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: AKAP10

Gene summary for AKAP10

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKAP10

Gene ID

11216

Gene nameA-kinase anchoring protein 10
Gene AliasAKAP-10
Cytomap17p11.2
Gene Typeprotein-coding
GO ID

GO:0007154

UniProtAcc

E7EMD6


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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
11216AKAP10P22T-EHumanEsophagusESCC1.97e-101.91e-010.1236
11216AKAP10P23T-EHumanEsophagusESCC3.15e-152.06e-010.108
11216AKAP10P24T-EHumanEsophagusESCC3.89e-121.93e-010.1287
11216AKAP10P26T-EHumanEsophagusESCC1.88e-041.35e-010.1276
11216AKAP10P27T-EHumanEsophagusESCC2.34e-201.94e-010.1055
11216AKAP10P28T-EHumanEsophagusESCC1.88e-112.16e-010.1149
11216AKAP10P30T-EHumanEsophagusESCC1.43e-092.66e-010.137
11216AKAP10P31T-EHumanEsophagusESCC2.06e-081.72e-010.1251
11216AKAP10P32T-EHumanEsophagusESCC1.76e-122.32e-010.1666
11216AKAP10P36T-EHumanEsophagusESCC3.60e-113.22e-010.1187
11216AKAP10P37T-EHumanEsophagusESCC2.48e-142.83e-010.1371
11216AKAP10P39T-EHumanEsophagusESCC8.56e-121.89e-010.0894
11216AKAP10P42T-EHumanEsophagusESCC1.70e-152.59e-010.1175
11216AKAP10P44T-EHumanEsophagusESCC1.17e-061.67e-010.1096
11216AKAP10P47T-EHumanEsophagusESCC4.44e-081.53e-010.1067
11216AKAP10P48T-EHumanEsophagusESCC4.41e-071.44e-010.0959
11216AKAP10P49T-EHumanEsophagusESCC4.58e-035.03e-010.1768
11216AKAP10P52T-EHumanEsophagusESCC8.83e-121.74e-010.1555
11216AKAP10P54T-EHumanEsophagusESCC2.75e-172.15e-010.0975
11216AKAP10P56T-EHumanEsophagusESCC2.54e-116.56e-010.1613
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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
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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
AKAP10SNVMissense_Mutationrs139686167c.1930A>Gp.Ser644Glyp.S644GO43572protein_codingtolerated(0.13)benign(0.058)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
AKAP10SNVMissense_Mutationc.1300G>Ap.Asp434Asnp.D434NO43572protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
AKAP10SNVMissense_Mutationc.1552N>Ap.Leu518Metp.L518MO43572protein_codingtolerated(0.24)benign(0)TCGA-MY-A5BD-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AKAP10SNVMissense_Mutationnovelc.64N>Tp.Ala22Serp.A22SO43572protein_codingtolerated_low_confidence(0.07)benign(0.097)TCGA-ZJ-AB0H-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
AKAP10SNVMissense_Mutationrs778214457c.1038A>Gp.Ile346Metp.I346MO43572protein_codingdeleterious(0.03)possibly_damaging(0.453)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AKAP10SNVMissense_Mutationnovelc.1401N>Tp.Arg467Serp.R467SO43572protein_codingdeleterious(0)probably_damaging(0.993)TCGA-AA-3845-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
AKAP10SNVMissense_Mutationc.1287N>Tp.Gln429Hisp.Q429HO43572protein_codingdeleterious(0.03)probably_damaging(0.942)TCGA-AZ-6598-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
AKAP10SNVMissense_Mutationc.266N>Tp.Ala89Valp.A89VO43572protein_codingtolerated_low_confidence(0.1)probably_damaging(0.996)TCGA-DM-A28A-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
AKAP10SNVMissense_Mutationc.1053N>Tp.Met351Ilep.M351IO43572protein_codingtolerated(0.42)benign(0.063)TCGA-F4-6703-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
AKAP10SNVMissense_Mutationnovelc.1717G>Ap.Asp573Asnp.D573NO43572protein_codingtolerated(0.15)benign(0.296)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
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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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