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
11216AKAP10LZE2THumanEsophagusESCC3.08e-022.93e-010.082
11216AKAP10LZE3DHumanEsophagusHGIN3.34e-024.70e-010.0668
11216AKAP10LZE7THumanEsophagusESCC4.07e-072.86e-010.0667
11216AKAP10LZE8THumanEsophagusESCC4.96e-031.29e-010.067
11216AKAP10LZE20THumanEsophagusESCC2.21e-031.71e-010.0662
11216AKAP10LZE24THumanEsophagusESCC8.92e-173.70e-010.0596
11216AKAP10LZE21THumanEsophagusESCC2.31e-033.29e-010.0655
11216AKAP10P1T-EHumanEsophagusESCC1.66e-093.33e-010.0875
11216AKAP10P2T-EHumanEsophagusESCC4.30e-102.10e-010.1177
11216AKAP10P4T-EHumanEsophagusESCC8.33e-061.81e-010.1323
11216AKAP10P8T-EHumanEsophagusESCC2.86e-203.46e-010.0889
11216AKAP10P9T-EHumanEsophagusESCC3.81e-162.50e-010.1131
11216AKAP10P10T-EHumanEsophagusESCC8.73e-284.69e-010.116
11216AKAP10P11T-EHumanEsophagusESCC1.05e-073.34e-010.1426
11216AKAP10P12T-EHumanEsophagusESCC9.35e-101.96e-010.1122
11216AKAP10P15T-EHumanEsophagusESCC4.60e-141.31e-010.1149
11216AKAP10P16T-EHumanEsophagusESCC7.39e-263.78e-010.1153
11216AKAP10P17T-EHumanEsophagusESCC2.56e-113.29e-010.1278
11216AKAP10P20T-EHumanEsophagusESCC1.44e-101.87e-010.1124
11216AKAP10P21T-EHumanEsophagusESCC4.44e-081.80e-010.1617
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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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