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: PLEKHO1

Gene summary for PLEKHO1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLEKHO1

Gene ID

51177

Gene namepleckstrin homology domain containing O1
Gene AliasCKIP-1
Cytomap1q21.2
Gene Typeprotein-coding
GO ID

GO:0000768

UniProtAcc

Q53GL0


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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
51177PLEKHO1LZE7THumanEsophagusESCC1.18e-021.68e-010.0667
51177PLEKHO1LZE22THumanEsophagusESCC2.24e-024.13e-010.068
51177PLEKHO1LZE24THumanEsophagusESCC1.80e-092.19e-010.0596
51177PLEKHO1P1T-EHumanEsophagusESCC3.71e-042.32e-010.0875
51177PLEKHO1P2T-EHumanEsophagusESCC3.87e-295.80e-010.1177
51177PLEKHO1P4T-EHumanEsophagusESCC1.50e-214.27e-010.1323
51177PLEKHO1P5T-EHumanEsophagusESCC4.59e-051.22e-010.1327
51177PLEKHO1P8T-EHumanEsophagusESCC3.08e-051.45e-010.0889
51177PLEKHO1P9T-EHumanEsophagusESCC1.00e-204.99e-010.1131
51177PLEKHO1P10T-EHumanEsophagusESCC3.82e-273.90e-010.116
51177PLEKHO1P11T-EHumanEsophagusESCC5.63e-052.10e-010.1426
51177PLEKHO1P12T-EHumanEsophagusESCC3.14e-182.98e-010.1122
51177PLEKHO1P15T-EHumanEsophagusESCC1.37e-142.30e-010.1149
51177PLEKHO1P16T-EHumanEsophagusESCC5.00e-172.84e-010.1153
51177PLEKHO1P17T-EHumanEsophagusESCC3.54e-041.79e-010.1278
51177PLEKHO1P19T-EHumanEsophagusESCC1.45e-023.48e-010.1662
51177PLEKHO1P20T-EHumanEsophagusESCC1.87e-051.57e-010.1124
51177PLEKHO1P21T-EHumanEsophagusESCC9.17e-049.39e-020.1617
51177PLEKHO1P22T-EHumanEsophagusESCC1.01e-273.69e-010.1236
51177PLEKHO1P23T-EHumanEsophagusESCC1.26e-103.22e-010.108
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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
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:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:000836018EsophagusESCCregulation of cell shape92/8552154/187233.00e-041.81e-0392
GO:00726735EsophagusESCClamellipodium morphogenesis14/855217/187232.22e-039.78e-0314
GO:009758116EsophagusESCClamellipodium organization53/855290/187237.92e-032.82e-0253
GO:0022604112ThyroidPTCregulation of cell morphogenesis165/5968309/187232.60e-151.82e-13165
GO:0008360111ThyroidPTCregulation of cell shape86/5968154/187236.22e-101.95e-0886
GO:009758119ThyroidPTClamellipodium organization44/596890/187235.59e-043.56e-0344
GO:001481212ThyroidPTCmuscle cell migration50/5968110/187231.93e-031.04e-0250
GO:002260429ThyroidATCregulation of cell morphogenesis171/6293309/187232.36e-151.70e-13171
GO:000836026ThyroidATCregulation of cell shape91/6293154/187237.33e-112.31e-0991
GO:004269216ThyroidATCmuscle cell differentiation165/6293384/187237.17e-055.46e-04165
GO:0097581110ThyroidATClamellipodium organization48/629390/187238.92e-056.59e-0448
GO:001481221ThyroidATCmuscle cell migration54/6293110/187235.47e-043.16e-0354
GO:005114617ThyroidATCstriated muscle cell differentiation119/6293283/187231.74e-038.70e-03119
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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
PLEKHO1SNVMissense_Mutationc.184N>Cp.Asp62Hisp.D62HQ53GL0protein_codingdeleterious(0)possibly_damaging(0.665)TCGA-EK-A2RJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
PLEKHO1SNVMissense_Mutationrs782338607c.622C>Tp.Arg208Trpp.R208WQ53GL0protein_codingdeleterious(0)probably_damaging(0.965)TCGA-FU-A40J-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
PLEKHO1SNVMissense_Mutationnovelc.386N>Gp.Ser129Cysp.S129CQ53GL0protein_codingdeleterious(0.03)probably_damaging(0.956)TCGA-VS-A8EL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
PLEKHO1SNVMissense_Mutationnovelc.464N>Cp.Arg155Prop.R155PQ53GL0protein_codingdeleterious(0)probably_damaging(0.997)TCGA-VS-A9UY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
PLEKHO1SNVMissense_Mutationc.674N>Ap.Ala225Glup.A225EQ53GL0protein_codingdeleterious(0.01)benign(0.233)TCGA-A6-A566-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinPD
PLEKHO1SNVMissense_Mutationnovelc.1083G>Tp.Glu361Aspp.E361DQ53GL0protein_codingdeleterious(0)benign(0.433)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHO1SNVMissense_Mutationnovelc.1211N>Gp.Tyr404Cysp.Y404CQ53GL0protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.819)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
PLEKHO1SNVMissense_Mutationrs782430585c.1214G>Ap.Arg405Glnp.R405QQ53GL0protein_codingdeleterious_low_confidence(0)possibly_damaging(0.662)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHO1SNVMissense_Mutationc.1011N>Tp.Lys337Asnp.K337NQ53GL0protein_codingtolerated(0.06)possibly_damaging(0.549)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
PLEKHO1SNVMissense_Mutationrs782519422c.835C>Tp.Arg279Trpp.R279WQ53GL0protein_codingtolerated(0.05)possibly_damaging(0.798)TCGA-AG-A02N-01Colorectumrectum adenocarcinomaMale>=65I/IIChemotherapyfolinicCR
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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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