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: PHF1

Gene summary for PHF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PHF1

Gene ID

5252

Gene namePHD finger protein 1
Gene AliasMTF2L2
Cytomap6p21.32
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A140VJR4


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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
5252PHF1LZE4THumanEsophagusESCC7.65e-078.03e-020.0811
5252PHF1LZE5THumanEsophagusESCC5.01e-031.84e-010.0514
5252PHF1LZE8THumanEsophagusESCC3.01e-03-7.49e-030.067
5252PHF1LZE20THumanEsophagusESCC2.18e-133.21e-010.0662
5252PHF1LZE22THumanEsophagusESCC6.43e-063.87e-010.068
5252PHF1LZE24THumanEsophagusESCC2.92e-164.77e-010.0596
5252PHF1LZE21THumanEsophagusESCC7.54e-063.77e-010.0655
5252PHF1LZE6THumanEsophagusESCC3.97e-053.62e-020.0845
5252PHF1P1T-EHumanEsophagusESCC8.89e-044.33e-010.0875
5252PHF1P2T-EHumanEsophagusESCC9.01e-325.60e-010.1177
5252PHF1P4T-EHumanEsophagusESCC1.75e-132.00e-010.1323
5252PHF1P5T-EHumanEsophagusESCC3.61e-091.37e-020.1327
5252PHF1P8T-EHumanEsophagusESCC4.91e-221.77e-010.0889
5252PHF1P9T-EHumanEsophagusESCC5.14e-051.32e-010.1131
5252PHF1P10T-EHumanEsophagusESCC9.41e-162.13e-010.116
5252PHF1P11T-EHumanEsophagusESCC2.00e-226.26e-010.1426
5252PHF1P12T-EHumanEsophagusESCC5.68e-303.01e-010.1122
5252PHF1P15T-EHumanEsophagusESCC1.48e-202.58e-010.1149
5252PHF1P16T-EHumanEsophagusESCC1.49e-213.22e-010.1153
5252PHF1P17T-EHumanEsophagusESCC2.23e-074.82e-010.1278
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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
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
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:00165705CervixCChistone modification84/2311463/187231.70e-042.01e-0384
GO:00182054CervixCCpeptidyl-lysine modification62/2311376/187231.04e-024.97e-0262
GO:0016570ColorectumMSShistone modification113/3467463/187238.37e-048.68e-03113
GO:00165701ColorectumFAPhistone modification94/2622463/187231.06e-041.76e-0394
GO:00165702ColorectumCRChistone modification75/2078463/187234.95e-047.06e-0375
GO:00182057EsophagusHGINpeptidyl-lysine modification88/2587376/187232.99e-071.39e-0588
GO:00165708EsophagusHGINhistone modification92/2587463/187231.70e-043.30e-0392
GO:00064735EsophagusHGINprotein acetylation45/2587201/187236.17e-048.58e-0345
GO:00183945EsophagusHGINpeptidyl-lysine acetylation39/2587169/187237.46e-049.90e-0339
GO:00435435EsophagusHGINprotein acylation51/2587243/187231.33e-031.57e-0251
GO:00064755EsophagusHGINinternal protein amino acid acetylation36/2587160/187231.87e-032.01e-0236
GO:00183935EsophagusHGINinternal peptidyl-lysine acetylation35/2587158/187232.82e-032.75e-0235
GO:001657015EsophagusESCChistone modification323/8552463/187232.61e-267.88e-24323
GO:014001414EsophagusESCCmitotic nuclear division218/8552287/187236.17e-261.78e-23218
GO:000007011EsophagusESCCmitotic sister chromatid segregation138/8552168/187231.37e-222.63e-20138
GO:00008194EsophagusESCCsister chromatid segregation157/8552202/187238.41e-211.33e-18157
GO:001820514EsophagusESCCpeptidyl-lysine modification259/8552376/187233.90e-205.26e-18259
GO:000705911EsophagusESCCchromosome segregation238/8552346/187231.72e-181.82e-16238
GO:00482853EsophagusESCCorganelle fission301/8552488/187234.64e-132.12e-11301
GO:001839413EsophagusESCCpeptidyl-lysine acetylation123/8552169/187236.58e-132.94e-11123
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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
PHF1SNVMissense_Mutationnovelc.938A>Gp.Lys313Argp.K313RO43189protein_codingdeleterious(0.03)possibly_damaging(0.757)TCGA-A7-A4SE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
PHF1SNVMissense_Mutationrs767831440c.748C>Tp.Arg250Cysp.R250CO43189protein_codingdeleterious(0)possibly_damaging(0.725)TCGA-AC-A3W6-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
PHF1SNVMissense_Mutationrs759664324c.314T>Gp.Val105Glyp.V105GO43189protein_codingdeleterious(0)benign(0.386)TCGA-AN-A0AT-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHF1SNVMissense_Mutationnovelc.188N>Gp.Val63Glyp.V63GO43189protein_codingdeleterious(0)possibly_damaging(0.829)TCGA-AO-A1KT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyfluorouracilSD
PHF1SNVMissense_Mutationrs368297880c.41N>Tp.Ser14Leup.S14LO43189protein_codingtolerated_low_confidence(0.13)benign(0)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
PHF1insertionFrame_Shift_Insnovelc.844_845insTTATCACCAGGACTGCCATGTTCCCAGGGp.Ser282PhefsTer105p.S282Ffs*105O43189protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHF1deletionFrame_Shift_Delnovelc.237delNp.Pro80LeufsTer72p.P80Lfs*72O43189protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PHF1insertionFrame_Shift_Insnovelc.456_457insAp.Tyr156LeufsTer58p.Y156Lfs*58O43189protein_codingTCGA-OL-A66P-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
PHF1SNVMissense_Mutationrs779056192c.445G>Tp.Gly149Cysp.G149CO43189protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PHF1SNVMissense_Mutationnovelc.691N>Cp.Glu231Glnp.E231QO43189protein_codingtolerated(0.13)benign(0.021)TCGA-VS-A958-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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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