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: PEAK1

Gene summary for PEAK1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

PEAK1

Gene ID

79834

Gene namepseudopodium enriched atypical kinase 1
Gene AliasSGK269
Cytomap15q24.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

Q9H792


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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
79834PEAK1HTA11_3410_2000001011HumanColorectumAD1.19e-27-8.33e-010.0155
79834PEAK1HTA11_2951_2000001011HumanColorectumAD3.51e-04-8.66e-010.0216
79834PEAK1HTA11_3361_2000001011HumanColorectumAD6.10e-10-5.69e-01-0.1207
79834PEAK1HTA11_696_2000001011HumanColorectumAD9.79e-06-3.28e-01-0.1464
79834PEAK1HTA11_7862_2000001011HumanColorectumAD4.99e-03-6.37e-01-0.0179
79834PEAK1HTA11_866_3004761011HumanColorectumAD4.18e-17-7.33e-010.096
79834PEAK1HTA11_9408_2000001011HumanColorectumAD2.46e-02-8.19e-010.0451
79834PEAK1HTA11_8622_2000001021HumanColorectumSER3.17e-08-8.42e-010.0528
79834PEAK1HTA11_10711_2000001011HumanColorectumAD2.65e-07-5.15e-010.0338
79834PEAK1HTA11_7696_3000711011HumanColorectumAD1.72e-23-7.06e-010.0674
79834PEAK1HTA11_6818_2000001011HumanColorectumAD1.35e-04-4.97e-010.0112
79834PEAK1HTA11_6818_2000001021HumanColorectumAD3.11e-07-6.09e-010.0588
79834PEAK1HTA11_99999970781_79442HumanColorectumMSS2.02e-43-7.81e-010.294
79834PEAK1HTA11_99999971662_82457HumanColorectumMSS3.06e-40-8.08e-010.3859
79834PEAK1HTA11_99999973899_84307HumanColorectumMSS1.84e-07-7.54e-010.2585
79834PEAK1HTA11_99999974143_84620HumanColorectumMSS1.40e-48-9.23e-010.3005
79834PEAK1A002-C-010HumanColorectumFAP5.45e-03-2.39e-010.242
79834PEAK1A001-C-207HumanColorectumFAP8.86e-03-2.81e-010.1278
79834PEAK1A015-C-203HumanColorectumFAP4.98e-45-7.26e-01-0.1294
79834PEAK1A015-C-204HumanColorectumFAP1.03e-05-3.64e-01-0.0228
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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
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
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
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
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
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:00901092ColorectumMSSregulation of cell-substrate junction assembly22/346766/187232.89e-032.24e-0222
GO:00108104ColorectumFAPregulation of cell-substrate adhesion68/2622221/187239.67e-112.96e-0868
GO:00343293ColorectumFAPcell junction assembly105/2622420/187231.03e-092.18e-07105
GO:00315893ColorectumFAPcell-substrate adhesion93/2622363/187232.48e-094.61e-0793
GO:00070443ColorectumFAPcell-substrate junction assembly36/262295/187236.03e-099.48e-0736
GO:01501153ColorectumFAPcell-substrate junction organization37/2622101/187231.09e-081.33e-0637
GO:00019523ColorectumFAPregulation of cell-matrix adhesion42/2622128/187234.73e-083.86e-0642
GO:00071603ColorectumFAPcell-matrix adhesion63/2622233/187231.13e-077.43e-0663
GO:00480413ColorectumFAPfocal adhesion assembly31/262287/187233.40e-071.86e-0531
GO:00518933ColorectumFAPregulation of focal adhesion assembly22/262266/187235.46e-051.09e-0322
GO:00901093ColorectumFAPregulation of cell-substrate junction assembly22/262266/187235.46e-051.09e-0322
GO:01501163ColorectumFAPregulation of cell-substrate junction organization23/262271/187236.19e-051.21e-0323
GO:00344464ColorectumFAPsubstrate adhesion-dependent cell spreading30/2622108/187231.32e-042.12e-0330
GO:00467773ColorectumFAPprotein autophosphorylation52/2622227/187231.88e-042.76e-0352
GO:19018882ColorectumFAPregulation of cell junction assembly47/2622204/187233.25e-044.16e-0347
GO:00108105ColorectumCRCregulation of cell-substrate adhesion57/2078221/187236.94e-102.60e-0757
GO:00315894ColorectumCRCcell-substrate adhesion78/2078363/187236.22e-091.49e-0678
GO:00343294ColorectumCRCcell junction assembly83/2078420/187231.08e-071.29e-0583
GO:00070444ColorectumCRCcell-substrate junction assembly29/207895/187232.34e-072.27e-0529
GO:01501154ColorectumCRCcell-substrate junction organization30/2078101/187232.85e-072.54e-0530
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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
PEAK1SNVMissense_Mutationrs756989281c.4865G>Ap.Arg1622Glnp.R1622QQ9H792protein_codingtolerated(0.42)possibly_damaging(0.51)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PEAK1SNVMissense_Mutationc.4618G>Ap.Glu1540Lysp.E1540KQ9H792protein_codingtolerated(0.13)possibly_damaging(0.575)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
PEAK1SNVMissense_Mutationnovelc.1915N>Cp.Ala639Prop.A639PQ9H792protein_codingdeleterious(0)probably_damaging(0.996)TCGA-AC-A5EH-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PEAK1SNVMissense_Mutationrs781337850c.4726C>Tp.Arg1576Cysp.R1576CQ9H792protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
PEAK1SNVMissense_Mutationnovelc.2651N>Gp.Asn884Serp.N884SQ9H792protein_codingdeleterious(0.03)benign(0.054)TCGA-AR-A1AM-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinSD
PEAK1SNVMissense_Mutationc.80A>Gp.His27Argp.H27RQ9H792protein_codingdeleterious(0)probably_damaging(0.997)TCGA-D8-A140-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicin+cyclophosphamidSD
PEAK1SNVMissense_Mutationrs749774987c.4906N>Tp.Arg1636Trpp.R1636WQ9H792protein_codingtolerated(0.25)benign(0.001)TCGA-E2-A156-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
PEAK1SNVMissense_Mutationc.73A>Tp.Ser25Cysp.S25CQ9H792protein_codingdeleterious(0)probably_damaging(0.935)TCGA-E2-A1LL-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydocetaxelPD
PEAK1SNVMissense_Mutationrs200619883c.4907G>Ap.Arg1636Glnp.R1636QQ9H792protein_codingtolerated(0.6)benign(0)TCGA-EW-A1OY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
PEAK1SNVMissense_Mutationc.3078G>Tp.Gln1026Hisp.Q1026HQ9H792protein_codingtolerated(0.17)benign(0.365)TCGA-GM-A2DH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
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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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