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: AKAP6

Gene summary for AKAP6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKAP6

Gene ID

9472

Gene nameA-kinase anchoring protein 6
Gene AliasADAP100
Cytomap14q12
Gene Typeprotein-coding
GO ID

GO:0001508

UniProtAcc

B2RP22


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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
9472AKAP6HTA11_3410_2000001011HumanColorectumAD3.61e-021.68e-010.0155
9472AKAP6HTA11_1938_2000001011HumanColorectumAD4.64e-022.20e-01-0.0811
9472AKAP6HTA11_347_2000001011HumanColorectumAD6.21e-052.62e-01-0.1954
9472AKAP6HTA11_411_2000001011HumanColorectumSER3.90e-024.59e-01-0.2602
9472AKAP6HTA11_83_2000001011HumanColorectumSER2.59e-022.12e-01-0.1526
9472AKAP6HTA11_696_2000001011HumanColorectumAD3.41e-061.80e-01-0.1464
9472AKAP6HTA11_866_2000001011HumanColorectumAD2.15e-021.41e-01-0.1001
9472AKAP6HTA11_5212_2000001011HumanColorectumAD9.17e-055.42e-01-0.2061
9472AKAP6HTA11_99999970781_79442HumanColorectumMSS7.16e-031.23e-010.294
9472AKAP6HTA11_99999965104_69814HumanColorectumMSS3.16e-501.94e+000.281
9472AKAP6HTA11_99999974143_84620HumanColorectumMSS7.20e-091.79e-010.3005
9472AKAP6RNA-P17T-P17T-6HumanLungIAC4.28e-055.70e-010.3385
9472AKAP6RNA-P17T-P17T-8HumanLungIAC5.44e-066.12e-010.3329
9472AKAP6RNA-P25T1-P25T1-4HumanLungAIS3.15e-033.05e-01-0.2119
9472AKAP6RNA-P6T2-P6T2-1HumanLungIAC2.64e-216.55e-01-0.0166
9472AKAP6RNA-P6T2-P6T2-2HumanLungIAC1.42e-195.67e-01-0.0132
9472AKAP6RNA-P6T2-P6T2-3HumanLungIAC5.10e-226.13e-01-0.013
9472AKAP6RNA-P6T2-P6T2-4HumanLungIAC6.45e-226.38e-01-0.0121
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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
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
∗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:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0030307ColorectumADpositive regulation of cell growth54/3918166/187233.08e-043.69e-0354
GO:0045927ColorectumADpositive regulation of growth77/3918259/187234.82e-045.27e-0377
GO:0090257ColorectumADregulation of muscle system process73/3918252/187231.46e-031.24e-0273
GO:0048638ColorectumADregulation of developmental growth92/3918330/187231.48e-031.25e-0292
GO:0048588ColorectumADdevelopmental cell growth67/3918234/187233.03e-032.25e-0267
GO:0048639ColorectumADpositive regulation of developmental growth52/3918174/187233.24e-032.38e-0252
GO:0051591ColorectumADresponse to cAMP31/391893/187233.59e-032.58e-0231
GO:0071320ColorectumADcellular response to cAMP20/391853/187233.71e-032.62e-0220
GO:0051651ColorectumADmaintenance of location in cell61/3918214/187235.02e-033.37e-0261
GO:0032411ColorectumADpositive regulation of transporter activity37/3918120/187236.82e-034.22e-0237
GO:0043502ColorectumADregulation of muscle adaptation31/391898/187238.45e-034.94e-0231
GO:00066051ColorectumSERprotein targeting76/2897314/187233.19e-058.47e-0476
GO:00902571ColorectumSERregulation of muscle system process60/2897252/187233.28e-045.22e-0360
GO:00015581ColorectumSERregulation of cell growth90/2897414/187234.00e-046.02e-0390
GO:00160491ColorectumSERcell growth100/2897482/187231.07e-031.24e-02100
GO:00435021ColorectumSERregulation of muscle adaptation27/289798/187231.54e-031.65e-0227
GO:00324111ColorectumSERpositive regulation of transporter activity31/2897120/187232.25e-032.16e-0231
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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
AKAP6SNVMissense_Mutationc.6141N>Ap.His2047Glnp.H2047QQ13023protein_codingtolerated(0.22)benign(0.139)TCGA-A2-A0T0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereSD
AKAP6SNVMissense_Mutationnovelc.445C>Ap.Leu149Ilep.L149IQ13023protein_codingdeleterious(0.04)probably_damaging(0.991)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
AKAP6SNVMissense_Mutationrs141386857c.3082G>Ap.Val1028Ilep.V1028IQ13023protein_codingtolerated(0.07)benign(0.006)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AKAP6SNVMissense_Mutationnovelc.5953T>Cp.Ser1985Prop.S1985PQ13023protein_codingtolerated(1)benign(0)TCGA-AC-A3QQ-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP6SNVMissense_Mutationrs868161302c.676N>Ap.Glu226Lysp.E226KQ13023protein_codingdeleterious(0)probably_damaging(0.99)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AKAP6SNVMissense_Mutationrs763532229c.4955N>Ap.Arg1652Glnp.R1652QQ13023protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AKAP6SNVMissense_Mutationc.2832N>Cp.Lys944Asnp.K944NQ13023protein_codingdeleterious(0.01)possibly_damaging(0.541)TCGA-AR-A24H-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
AKAP6SNVMissense_Mutationnovelc.2022N>Ap.Met674Ilep.M674IQ13023protein_codingdeleterious(0.02)benign(0.068)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AKAP6SNVMissense_Mutationc.505C>Ap.Leu169Metp.L169MQ13023protein_codingdeleterious(0)probably_damaging(0.998)TCGA-BH-A0HY-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytaxotereCR
AKAP6SNVMissense_Mutationc.3652N>Cp.Glu1218Glnp.E1218QQ13023protein_codingdeleterious(0)probably_damaging(0.996)TCGA-BH-A18K-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
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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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