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: PLEKHF1

Gene summary for PLEKHF1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLEKHF1

Gene ID

79156

Gene namepleckstrin homology and FYVE domain containing 1
Gene AliasAPPD
Cytomap19q12
Gene Typeprotein-coding
GO ID

GO:0006914

UniProtAcc

Q96S99


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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
79156PLEKHF1LZE22THumanEsophagusESCC3.09e-023.31e-010.068
79156PLEKHF1P1T-EHumanEsophagusESCC1.06e-074.15e-010.0875
79156PLEKHF1P2T-EHumanEsophagusESCC8.57e-102.40e-010.1177
79156PLEKHF1P4T-EHumanEsophagusESCC8.92e-061.11e-010.1323
79156PLEKHF1P5T-EHumanEsophagusESCC3.24e-184.22e-010.1327
79156PLEKHF1P8T-EHumanEsophagusESCC8.18e-174.36e-010.0889
79156PLEKHF1P9T-EHumanEsophagusESCC3.07e-071.44e-010.1131
79156PLEKHF1P11T-EHumanEsophagusESCC2.25e-169.94e-010.1426
79156PLEKHF1P15T-EHumanEsophagusESCC8.45e-205.25e-010.1149
79156PLEKHF1P16T-EHumanEsophagusESCC1.76e-061.02e-010.1153
79156PLEKHF1P17T-EHumanEsophagusESCC1.35e-033.12e-010.1278
79156PLEKHF1P20T-EHumanEsophagusESCC1.69e-113.20e-010.1124
79156PLEKHF1P21T-EHumanEsophagusESCC6.54e-061.41e-010.1617
79156PLEKHF1P22T-EHumanEsophagusESCC1.81e-171.82e-010.1236
79156PLEKHF1P23T-EHumanEsophagusESCC4.04e-081.24e-010.108
79156PLEKHF1P24T-EHumanEsophagusESCC2.51e-122.88e-010.1287
79156PLEKHF1P26T-EHumanEsophagusESCC5.30e-083.69e-020.1276
79156PLEKHF1P27T-EHumanEsophagusESCC2.03e-055.65e-020.1055
79156PLEKHF1P31T-EHumanEsophagusESCC2.39e-102.18e-010.1251
79156PLEKHF1P32T-EHumanEsophagusESCC7.50e-062.08e-010.1666
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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
∗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:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0009896111EsophagusESCCpositive regulation of catabolic process332/8552492/187234.36e-239.22e-21332
GO:0031331111EsophagusESCCpositive regulation of cellular catabolic process292/8552427/187238.67e-221.53e-19292
GO:001605014EsophagusESCCvesicle organization211/8552300/187232.85e-182.87e-16211
GO:001050617EsophagusESCCregulation of autophagy220/8552317/187236.72e-186.36e-16220
GO:2001242111EsophagusESCCregulation of intrinsic apoptotic signaling pathway128/8552164/187231.75e-171.50e-15128
GO:0072659110EsophagusESCCprotein localization to plasma membrane193/8552284/187231.95e-141.03e-12193
GO:199077819EsophagusESCCprotein localization to cell periphery217/8552333/187234.08e-131.88e-11217
GO:2001235110EsophagusESCCpositive regulation of apoptotic signaling pathway92/8552126/187233.91e-101.05e-0892
GO:000703214EsophagusESCCendosome organization61/855282/187231.13e-071.85e-0661
GO:001050816EsophagusESCCpositive regulation of autophagy81/8552124/187237.74e-067.65e-0581
GO:200124417EsophagusESCCpositive regulation of intrinsic apoptotic signaling pathway43/855258/187239.86e-069.37e-0543
GO:000989622LiverHCCpositive regulation of catabolic process335/7958492/187233.83e-311.87e-28335
GO:003133122LiverHCCpositive regulation of cellular catabolic process295/7958427/187233.20e-291.45e-26295
GO:001050621LiverHCCregulation of autophagy210/7958317/187237.59e-188.45e-16210
GO:200123322LiverHCCregulation of apoptotic signaling pathway226/7958356/187237.26e-165.68e-14226
GO:001605021LiverHCCvesicle organization194/7958300/187235.58e-153.97e-13194
GO:009719322LiverHCCintrinsic apoptotic signaling pathway184/7958288/187231.50e-138.32e-12184
GO:007265921LiverHCCprotein localization to plasma membrane177/7958284/187231.02e-114.18e-10177
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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
PLEKHF1SNVMissense_Mutationrs780377669c.355N>Tp.Arg119Cysp.R119CQ96S99protein_codingdeleterious(0)probably_damaging(0.985)TCGA-AC-A62X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHF1deletionFrame_Shift_Delnovelc.6delNp.Asp3ThrfsTer40p.D3Tfs*40Q96S99protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PLEKHF1SNVMissense_Mutationrs867833514c.296N>Ap.Arg99Hisp.R99HQ96S99protein_codingdeleterious(0.04)probably_damaging(0.953)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLEKHF1SNVMissense_Mutationnovelc.239N>Cp.Ile80Thrp.I80TQ96S99protein_codingdeleterious(0)probably_damaging(0.988)TCGA-MA-AA3X-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinCR
PLEKHF1SNVMissense_Mutationc.583N>Tp.Arg195Cysp.R195CQ96S99protein_codingtolerated(0.11)benign(0.111)TCGA-5M-AAT5-01Colorectumcolon adenocarcinomaUnknownUnknownI/IIUnknownUnknownUnknown
PLEKHF1SNVMissense_Mutationc.370N>Tp.Ser124Cysp.S124CQ96S99protein_codingtolerated(0.06)benign(0.033)TCGA-AZ-6601-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
PLEKHF1deletionFrame_Shift_Delc.240delNp.Leu82TrpfsTer20p.L82Wfs*20Q96S99protein_codingTCGA-D5-6540-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
PLEKHF1SNVMissense_Mutationrs531732264c.751G>Ap.Glu251Lysp.E251KQ96S99protein_codingtolerated(0.1)benign(0.225)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
PLEKHF1SNVMissense_Mutationrs867833514c.296N>Ap.Arg99Hisp.R99HQ96S99protein_codingdeleterious(0.04)probably_damaging(0.953)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
PLEKHF1SNVMissense_Mutationnovelc.466G>Ap.Asp156Asnp.D156NQ96S99protein_codingtolerated(0.52)benign(0.115)TCGA-B5-A3FC-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
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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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