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: ZNF91

Gene summary for ZNF91

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF91

Gene ID

7644

Gene namezinc finger protein 91
Gene AliasHPF7
Cytomap19p12
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q05481


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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
7644ZNF91HTA11_3410_2000001011HumanColorectumAD9.24e-35-7.84e-010.0155
7644ZNF91HTA11_2487_2000001011HumanColorectumSER3.69e-06-4.73e-01-0.1808
7644ZNF91HTA11_2951_2000001011HumanColorectumAD1.62e-04-7.59e-010.0216
7644ZNF91HTA11_1938_2000001011HumanColorectumAD1.36e-06-2.93e-01-0.0811
7644ZNF91HTA11_78_2000001011HumanColorectumAD3.80e-03-3.44e-01-0.1088
7644ZNF91HTA11_3361_2000001011HumanColorectumAD1.30e-05-4.55e-01-0.1207
7644ZNF91HTA11_83_2000001011HumanColorectumSER1.29e-03-4.68e-01-0.1526
7644ZNF91HTA11_696_2000001011HumanColorectumAD4.24e-04-3.37e-01-0.1464
7644ZNF91HTA11_866_2000001011HumanColorectumAD9.36e-07-3.58e-01-0.1001
7644ZNF91HTA11_1391_2000001011HumanColorectumAD3.32e-09-4.42e-01-0.059
7644ZNF91HTA11_5212_2000001011HumanColorectumAD4.63e-06-4.93e-01-0.2061
7644ZNF91HTA11_5216_2000001011HumanColorectumSER4.01e-02-5.56e-01-0.1462
7644ZNF91HTA11_546_2000001011HumanColorectumAD4.85e-02-4.69e-01-0.0842
7644ZNF91HTA11_7862_2000001011HumanColorectumAD6.01e-03-4.96e-01-0.0179
7644ZNF91HTA11_866_3004761011HumanColorectumAD6.83e-34-8.34e-010.096
7644ZNF91HTA11_4255_2000001011HumanColorectumSER5.01e-03-7.06e-010.0446
7644ZNF91HTA11_9408_2000001011HumanColorectumAD2.91e-07-1.05e+000.0451
7644ZNF91HTA11_8622_2000001021HumanColorectumSER1.51e-05-6.73e-010.0528
7644ZNF91HTA11_10623_2000001011HumanColorectumAD9.13e-05-4.16e-01-0.0177
7644ZNF91HTA11_10711_2000001011HumanColorectumAD4.56e-07-4.77e-010.0338
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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
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
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:0051052ColorectumADregulation of DNA metabolic process116/3918359/187232.47e-071.00e-05116
GO:00510521ColorectumSERregulation of DNA metabolic process83/2897359/187238.03e-051.77e-0383
GO:00510522ColorectumMSSregulation of DNA metabolic process108/3467359/187235.86e-083.10e-06108
GO:00510524ColorectumFAPregulation of DNA metabolic process84/2622359/187239.80e-074.38e-0584
GO:00510525ColorectumCRCregulation of DNA metabolic process70/2078359/187231.75e-068.92e-0570
GO:005105215EsophagusESCCregulation of DNA metabolic process232/8552359/187232.40e-131.13e-11232
GO:0051053LiverNAFLDnegative regulation of DNA metabolic process26/1882125/187232.52e-044.12e-0326
GO:00510526LiverNAFLDregulation of DNA metabolic process56/1882359/187235.95e-047.92e-0356
GO:005105211LiverCirrhoticregulation of DNA metabolic process114/4634359/187231.48e-039.85e-03114
GO:005105221LiverHCCregulation of DNA metabolic process198/7958359/187237.62e-071.17e-05198
GO:00510529ProstateBPHregulation of DNA metabolic process89/3107359/187234.07e-054.36e-0489
GO:005105212ProstateTumorregulation of DNA metabolic process88/3246359/187233.23e-042.59e-0388
GO:005105218ThyroidPTCregulation of DNA metabolic process171/5968359/187232.52e-108.33e-09171
GO:00510532ThyroidPTCnegative regulation of DNA metabolic process53/5968125/187238.39e-033.53e-0253
GO:005105219ThyroidATCregulation of DNA metabolic process183/6293359/187235.97e-122.30e-10183
GO:00510531ThyroidATCnegative regulation of DNA metabolic process57/6293125/187233.47e-031.55e-0257
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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
ZNF91MLUMBreastIDCN4BP2L2,XIST,SSFA2, etc.5.44e-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.
ZNF91CD8TCMCervixN_HPVZNF708,ATM,MTHFR, etc.1.10e-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.
ZNF91M1MACLungADJAC244131.2,SCGB3A2,SLC12A2, etc.1.24e-04The 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.
ZNF91TFHLungADJAC244131.2,SCGB3A2,SLC12A2, etc.1.37e-05The 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.
ZNF91NEUTLungADJAC244131.2,SCGB3A2,SLC12A2, etc.2.62e-03The 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.
ZNF91MALTBLungADJAC244131.2,SCGB3A2,SLC12A2, etc.1.75e-04The 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.
ZNF91BMEMLungADJAC244131.2,SCGB3A2,SLC12A2, etc.8.21e-06The 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.
ZNF91GCLungADJAC244131.2,SCGB3A2,SLC12A2, etc.2.37e-04The 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.
ZNF91MDSCLungADJAC244131.2,SCGB3A2,SLC12A2, etc.0.00e+00The 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.
ZNF91CD4TNOral cavityEOLPCD200R1,JHY,PAXIP1-AS2, etc.1.44e-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.
∗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
ZNF91SNVMissense_Mutationc.2684N>Tp.Ser895Leup.S895LQ05481protein_codingdeleterious(0)possibly_damaging(0.807)TCGA-A1-A0SF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytcSD
ZNF91SNVMissense_Mutationc.635G>Cp.Cys212Serp.C212SQ05481protein_codingdeleterious(0.01)possibly_damaging(0.597)TCGA-A2-A0YG-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ZNF91SNVMissense_Mutationc.920N>Tp.Ser307Leup.S307LQ05481protein_codingdeleterious(0.01)benign(0.199)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF91SNVMissense_Mutationc.1025N>Ap.Arg342Lysp.R342KQ05481protein_codingtolerated(0.35)benign(0.086)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZNF91SNVMissense_Mutationnovelc.1676N>Tp.Ser559Leup.S559LQ05481protein_codingdeleterious(0)benign(0.078)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF91SNVMissense_Mutationc.2905N>Ap.Glu969Lysp.E969KQ05481protein_codingtolerated(0.72)possibly_damaging(0.863)TCGA-BH-A1FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
ZNF91SNVMissense_Mutationc.3305G>Cp.Gly1102Alap.G1102AQ05481protein_codingdeleterious(0.04)probably_damaging(0.928)TCGA-E2-A14X-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydoxorubicinSD
ZNF91SNVMissense_Mutationnovelc.2635G>Cp.Glu879Glnp.E879QQ05481protein_codingdeleterious(0.02)probably_damaging(0.964)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ZNF91SNVMissense_Mutationc.2301G>Cp.Glu767Aspp.E767DQ05481protein_codingdeleterious(0.05)possibly_damaging(0.598)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
ZNF91SNVMissense_Mutationnovelc.1961G>Cp.Gly654Alap.G654AQ05481protein_codingdeleterious(0.01)possibly_damaging(0.671)TCGA-EW-A423-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
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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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