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: PHF12

Gene summary for PHF12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PHF12

Gene ID

57649

Gene namePHD finger protein 12
Gene AliasPF1
Cytomap17q11.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96QT6


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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
57649PHF12LZE4THumanEsophagusESCC7.53e-071.15e-010.0811
57649PHF12LZE5THumanEsophagusESCC1.31e-033.73e-010.0514
57649PHF12LZE7THumanEsophagusESCC1.61e-072.83e-010.0667
57649PHF12LZE20THumanEsophagusESCC8.11e-081.08e-010.0662
57649PHF12LZE22THumanEsophagusESCC2.03e-041.84e-010.068
57649PHF12LZE24THumanEsophagusESCC9.55e-141.98e-010.0596
57649PHF12P1T-EHumanEsophagusESCC1.89e-022.80e-010.0875
57649PHF12P2T-EHumanEsophagusESCC7.81e-223.48e-010.1177
57649PHF12P4T-EHumanEsophagusESCC1.25e-172.24e-010.1323
57649PHF12P5T-EHumanEsophagusESCC3.24e-222.11e-010.1327
57649PHF12P8T-EHumanEsophagusESCC1.43e-101.60e-010.0889
57649PHF12P9T-EHumanEsophagusESCC6.02e-121.08e-010.1131
57649PHF12P10T-EHumanEsophagusESCC8.03e-244.52e-010.116
57649PHF12P11T-EHumanEsophagusESCC1.21e-082.27e-010.1426
57649PHF12P12T-EHumanEsophagusESCC2.79e-142.27e-010.1122
57649PHF12P15T-EHumanEsophagusESCC3.46e-202.78e-010.1149
57649PHF12P16T-EHumanEsophagusESCC1.52e-141.98e-010.1153
57649PHF12P17T-EHumanEsophagusESCC3.12e-051.86e-010.1278
57649PHF12P20T-EHumanEsophagusESCC2.26e-055.96e-020.1124
57649PHF12P21T-EHumanEsophagusESCC1.72e-081.06e-010.1617
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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
∗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
∗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
PHF12SNVMissense_Mutationc.2492N>Ap.Gly831Aspp.G831DQ96QT6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A097-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
PHF12SNVMissense_Mutationc.1571N>Ap.Ser524Tyrp.S524YQ96QT6protein_codingtolerated(0.37)possibly_damaging(0.462)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHF12SNVMissense_Mutationnovelc.2423T>Ap.Val808Glup.V808EQ96QT6protein_codingdeleterious(0)probably_damaging(0.916)TCGA-AR-A24U-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PHF12SNVMissense_Mutationnovelc.1160A>Gp.Tyr387Cysp.Y387CQ96QT6protein_codingdeleterious(0)probably_damaging(0.997)TCGA-BH-A0AV-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
PHF12SNVMissense_Mutationc.2859C>Gp.Ile953Metp.I953MQ96QT6protein_codingdeleterious(0)benign(0.311)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHF12SNVMissense_Mutationc.2539N>Ap.Glu847Lysp.E847KQ96QT6protein_codingdeleterious(0.01)probably_damaging(0.956)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
PHF12SNVMissense_Mutationc.1964N>Tp.Thr655Ilep.T655IQ96QT6protein_codingdeleterious(0.01)benign(0.077)TCGA-E9-A1QZ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHF12SNVMissense_Mutationc.1968T>Ap.Asp656Glup.D656EQ96QT6protein_codingtolerated(0.92)benign(0.003)TCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
PHF12SNVMissense_Mutationrs752844713c.356N>Gp.Asn119Serp.N119SQ96QT6protein_codingdeleterious(0.01)probably_damaging(0.978)TCGA-PE-A5DD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
PHF12insertionNonsense_Mutationnovelc.2229_2230insGGGAGGATCGCTTGAGTCTGGGAGGTCAAGGCTGCAGTGAGCTATGp.Met744GlyfsTer5p.M744Gfs*5Q96QT6protein_codingTCGA-A2-A0EQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
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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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