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: ZNF90

Gene summary for ZNF90

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF90

Gene ID

7643

Gene namezinc finger protein 90
Gene AliasHTF9
Cytomap19p12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q03938


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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
7643ZNF90GSM4909281HumanBreastIDC5.60e-215.29e-010.21
7643ZNF90GSM4909311HumanBreastIDC8.34e-04-9.27e-020.1534
7643ZNF90GSM4909319HumanBreastIDC8.07e-06-1.15e-010.1563
7643ZNF90GSM4909320HumanBreastIDC4.52e-085.89e-010.1575
7643ZNF90GSM4909321HumanBreastIDC1.46e-062.87e-010.1559
7643ZNF90DCIS2HumanBreastDCIS2.19e-03-8.95e-020.0085
7643ZNF90EEC-subject2HumanEndometriumEEC3.98e-03-1.25e-01-0.2607
7643ZNF90EEC-subject3HumanEndometriumEEC1.09e-10-1.30e-01-0.2525
7643ZNF90EEC-subject5HumanEndometriumEEC1.82e-05-1.36e-01-0.249
7643ZNF90GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.14e-501.21e+00-0.1869
7643ZNF90GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.60e-521.28e+00-0.1875
7643ZNF90GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC2.61e-701.41e+00-0.1883
7643ZNF90GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.35e-358.85e-01-0.1934
7643ZNF90GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.20e-611.17e+00-0.1917
7643ZNF90GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC2.80e-491.07e+00-0.1916
7643ZNF90S41HumanLiverCirrhotic1.99e-06-7.80e-01-0.0343
7643ZNF90S42HumanLiverHCC1.07e-02-6.48e-01-0.0103
7643ZNF90S43HumanLiverCirrhotic6.77e-38-7.67e-01-0.0187
7643ZNF90S44HumanLiverHCC2.02e-02-7.80e-01-0.0083
7643ZNF90HCC1_MengHumanLiverHCC7.20e-36-7.70e-010.0246
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
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
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
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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
ZNF90CAFBreastHealthyGNB2L1,RPS17,ATP5E, etc.3.88e-01The 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.
ZNF90MSCBreastPrecancerGNB2L1,RPS17,ATP5E, etc.3.30e-01The 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.
ZNF90TH1LungIACRARRES3,FAM65B,GLTSCR2, etc.2.30e-01The 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.
ZNF90ALVMACLungIACRARRES3,FAM65B,GLTSCR2, etc.9.93e-02The 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.
ZNF90GCLungIACRARRES3,FAM65B,GLTSCR2, etc.6.66e-02The 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.
ZNF90MMCLungIACRARRES3,FAM65B,GLTSCR2, etc.2.85e-02The 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.
∗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
ZNF90SNVMissense_Mutationnovelc.1171N>Gp.His391Aspp.H391DQ03938protein_codingdeleterious(0)probably_damaging(0.992)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ZNF90SNVMissense_Mutationc.310N>Ap.Glu104Lysp.E104KQ03938protein_codingtolerated(0.62)benign(0.042)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF90SNVMissense_Mutationc.1376N>Cp.Gly459Alap.G459AQ03938protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
ZNF90SNVMissense_Mutationnovelc.1082N>Ap.Arg361Lysp.R361KQ03938protein_codingtolerated(0.37)benign(0.009)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF90SNVMissense_Mutationc.1242N>Gp.Ile414Metp.I414MQ03938protein_codingdeleterious(0.03)possibly_damaging(0.793)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZNF90SNVMissense_Mutationc.1621N>Cp.Glu541Glnp.E541QQ03938protein_codingtolerated(0.08)benign(0.25)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZNF90SNVMissense_Mutationc.266A>Gp.Gln89Argp.Q89RQ03938protein_codingtolerated(0.06)benign(0.057)TCGA-D8-A1Y3-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicine+cyclophosphamideSD
ZNF90insertionFrame_Shift_Insnovelc.17_18insCp.Arg7Terp.R7*Q03938protein_codingTCGA-D8-A1XW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycin+cyclophosphamideSD
ZNF90SNVMissense_Mutationnovelc.1648T>Cp.Ser550Prop.S550PQ03938protein_codingdeleterious(0.01)benign(0.029)TCGA-C5-A8XJ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinSD
ZNF90SNVMissense_Mutationnovelc.1116T>Ap.Asp372Glup.D372EQ03938protein_codingtolerated(1)benign(0.003)TCGA-DS-A1OA-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycarboplatinPD
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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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