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: ZER1

Gene summary for ZER1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZER1

Gene ID

10444

Gene namezyg-11 related cell cycle regulator
Gene AliasC9orf60
Cytomap9q34.11
Gene Typeprotein-coding
GO ID

GO:0006508

UniProtAcc

A0A024R8B0


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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
10444ZER1CCI_2HumanCervixCC2.39e-097.69e-010.5249
10444ZER1CCI_3HumanCervixCC1.13e-075.45e-010.516
10444ZER1HTA11_347_2000001011HumanColorectumAD1.01e-104.97e-01-0.1954
10444ZER1HTA11_411_2000001011HumanColorectumSER2.83e-029.48e-01-0.2602
10444ZER1HTA11_696_2000001011HumanColorectumAD3.50e-115.37e-01-0.1464
10444ZER1HTA11_546_2000001011HumanColorectumAD2.29e-023.11e-01-0.0842
10444ZER1A015-C-203HumanColorectumFAP2.96e-05-4.51e-02-0.1294
10444ZER1A002-C-205HumanColorectumFAP2.89e-04-9.88e-02-0.1236
10444ZER1A015-C-006HumanColorectumFAP2.47e-021.48e-02-0.0994
10444ZER1A002-C-114HumanColorectumFAP8.08e-03-1.14e-01-0.1561
10444ZER1A015-C-104HumanColorectumFAP6.12e-06-1.08e-01-0.1899
10444ZER1A001-C-014HumanColorectumFAP2.83e-02-9.96e-020.0135
10444ZER1A002-C-016HumanColorectumFAP5.62e-04-1.64e-010.0521
10444ZER1A002-C-116HumanColorectumFAP4.75e-08-1.43e-01-0.0452
10444ZER1A014-C-008HumanColorectumFAP2.78e-02-1.91e-01-0.191
10444ZER1A018-E-020HumanColorectumFAP1.23e-04-2.20e-01-0.2034
10444ZER1F034HumanColorectumFAP4.93e-04-1.20e-01-0.0665
10444ZER1HTA12-25-1HumanPancreasPDAC2.54e-045.91e-010.313
10444ZER1HTA12-26-1HumanPancreasPDAC1.39e-075.71e-010.3728
10444ZER1HTA12-29-1HumanPancreasPDAC2.46e-205.90e-010.3722
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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
∗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:004217610CervixCCregulation of protein catabolic process104/2311391/187239.39e-159.36e-12104
GO:004586210CervixCCpositive regulation of proteolysis95/2311372/187231.84e-126.86e-1095
GO:190336210CervixCCregulation of cellular protein catabolic process72/2311255/187235.98e-122.10e-0972
GO:004573210CervixCCpositive regulation of protein catabolic process65/2311231/187237.44e-111.39e-0865
GO:001049810CervixCCproteasomal protein catabolic process111/2311490/187238.98e-111.58e-08111
GO:000989610CervixCCpositive regulation of catabolic process109/2311492/187235.26e-106.99e-08109
GO:190305010CervixCCregulation of proteolysis involved in cellular protein catabolic process60/2311221/187231.82e-091.98e-0760
GO:200005810CervixCCregulation of ubiquitin-dependent protein catabolic process47/2311164/187231.63e-081.25e-0647
GO:004316110CervixCCproteasome-mediated ubiquitin-dependent protein catabolic process91/2311412/187231.65e-081.25e-0691
GO:003133110CervixCCpositive regulation of cellular catabolic process91/2311427/187239.64e-085.25e-0691
GO:190336410CervixCCpositive regulation of cellular protein catabolic process43/2311155/187231.80e-078.28e-0643
GO:006113610CervixCCregulation of proteasomal protein catabolic process48/2311187/187234.63e-071.77e-0548
GO:003243410CervixCCregulation of proteasomal ubiquitin-dependent protein catabolic process38/2311134/187234.99e-071.88e-0538
GO:19030528CervixCCpositive regulation of proteolysis involved in cellular protein catabolic process34/2311133/187232.28e-054.01e-0434
GO:200006010CervixCCpositive regulation of ubiquitin-dependent protein catabolic process29/2311107/187232.77e-054.62e-0429
GO:00324369CervixCCpositive regulation of proteasomal ubiquitin-dependent protein catabolic process25/231190/187236.22e-058.90e-0425
GO:19018008CervixCCpositive regulation of proteasomal protein catabolic process29/2311114/187239.71e-051.27e-0329
GO:0042176ColorectumADregulation of protein catabolic process160/3918391/187231.06e-197.34e-17160
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:1903362ColorectumADregulation of cellular protein catabolic process109/3918255/187232.14e-156.08e-13109
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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
ZER1SNVMissense_Mutationc.1048N>Ap.Asp350Asnp.D350NQ7Z7L7protein_codingtolerated(0.15)benign(0.08)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZER1SNVMissense_Mutationc.974N>Tp.Pro325Leup.P325LQ7Z7L7protein_codingdeleterious(0)benign(0.435)TCGA-C8-A12W-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
ZER1insertionFrame_Shift_Insnovelc.1917_1918insAGCTTGGGp.His640SerfsTer36p.H640Sfs*36Q7Z7L7protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ZER1insertionFrame_Shift_Insnovelc.1915_1916insGCGTCCAGCTGAGCCCAAGATTTCAAGAp.Ser639CysfsTer15p.S639Cfs*15Q7Z7L7protein_codingTCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ZER1insertionFrame_Shift_Insnovelc.2163_2164insGCTTTCACTGCAGCATCTAAAATGTCACCGCCTCCAGTTCTCGAGTTp.Ile722AlafsTer25p.I722Afs*25Q7Z7L7protein_codingTCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
ZER1SNVMissense_Mutationnovelc.1837N>Cp.Phe613Leup.F613LQ7Z7L7protein_codingdeleterious(0.01)probably_damaging(0.982)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
ZER1SNVMissense_Mutationrs754228946c.1099N>Tp.Arg367Trpp.R367WQ7Z7L7protein_codingdeleterious(0)probably_damaging(0.985)TCGA-C5-A1MP-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZER1SNVMissense_Mutationnovelc.2261G>Ap.Cys754Tyrp.C754YQ7Z7L7protein_codingdeleterious(0)probably_damaging(0.979)TCGA-C5-A3HD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
ZER1SNVMissense_Mutationnovelc.1829N>Tp.Thr610Ilep.T610IQ7Z7L7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-EK-A2R9-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZER1SNVMissense_Mutationnovelc.463N>Cp.Glu155Glnp.E155QQ7Z7L7protein_codingtolerated(0.05)benign(0.094)TCGA-HM-A4S6-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
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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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