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: AKAP1

Gene summary for AKAP1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKAP1

Gene ID

8165

Gene nameA-kinase anchoring protein 1
Gene AliasAKAP
Cytomap17q22
Gene Typeprotein-coding
GO ID

GO:0002376

UniProtAcc

A0A140VK05


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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
8165AKAP1HTA11_3410_2000001011HumanColorectumAD1.46e-02-9.81e-030.0155
8165AKAP1HTA11_1938_2000001011HumanColorectumAD4.26e-065.18e-01-0.0811
8165AKAP1HTA11_78_2000001011HumanColorectumAD2.48e-054.43e-01-0.1088
8165AKAP1HTA11_347_2000001011HumanColorectumAD5.77e-288.23e-01-0.1954
8165AKAP1HTA11_83_2000001011HumanColorectumSER1.02e-066.00e-01-0.1526
8165AKAP1HTA11_696_2000001011HumanColorectumAD6.73e-032.66e-01-0.1464
8165AKAP1HTA11_866_2000001011HumanColorectumAD5.43e-053.13e-01-0.1001
8165AKAP1HTA11_1391_2000001011HumanColorectumAD8.72e-096.63e-01-0.059
8165AKAP1HTA11_866_3004761011HumanColorectumAD5.29e-033.73e-010.096
8165AKAP1HTA11_7663_2000001011HumanColorectumSER5.37e-036.07e-010.0131
8165AKAP1HTA11_7696_3000711011HumanColorectumAD8.94e-073.81e-010.0674
8165AKAP1HTA11_99999970781_79442HumanColorectumMSS9.99e-064.55e-010.294
8165AKAP1HTA11_99999965104_69814HumanColorectumMSS4.15e-138.57e-010.281
8165AKAP1HTA11_99999971662_82457HumanColorectumMSS5.13e-199.74e-010.3859
8165AKAP1HTA11_99999974143_84620HumanColorectumMSS3.68e-095.62e-010.3005
8165AKAP1A002-C-010HumanColorectumFAP2.11e-06-2.84e-010.242
8165AKAP1A015-C-203HumanColorectumFAP3.48e-206.68e-02-0.1294
8165AKAP1A015-C-204HumanColorectumFAP3.44e-032.45e-01-0.0228
8165AKAP1A002-C-201HumanColorectumFAP1.19e-053.77e-020.0324
8165AKAP1A001-C-119HumanColorectumFAP4.38e-03-4.29e-01-0.1557
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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
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:003297010CervixCCregulation of actin filament-based process96/2311397/187234.00e-118.54e-0996
GO:190290310CervixCCregulation of supramolecular fiber organization92/2311383/187231.49e-102.48e-0892
GO:003295610CervixCCregulation of actin cytoskeleton organization86/2311358/187235.90e-107.51e-0886
GO:00510566CervixCCregulation of small GTPase mediated signal transduction75/2311302/187231.54e-091.74e-0775
GO:003367410CervixCCpositive regulation of kinase activity101/2311467/187238.66e-097.22e-07101
GO:00072656CervixCCRas protein signal transduction79/2311337/187239.49e-097.77e-0779
GO:00069139CervixCCnucleocytoplasmic transport71/2311301/187234.04e-082.54e-0671
GO:00511699CervixCCnuclear transport71/2311301/187234.04e-082.54e-0671
GO:00458608CervixCCpositive regulation of protein kinase activity85/2311386/187235.61e-083.29e-0685
GO:00719007CervixCCregulation of protein serine/threonine kinase activity75/2311359/187232.76e-068.02e-0575
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00072666CervixCCRho protein signal transduction35/2311137/187231.77e-053.33e-0435
GO:00511689CervixCCnuclear export38/2311154/187231.86e-053.46e-0438
GO:00719025CervixCCpositive regulation of protein serine/threonine kinase activity46/2311200/187231.87e-053.47e-0446
GO:00465785CervixCCregulation of Ras protein signal transduction44/2311189/187232.05e-053.73e-0444
GO:00434104CervixCCpositive regulation of MAPK cascade90/2311480/187232.92e-054.83e-0490
GO:00431228CervixCCregulation of I-kappaB kinase/NF-kappaB signaling53/2311249/187234.50e-056.87e-0453
GO:011002010CervixCCregulation of actomyosin structure organization27/2311100/187235.55e-058.10e-0427
GO:00605375CervixCCmuscle tissue development76/2311403/187239.76e-051.27e-0376
GO:00310329CervixCCactomyosin structure organization43/2311196/187231.11e-041.40e-0343
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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
AKAP1SNVMissense_Mutationc.2345N>Ap.Ser782Tyrp.S782YQ92667protein_codingtolerated(0.71)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AKAP1SNVMissense_Mutationc.790N>Cp.Ala264Prop.A264PQ92667protein_codingtolerated(0.32)benign(0.361)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP1SNVMissense_Mutationrs144078543c.2285N>Tp.Thr762Metp.T762MQ92667protein_codingdeleterious(0.03)benign(0.115)TCGA-C8-A12U-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP1SNVMissense_Mutationc.961G>Cp.Glu321Glnp.E321QQ92667protein_codingtolerated(0.55)benign(0.006)TCGA-C8-A275-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP1insertionNonsense_Mutationnovelc.951_952insACTGAGAACAGGGCAGGTGAAGTGCAGGGAGCCTAGTp.Asp318ThrfsTer12p.D318Tfs*12Q92667protein_codingTCGA-A2-A0CU-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AKAP1insertionFrame_Shift_Insnovelc.1327_1328insTp.Ser444ValfsTer8p.S444Vfs*8Q92667protein_codingTCGA-A8-A06P-01Breastbreast invasive carcinomaFemale<65III/IVUnspecificSD
AKAP1insertionFrame_Shift_Insnovelc.1325_1326insACTTGGCAACp.Ser444GlyfsTer11p.S444Gfs*11Q92667protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AKAP1insertionIn_Frame_Insnovelc.1862_1863insCAACATGGAATTCCTCCAp.Arg621_Leu622insAsnMetGluPheLeuGlnp.R621_L622insNMEFLQQ92667protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP1SNVMissense_Mutationrs764500302c.1481N>Ap.Ser494Asnp.S494NQ92667protein_codingtolerated(0.72)benign(0)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AKAP1SNVMissense_Mutationc.502N>Cp.Asp168Hisp.D168HQ92667protein_codingdeleterious(0.01)benign(0.186)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
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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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