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: ZNF277

Gene summary for ZNF277

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ZNF277

Gene ID

11179

Gene namezinc finger protein 277
Gene AliasNRIF4
Cytomap7q31.1
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

Q9NRM2


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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
11179ZNF277LZE4THumanEsophagusESCC5.03e-051.12e-010.0811
11179ZNF277LZE22THumanEsophagusESCC5.19e-042.81e-010.068
11179ZNF277LZE24THumanEsophagusESCC1.92e-193.69e-010.0596
11179ZNF277LZE21THumanEsophagusESCC2.22e-031.25e-010.0655
11179ZNF277P1T-EHumanEsophagusESCC4.02e-142.84e-010.0875
11179ZNF277P2T-EHumanEsophagusESCC2.80e-111.71e-010.1177
11179ZNF277P4T-EHumanEsophagusESCC1.09e-153.78e-010.1323
11179ZNF277P5T-EHumanEsophagusESCC1.61e-091.92e-010.1327
11179ZNF277P8T-EHumanEsophagusESCC1.81e-162.06e-010.0889
11179ZNF277P9T-EHumanEsophagusESCC2.49e-122.86e-010.1131
11179ZNF277P10T-EHumanEsophagusESCC3.04e-162.96e-010.116
11179ZNF277P11T-EHumanEsophagusESCC2.25e-112.95e-010.1426
11179ZNF277P12T-EHumanEsophagusESCC2.15e-306.24e-010.1122
11179ZNF277P15T-EHumanEsophagusESCC3.27e-381.01e+000.1149
11179ZNF277P16T-EHumanEsophagusESCC1.15e-182.59e-010.1153
11179ZNF277P19T-EHumanEsophagusESCC2.14e-033.82e-010.1662
11179ZNF277P20T-EHumanEsophagusESCC5.70e-381.01e+000.1124
11179ZNF277P21T-EHumanEsophagusESCC1.76e-224.08e-010.1617
11179ZNF277P22T-EHumanEsophagusESCC1.04e-122.06e-010.1236
11179ZNF277P23T-EHumanEsophagusESCC5.31e-162.02e-010.108
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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
∗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:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:003461420EsophagusESCCcellular response to reactive oxygen species103/8552155/187231.34e-072.17e-06103
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:00703018EsophagusESCCcellular response to hydrogen peroxide68/855298/187231.70e-062.03e-0568
GO:00075699EsophagusESCCcell aging81/8552132/187232.00e-041.27e-0381
GO:00903984EsophagusESCCcellular senescence54/855293/187231.08e-023.67e-0254
GO:00069797LiverNAFLDresponse to oxidative stress78/1882446/187237.85e-074.29e-0578
GO:00621977LiverNAFLDcellular response to chemical stress54/1882337/187233.83e-045.73e-0354
GO:00425427LiverNAFLDresponse to hydrogen peroxide28/1882146/187236.01e-047.97e-0328
GO:00003027LiverNAFLDresponse to reactive oxygen species38/1882222/187237.63e-049.63e-0338
GO:00075687LiverNAFLDaging53/1882339/187237.78e-049.77e-0353
GO:00345997LiverNAFLDcellular response to oxidative stress46/1882288/187231.07e-031.25e-0246
GO:00075692LiverNAFLDcell aging23/1882132/187236.18e-034.62e-0223
GO:000697922LiverHCCresponse to oxidative stress281/7958446/187239.75e-191.24e-16281
GO:006219722LiverHCCcellular response to chemical stress216/7958337/187236.86e-165.44e-14216
GO:003459922LiverHCCcellular response to oxidative stress183/7958288/187233.65e-131.93e-11183
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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
ZNF277SNVMissense_Mutationc.359N>Ap.Arg120Lysp.R120KQ9NRM2protein_codingtolerated(0.43)benign(0.017)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ZNF277SNVMissense_Mutationc.1321N>Gp.Gln441Glup.Q441EQ9NRM2protein_codingtolerated(0.08)benign(0.003)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
ZNF277SNVMissense_Mutationc.49C>Tp.Arg17Cysp.R17CQ9NRM2protein_codingtolerated_low_confidence(0.08)benign(0)TCGA-EW-A1PB-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
ZNF277SNVMissense_Mutationnovelc.686N>Cp.Cys229Serp.C229SQ9NRM2protein_codingdeleterious(0)probably_damaging(0.999)TCGA-LL-A8F5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
ZNF277insertionNonsense_Mutationnovelc.43_44insTGGCTTCTTAATAGTCTCAACCCTAAAAGGAGTAACTGTCp.Glu15ValfsTer4p.E15Vfs*4Q9NRM2protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ZNF277SNVMissense_Mutationc.86N>Gp.Tyr29Cysp.Y29CQ9NRM2protein_codingtolerated_low_confidence(0.17)benign(0)TCGA-C5-A1ME-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF277SNVMissense_Mutationnovelc.1123N>Gp.His375Aspp.H375DQ9NRM2protein_codingdeleterious(0)probably_damaging(0.998)TCGA-ZJ-AB0I-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
ZNF277deletionFrame_Shift_Delnovelc.21delNp.Ala9LeufsTer19p.A9Lfs*19Q9NRM2protein_codingTCGA-HG-A2PA-01Cervixcervical & endocervical cancerFemale<65I/IIUnspecificTaxolPD
ZNF277SNVMissense_Mutationnovelc.902C>Ap.Ser301Tyrp.S301YQ9NRM2protein_codingtolerated(0.51)possibly_damaging(0.757)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
ZNF277SNVMissense_Mutationrs369502185c.1051N>Tp.Arg351Trpp.R351WQ9NRM2protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
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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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