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: PHKA2

Gene summary for PHKA2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PHKA2

Gene ID

5256

Gene namephosphorylase kinase regulatory subunit alpha 2
Gene AliasGSD9A
CytomapXp22.13
Gene Typeprotein-coding
GO ID

GO:0005975

UniProtAcc

P46019


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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
5256PHKA2NAFLD1HumanLiverNAFLD3.44e-181.31e+00-0.04
5256PHKA2HCC1_MengHumanLiverHCC1.06e-433.54e-020.0246
5256PHKA2HCC2_MengHumanLiverHCC2.53e-12-5.53e-020.0107
5256PHKA2HCC1HumanLiverHCC1.16e-094.68e+000.5336
5256PHKA2HCC2HumanLiverHCC4.91e-214.96e+000.5341
5256PHKA2S027HumanLiverHCC8.47e-111.16e+000.2446
5256PHKA2S028HumanLiverHCC1.85e-241.13e+000.2503
5256PHKA2S029HumanLiverHCC6.37e-231.33e+000.2581
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:00060917LiverNAFLDgeneration of precursor metabolites and energy84/1882490/187237.03e-073.95e-0584
GO:00442623LiverNAFLDcellular carbohydrate metabolic process55/1882283/187231.27e-066.01e-0555
GO:0005976LiverNAFLDpolysaccharide metabolic process24/1882107/187231.28e-042.46e-0324
GO:0044264LiverNAFLDcellular polysaccharide metabolic process22/188296/187231.73e-043.08e-0322
GO:0005977LiverNAFLDglycogen metabolic process18/188272/187232.09e-043.60e-0318
GO:0006073LiverNAFLDcellular glucan metabolic process18/188273/187232.51e-044.12e-0318
GO:0044042LiverNAFLDglucan metabolic process18/188273/187232.51e-044.12e-0318
GO:0006112LiverNAFLDenergy reserve metabolic process18/188284/187231.49e-031.64e-0218
GO:00159807LiverNAFLDenergy derivation by oxidation of organic compounds48/1882318/187232.78e-032.54e-0248
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:001598022LiverHCCenergy derivation by oxidation of organic compounds221/7958318/187231.02e-221.86e-20221
GO:004426221LiverHCCcellular carbohydrate metabolic process153/7958283/187235.27e-055.00e-04153
GO:00059772LiverHCCglycogen metabolic process46/795872/187232.02e-041.56e-0346
GO:00060732LiverHCCcellular glucan metabolic process46/795873/187233.23e-042.28e-0346
GO:00440422LiverHCCglucan metabolic process46/795873/187233.23e-042.28e-0346
GO:00061122LiverHCCenergy reserve metabolic process49/795884/187232.46e-031.19e-0249
GO:00442641LiverHCCcellular polysaccharide metabolic process52/795896/187231.38e-024.91e-0252
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa049106LiverNAFLDInsulin signaling pathway29/1043137/84652.23e-032.46e-021.99e-0229
hsa0492210LiverNAFLDGlucagon signaling pathway24/1043107/84652.33e-032.46e-021.99e-0224
hsa0491011LiverNAFLDInsulin signaling pathway29/1043137/84652.23e-032.46e-021.99e-0229
hsa0492211LiverNAFLDGlucagon signaling pathway24/1043107/84652.33e-032.46e-021.99e-0224
hsa0491041LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0492241LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
hsa0491051LiverHCCInsulin signaling pathway95/4020137/84651.53e-071.97e-061.10e-0695
hsa0492251LiverHCCGlucagon signaling pathway64/4020107/84656.70e-031.87e-021.04e-0264
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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
PHKA2SNVMissense_Mutationc.3609N>Ap.Ser1203Argp.S1203RP46019protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A2-A1G1-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationc.1715C>Ap.Thr572Lysp.T572KP46019protein_codingtolerated(0.52)benign(0.04)TCGA-A2-A25E-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanPD
PHKA2SNVMissense_Mutationc.1042N>Tp.Val348Phep.V348FP46019protein_codingdeleterious(0)benign(0.4)TCGA-A7-A0CD-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
PHKA2SNVMissense_Mutationc.709N>Ap.His237Asnp.H237NP46019protein_codingdeleterious(0.01)possibly_damaging(0.762)TCGA-A8-A081-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationnovelc.3338N>Gp.Met1113Argp.M1113RP46019protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationrs374245493c.3332G>Ap.Arg1111Glnp.R1111QP46019protein_codingtolerated(0.69)benign(0.001)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationc.350N>Gp.Asn117Serp.N117SP46019protein_codingtolerated(0.85)benign(0.034)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationc.1243N>Cp.Glu415Glnp.E415QP46019protein_codingdeleterious(0)probably_damaging(0.962)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationc.1171G>Tp.Asp391Tyrp.D391YP46019protein_codingdeleterious(0)possibly_damaging(0.903)TCGA-C8-A1HK-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
PHKA2SNVMissense_Mutationrs191267737c.1397C>Tp.Ala466Valp.A466VP46019protein_codingdeleterious(0.03)benign(0.117)TCGA-E2-A15C-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
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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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