TBF4protein_codingTCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
ZCRB1insertionIn_Frame_Insnovelc.170_171insCCCCACp.Leu57delinsPheProThrp.L57delinsFPTQ8TBF4protein_codingTCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZCRB1insertionFrame_Shift_Insnovelc.552dupAp.Trp185MetfsTer13p.W185Mfs*13Q8TBF4protein_codingTCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=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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