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

Home

Download

Statistics

Help

Contact

Center for Computational Systems Medicine
leaf

Gene summary

leaf

Malignant transformation analysis

leaf

Malignant transformation related pathway analysis

leaf

Cell-cell communication analysis

leaf

Single-cell gene regulatory network inference analysis

leaf

Somatic mutation of malignant transformation related genes

leaf

Related drugs of malignant transformation related genes

Gene: ZFP91

Gene summary for ZFP91

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZFP91

Gene ID

80829

Gene nameZFP91 zinc finger protein, atypical E3 ubiquitin ligase
Gene AliasDMS-8
Cytomap11q12.1
Gene Typeprotein-coding
GO ID

GO:0000209

UniProtAcc

A0A024R4Z4


Top

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
80829ZFP91CCII_1HumanCervixCC8.34e-03-2.23e-010.3249
80829ZFP91sample1HumanCervixCC1.59e-106.29e-010.0959
80829ZFP91T1HumanCervixCC1.70e-215.97e-010.0918
80829ZFP91HTA11_2487_2000001011HumanColorectumSER4.68e-082.15e-01-0.1808
80829ZFP91HTA11_1938_2000001011HumanColorectumAD2.24e-041.98e-01-0.0811
80829ZFP91HTA11_78_2000001011HumanColorectumAD2.42e-133.79e-01-0.1088
80829ZFP91HTA11_347_2000001011HumanColorectumAD2.70e-305.15e-01-0.1954
80829ZFP91HTA11_411_2000001011HumanColorectumSER1.20e-074.72e-01-0.2602
80829ZFP91HTA11_83_2000001011HumanColorectumSER5.74e-082.71e-01-0.1526
80829ZFP91HTA11_696_2000001011HumanColorectumAD1.42e-142.76e-01-0.1464
80829ZFP91HTA11_866_2000001011HumanColorectumAD4.40e-092.16e-01-0.1001
80829ZFP91HTA11_1391_2000001011HumanColorectumAD2.00e-122.80e-01-0.059
80829ZFP91HTA11_2992_2000001011HumanColorectumSER2.14e-074.01e-01-0.1706
80829ZFP91HTA11_5212_2000001011HumanColorectumAD5.12e-053.01e-01-0.2061
80829ZFP91HTA11_5216_2000001011HumanColorectumSER3.40e-032.52e-01-0.1462
80829ZFP91HTA11_546_2000001011HumanColorectumAD4.17e-021.36e-01-0.0842
80829ZFP91HTA11_7862_2000001011HumanColorectumAD4.79e-052.16e-01-0.0179
80829ZFP91HTA11_866_3004761011HumanColorectumAD2.04e-082.00e-010.096
80829ZFP91HTA11_4255_2000001011HumanColorectumSER3.40e-032.52e-010.0446
80829ZFP91HTA11_7663_2000001011HumanColorectumSER7.58e-063.09e-010.0131
Page: 1 2 3 4 5 6 7 

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
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
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.

Top

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).
Page: 1 2 3 4 5 6 7 8 9 

check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:00458608CervixCCpositive regulation of protein kinase activity85/2311386/187235.61e-083.29e-0685
GO:00002097CervixCCprotein polyubiquitination58/2311236/187231.57e-077.41e-0658
GO:00705343CervixCCprotein K63-linked ubiquitination14/231156/187236.93e-033.74e-0214
GO:0000209ColorectumADprotein polyubiquitination78/3918236/187238.71e-062.06e-0478
GO:0033674ColorectumADpositive regulation of kinase activity131/3918467/187231.28e-041.85e-03131
GO:0045860ColorectumADpositive regulation of protein kinase activity107/3918386/187238.01e-047.92e-03107
GO:0070534ColorectumADprotein K63-linked ubiquitination20/391856/187237.57e-034.58e-0220
GO:00002091ColorectumSERprotein polyubiquitination58/2897236/187231.69e-043.18e-0358
GO:00336741ColorectumSERpositive regulation of kinase activity95/2897467/187232.62e-032.41e-0295
GO:00458601ColorectumSERpositive regulation of protein kinase activity79/2897386/187234.85e-033.79e-0279
GO:00002092ColorectumMSSprotein polyubiquitination72/3467236/187235.19e-061.42e-0472
GO:00336742ColorectumMSSpositive regulation of kinase activity122/3467467/187232.50e-055.21e-04122
GO:00458602ColorectumMSSpositive regulation of protein kinase activity102/3467386/187236.93e-051.20e-03102
GO:00705341ColorectumMSSprotein K63-linked ubiquitination21/346756/187236.51e-047.06e-0321
GO:00336743ColorectumMSI-Hpositive regulation of kinase activity53/1319467/187233.99e-048.98e-0353
GO:00458603ColorectumMSI-Hpositive regulation of protein kinase activity45/1319386/187236.03e-041.19e-0245
GO:000020917EsophagusESCCprotein polyubiquitination170/8552236/187231.40e-161.09e-14170
GO:007053413EsophagusESCCprotein K63-linked ubiquitination44/855256/187234.84e-076.50e-0644
GO:004586018EsophagusESCCpositive regulation of protein kinase activity219/8552386/187236.91e-066.97e-05219
Page: 1 2 3 4 

check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
Page: 1 

Top

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
Page: 1 

Top

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
ZFP91MASTLungMIACGAB3,RAB27B,AC005562.1, etc.2.64e-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.
Page: 1 

Top

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
ZFP91SNVMissense_Mutationnovelc.1024T>Ap.Tyr342Asnp.Y342NQ96JP5protein_codingdeleterious(0)possibly_damaging(0.829)TCGA-A1-A0SD-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFP91SNVMissense_Mutationnovelc.1307G>Cp.Gly436Alap.G436AQ96JP5protein_codingdeleterious(0.02)benign(0.299)TCGA-A7-A2KD-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
ZFP91SNVMissense_Mutationc.1006N>Tp.His336Tyrp.H336YQ96JP5protein_codingdeleterious(0)possibly_damaging(0.714)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ZFP91SNVMissense_Mutationc.1562G>Ap.Ser521Asnp.S521NQ96JP5protein_codingtolerated_low_confidence(0.11)benign(0.038)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZFP91SNVMissense_Mutationnovelc.1151C>Tp.Ser384Phep.S384FQ96JP5protein_codingdeleterious(0)probably_damaging(0.964)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
ZFP91SNVMissense_Mutationrs371090648c.449N>Ap.Arg150Glnp.R150QQ96JP5protein_codingdeleterious_low_confidence(0)probably_damaging(0.921)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
ZFP91SNVMissense_Mutationc.1441N>Ap.Glu481Lysp.E481KQ96JP5protein_codingdeleterious_low_confidence(0)probably_damaging(0.98)TCGA-D8-A1JD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
ZFP91SNVMissense_Mutationnovelc.1217N>Tp.Gly406Valp.G406VQ96JP5protein_codingdeleterious(0)probably_damaging(0.999)TCGA-EW-A1OZ-01Breastbreast invasive carcinomaFemale<65I/IITargeted Molecular therapytrastuzumabSD
ZFP91insertionFrame_Shift_Insnovelc.1314dupAp.Phe439IlefsTer2p.F439Ifs*2Q96JP5protein_codingTCGA-AN-A04D-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZFP91SNVMissense_Mutationc.718N>Cp.Glu240Glnp.E240QQ96JP5protein_codingdeleterious(0.04)benign(0.026)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
Page: 1 2 3 4 5 6 7 8 

Top

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
Page: 1