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: PLEKHA7

Gene summary for PLEKHA7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLEKHA7

Gene ID

144100

Gene namepleckstrin homology domain containing A7
Gene AliasPLEKHA7
Cytomap11p15.2-p15.1
Gene Typeprotein-coding
GO ID

GO:0007155

UniProtAcc

E9PKC0


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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
144100PLEKHA7CCI_1HumanCervixCC8.91e-088.56e-010.528
144100PLEKHA7CCI_2HumanCervixCC4.11e-321.68e+000.5249
144100PLEKHA7CCI_3HumanCervixCC1.08e-129.58e-010.516
144100PLEKHA7CCII_1HumanCervixCC3.48e-042.90e-010.3249
144100PLEKHA7HTA11_2487_2000001011HumanColorectumSER2.78e-149.11e-01-0.1808
144100PLEKHA7HTA11_2951_2000001011HumanColorectumAD6.51e-119.95e-010.0216
144100PLEKHA7HTA11_1938_2000001011HumanColorectumAD1.27e-148.90e-01-0.0811
144100PLEKHA7HTA11_347_2000001011HumanColorectumAD1.58e-331.10e+00-0.1954
144100PLEKHA7HTA11_411_2000001011HumanColorectumSER1.05e-171.62e+00-0.2602
144100PLEKHA7HTA11_2112_2000001011HumanColorectumSER1.29e-151.43e+00-0.2196
144100PLEKHA7HTA11_3361_2000001011HumanColorectumAD1.04e-138.71e-01-0.1207
144100PLEKHA7HTA11_83_2000001011HumanColorectumSER1.53e-211.20e+00-0.1526
144100PLEKHA7HTA11_696_2000001011HumanColorectumAD3.83e-341.23e+00-0.1464
144100PLEKHA7HTA11_866_2000001011HumanColorectumAD3.12e-271.09e+00-0.1001
144100PLEKHA7HTA11_1391_2000001011HumanColorectumAD9.34e-201.24e+00-0.059
144100PLEKHA7HTA11_2992_2000001011HumanColorectumSER7.77e-089.84e-01-0.1706
144100PLEKHA7HTA11_5216_2000001011HumanColorectumSER3.45e-088.92e-01-0.1462
144100PLEKHA7HTA11_546_2000001011HumanColorectumAD1.11e-139.30e-01-0.0842
144100PLEKHA7HTA11_9341_2000001011HumanColorectumSER1.61e-081.01e+00-0.00410000000000005
144100PLEKHA7HTA11_7862_2000001011HumanColorectumAD1.66e-035.70e-01-0.0179
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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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid Cancer
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
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
∗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:00452169CervixCCcell-cell junction organization53/2311200/187233.83e-082.53e-0653
GO:00469312CervixCCpore complex assembly9/231120/187233.06e-043.27e-039
GO:0044331CervixCCcell-cell adhesion mediated by cadherin9/231128/187235.02e-032.98e-029
GO:00343326CervixCCadherens junction organization13/231149/187235.34e-033.10e-0213
GO:00343316CervixCCcell junction maintenance10/231135/187237.99e-034.18e-0210
GO:0045216ColorectumADcell-cell junction organization80/3918200/187235.57e-104.58e-0880
GO:0043954ColorectumADcellular component maintenance26/391861/187231.04e-041.56e-0326
GO:0034332ColorectumADadherens junction organization20/391849/187231.23e-031.09e-0220
GO:0034331ColorectumADcell junction maintenance15/391835/187232.78e-032.09e-0215
GO:00452161ColorectumSERcell-cell junction organization63/2897200/187239.15e-097.80e-0763
GO:00439541ColorectumSERcellular component maintenance22/289761/187236.47e-051.49e-0322
GO:00343311ColorectumSERcell junction maintenance12/289735/187234.72e-033.71e-0212
GO:00452162ColorectumMSScell-cell junction organization69/3467200/187235.07e-082.70e-0669
GO:00439542ColorectumMSScellular component maintenance22/346761/187239.05e-049.21e-0322
GO:00343321ColorectumMSSadherens junction organization18/346749/187232.03e-031.74e-0218
GO:00343312ColorectumMSScell junction maintenance13/346735/187237.38e-034.68e-0213
GO:00452163ColorectumMSI-Hcell-cell junction organization28/1319200/187233.82e-048.73e-0328
GO:00452164ColorectumFAPcell-cell junction organization58/2622200/187232.51e-082.36e-0658
GO:00343322ColorectumFAPadherens junction organization18/262249/187236.06e-051.19e-0318
GO:00439543ColorectumFAPcellular component maintenance19/262261/187234.61e-045.39e-0319
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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
PLEKHA7SNVMissense_Mutationrs146138261c.611N>Tp.Ala204Valp.A204VQ6IQ23protein_codingtolerated(0.14)benign(0.005)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHA7SNVMissense_Mutationnovelc.1871N>Tp.Ser624Leup.S624LQ6IQ23protein_codingtolerated(0.06)benign(0.323)TCGA-AR-A2LE-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenPD
PLEKHA7insertionIn_Frame_Insnovelc.1781_1782insGACTTCTTGTCTCCCCACTTGCAGAACTCATCTCATGTGGACp.Thr595_Val596insSerCysLeuProThrCysArgThrHisLeuMetTrpThrThrp.T595_V596insSCLPTCRTHLMWTTQ6IQ23protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
PLEKHA7insertionFrame_Shift_Insnovelc.964_965insAGGCCAGAGTTCAGTCCTGGGTCTGTGAGCCTCCAAGGCCTCCATGCp.Arg322LysfsTer200p.R322Kfs*200Q6IQ23protein_codingTCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PLEKHA7deletionFrame_Shift_Delnovelc.466delNp.Ala156ProfsTer12p.A156Pfs*12Q6IQ23protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
PLEKHA7SNVMissense_Mutationnovelc.3056N>Cp.Leu1019Prop.L1019PQ6IQ23protein_codingtolerated(0.18)possibly_damaging(0.87)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLEKHA7SNVMissense_Mutationrs200470818c.892N>Tp.Arg298Trpp.R298WQ6IQ23protein_codingtolerated(0.08)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLEKHA7SNVMissense_Mutationnovelc.2263G>Ap.Glu755Lysp.E755KQ6IQ23protein_codingdeleterious(0.01)probably_damaging(0.98)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
PLEKHA7SNVMissense_Mutationnovelc.2860N>Tp.Arg954Trpp.R954WQ6IQ23protein_codingdeleterious(0)probably_damaging(0.998)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
PLEKHA7SNVMissense_Mutationnovelc.2858N>Gp.Val953Glyp.V953GQ6IQ23protein_codingdeleterious(0)probably_damaging(0.996)TCGA-A6-6653-01Colorectumcolon adenocarcinomaMale>=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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