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: PLEKHJ1

Gene summary for PLEKHJ1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PLEKHJ1

Gene ID

55111

Gene namepleckstrin homology domain containing J1
Gene AliasGNRPX
Cytomap19p13.3
Gene Typeprotein-coding
GO ID

GO:0001881

UniProtAcc

K7EIZ3


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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
55111PLEKHJ1HTA11_2487_2000001011HumanColorectumSER3.18e-177.27e-01-0.1808
55111PLEKHJ1HTA11_1938_2000001011HumanColorectumAD1.87e-073.72e-01-0.0811
55111PLEKHJ1HTA11_347_2000001011HumanColorectumAD2.02e-103.27e-01-0.1954
55111PLEKHJ1HTA11_411_2000001011HumanColorectumSER1.79e-026.11e-01-0.2602
55111PLEKHJ1HTA11_2112_2000001011HumanColorectumSER4.82e-087.39e-01-0.2196
55111PLEKHJ1HTA11_3361_2000001011HumanColorectumAD3.38e-033.02e-01-0.1207
55111PLEKHJ1HTA11_696_2000001011HumanColorectumAD8.40e-134.23e-01-0.1464
55111PLEKHJ1HTA11_866_2000001011HumanColorectumAD1.16e-063.51e-01-0.1001
55111PLEKHJ1HTA11_1391_2000001011HumanColorectumAD8.49e-134.48e-01-0.059
55111PLEKHJ1HTA11_5212_2000001011HumanColorectumAD2.46e-064.39e-01-0.2061
55111PLEKHJ1HTA11_10623_2000001011HumanColorectumAD4.78e-032.57e-01-0.0177
55111PLEKHJ1HTA11_7696_3000711011HumanColorectumAD3.64e-052.78e-010.0674
55111PLEKHJ1HTA11_7469_2000001011HumanColorectumAD2.91e-024.40e-01-0.0124
55111PLEKHJ1HTA11_99999971662_82457HumanColorectumMSS5.93e-052.86e-010.3859
55111PLEKHJ1LZE2THumanEsophagusESCC4.44e-078.38e-010.082
55111PLEKHJ1LZE4THumanEsophagusESCC2.59e-112.97e-010.0811
55111PLEKHJ1LZE7THumanEsophagusESCC1.80e-086.07e-010.0667
55111PLEKHJ1LZE8THumanEsophagusESCC5.00e-084.15e-010.067
55111PLEKHJ1LZE20THumanEsophagusESCC2.15e-063.17e-010.0662
55111PLEKHJ1LZE22D1HumanEsophagusHGIN7.90e-062.68e-010.0595
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:0016197ColorectumADendosomal transport90/3918230/187231.88e-101.73e-0890
GO:0016482ColorectumADcytosolic transport68/3918168/187236.00e-093.72e-0768
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0043112ColorectumADreceptor metabolic process62/3918166/187238.18e-072.85e-0562
GO:0042147ColorectumADretrograde transport, endosome to Golgi37/391891/187231.46e-053.14e-0437
GO:0001881ColorectumADreceptor recycling18/391833/187232.23e-054.40e-0418
GO:0007032ColorectumADendosome organization33/391882/187235.30e-059.01e-0433
GO:00161971ColorectumSERendosomal transport61/2897230/187231.03e-053.35e-0461
GO:00164821ColorectumSERcytosolic transport46/2897168/187235.20e-051.25e-0346
GO:00160501ColorectumSERvesicle organization69/2897300/187233.59e-045.61e-0369
GO:00070321ColorectumSERendosome organization24/289782/187231.11e-031.28e-0224
GO:00161972ColorectumMSSendosomal transport79/3467230/187237.04e-094.39e-0779
GO:00160502ColorectumMSSvesicle organization93/3467300/187231.04e-074.97e-0693
GO:00164822ColorectumMSScytosolic transport59/3467168/187232.29e-079.79e-0659
GO:00431121ColorectumMSSreceptor metabolic process57/3467166/187238.47e-072.97e-0557
GO:00421471ColorectumMSSretrograde transport, endosome to Golgi33/346791/187234.78e-058.71e-0433
GO:00018811ColorectumMSSreceptor recycling16/346733/187238.66e-051.40e-0316
GO:00070322ColorectumMSSendosome organization28/346782/187235.44e-046.07e-0328
GO:001619710EsophagusHGINendosomal transport57/2587230/187235.74e-061.81e-0457
GO:00070328EsophagusHGINendosome organization25/258782/187237.45e-051.69e-0325
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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
PLEKHJ1SNVMissense_Mutationnovelc.333N>Ap.Met111Ilep.M111Iprotein_codingtolerated_low_confidence(0.09)benign(0.237)TCGA-DI-A1BU-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapypaclitaxelSD
PLEKHJ1SNVMissense_Mutationc.276C>Gp.Ser92Argp.S92Rprotein_codingdeleterious_low_confidence(0.01)probably_damaging(0.957)TCGA-FI-A2D2-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinumPD
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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
55111PLEKHJ1NAcandesartanCANDESARTAN31327267
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