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: PHF14

Gene summary for PHF14

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PHF14

Gene ID

9678

Gene namePHD finger protein 14
Gene AliasPHF14
Cytomap7p21.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B4DG57


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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
9678PHF14CA_HPV_1HumanCervixCC9.97e-04-1.68e-010.0264
9678PHF14CA_HPV_3HumanCervixCC1.34e-021.94e-010.0414
9678PHF14CCI_1HumanCervixCC1.77e-036.78e-010.528
9678PHF14CCI_3HumanCervixCC8.06e-035.61e-010.516
9678PHF14HTA11_3410_2000001011HumanColorectumAD3.08e-13-4.80e-010.0155
9678PHF14HTA11_3361_2000001011HumanColorectumAD1.96e-04-4.76e-01-0.1207
9678PHF14HTA11_696_2000001011HumanColorectumAD1.91e-06-2.88e-01-0.1464
9678PHF14HTA11_866_2000001011HumanColorectumAD1.23e-02-2.77e-01-0.1001
9678PHF14HTA11_5212_2000001011HumanColorectumAD6.97e-05-5.89e-01-0.2061
9678PHF14HTA11_99999965062_69753HumanColorectumMSI-H1.60e-069.75e-010.3487
9678PHF14HTA11_99999965104_69814HumanColorectumMSS6.94e-035.24e-010.281
9678PHF14A002-C-010HumanColorectumFAP1.94e-021.71e-010.242
9678PHF14A015-C-203HumanColorectumFAP1.61e-27-2.16e-01-0.1294
9678PHF14A015-C-204HumanColorectumFAP4.66e-04-9.87e-02-0.0228
9678PHF14A014-C-040HumanColorectumFAP9.56e-07-1.53e-01-0.1184
9678PHF14A002-C-201HumanColorectumFAP4.81e-12-1.59e-010.0324
9678PHF14A002-C-203HumanColorectumFAP1.65e-031.77e-010.2786
9678PHF14A001-C-119HumanColorectumFAP2.55e-042.11e-02-0.1557
9678PHF14A001-C-108HumanColorectumFAP6.85e-11-5.98e-02-0.0272
9678PHF14A002-C-205HumanColorectumFAP4.16e-271.44e-02-0.1236
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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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
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
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.

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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:00435432LiverHCCprotein acylation157/7958243/187232.40e-121.12e-10157
GO:00183942LiverHCCpeptidyl-lysine acetylation116/7958169/187235.11e-122.23e-10116
GO:00064752LiverHCCinternal protein amino acid acetylation107/7958160/187233.77e-101.23e-08107
GO:00183932LiverHCCinternal peptidyl-lysine acetylation105/7958158/187239.48e-102.90e-08105
GO:00165732LiverHCChistone acetylation101/7958152/187231.99e-095.63e-08101
GO:0043966LiverHCChistone H3 acetylation37/795861/187233.21e-031.48e-0237
GO:00165704LungIAChistone modification93/2061463/187235.41e-098.03e-0793
GO:00182053LungIACpeptidyl-lysine modification62/2061376/187237.55e-049.82e-0362
GO:001657012LungAIShistone modification81/1849463/187232.30e-072.16e-0581
GO:001657022LungMIAChistone modification45/967463/187233.58e-051.97e-0345
GO:001820511LungMIACpeptidyl-lysine modification34/967376/187231.12e-032.19e-0234
GO:00165707Oral cavityOSCChistone modification270/7305463/187231.59e-171.50e-15270
GO:00182056Oral cavityOSCCpeptidyl-lysine modification216/7305376/187232.32e-131.16e-11216
GO:00435434Oral cavityOSCCprotein acylation149/7305243/187231.33e-125.80e-11149
GO:00183944Oral cavityOSCCpeptidyl-lysine acetylation108/7305169/187234.55e-111.45e-09108
GO:00064734Oral cavityOSCCprotein acetylation124/7305201/187235.59e-111.74e-09124
GO:00165734Oral cavityOSCChistone acetylation96/7305152/187231.35e-093.29e-0896
GO:00183934Oral cavityOSCCinternal peptidyl-lysine acetylation99/7305158/187231.41e-093.39e-0899
GO:00064754Oral cavityOSCCinternal protein amino acid acetylation100/7305160/187231.43e-093.41e-08100
GO:00439661Oral cavityOSCChistone H3 acetylation36/730561/187231.21e-036.10e-0336
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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
PHF14SNVMissense_Mutationc.1852N>Tp.Asp618Tyrp.D618YO94880protein_codingdeleterious(0)possibly_damaging(0.77)TCGA-A8-A07R-01Breastbreast invasive carcinomaFemale>=65III/IVAncillaryzoledronicSD
PHF14SNVMissense_Mutationrs751491414c.2396N>Ap.Arg799Glnp.R799QO94880protein_codingdeleterious(0)possibly_damaging(0.744)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PHF14SNVMissense_Mutationc.2483N>Cp.Arg828Thrp.R828TO94880protein_codingdeleterious(0.04)benign(0.074)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PHF14SNVMissense_Mutationrs753298294c.2027G>Ap.Arg676Glnp.R676QO94880protein_codingtolerated(0.18)benign(0.14)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHF14SNVMissense_Mutationrs751823773c.2534N>Gp.Glu845Glyp.E845GO94880protein_codingdeleterious(0)probably_damaging(0.979)TCGA-AQ-A04H-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
PHF14SNVMissense_Mutationc.921G>Cp.Lys307Asnp.K307NO94880protein_codingtolerated(0.06)benign(0.143)TCGA-C8-A12Q-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownPD
PHF14deletionFrame_Shift_Delnovelc.1226delNp.Leu410CysfsTer6p.L410Cfs*6O94880protein_codingTCGA-EW-A2FV-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapydocetaxelSD
PHF14SNVMissense_Mutationnovelc.2275C>Tp.Leu759Phep.L759FO94880protein_codingdeleterious(0)probably_damaging(0.999)TCGA-VS-A9UL-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
PHF14SNVMissense_Mutationc.877N>Ap.Leu293Ilep.L293IO94880protein_codingtolerated(0.11)benign(0.045)TCGA-AA-3715-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PHF14SNVMissense_Mutationc.1154N>Ap.Cys385Tyrp.C385YO94880protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3715-01Colorectumcolon 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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