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: AKAP12

Gene summary for AKAP12

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKAP12

Gene ID

9590

Gene nameA-kinase anchoring protein 12
Gene AliasAKAP250
Cytomap6q25.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

Q02952


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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
9590AKAP12AEH-subject2HumanEndometriumAEH1.15e-022.86e-02-0.2525
9590AKAP12AEH-subject3HumanEndometriumAEH3.27e-05-1.46e-01-0.2576
9590AKAP12AEH-subject4HumanEndometriumAEH2.27e-027.66e-02-0.2657
9590AKAP12AEH-subject5HumanEndometriumAEH1.70e-03-1.33e-01-0.2953
9590AKAP12EEC-subject1HumanEndometriumEEC4.33e-04-1.40e-01-0.2682
9590AKAP12EEC-subject2HumanEndometriumEEC1.46e-05-3.60e-02-0.2607
9590AKAP12EEC-subject3HumanEndometriumEEC1.67e-04-1.29e-01-0.2525
9590AKAP12EEC-subject4HumanEndometriumEEC6.35e-05-1.50e-01-0.2571
9590AKAP12EEC-subject5HumanEndometriumEEC2.27e-06-1.72e-01-0.249
9590AKAP12GSM5276934HumanEndometriumEEC3.90e-378.73e-01-0.0913
9590AKAP12GSM5276937HumanEndometriumEEC4.24e-571.31e+00-0.0897
9590AKAP12GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC5.49e-06-1.48e-01-0.1869
9590AKAP12GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.13e-05-2.03e-01-0.1875
9590AKAP12GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.12e-06-2.03e-01-0.1883
9590AKAP12GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.85e-09-1.96e-01-0.1934
9590AKAP12GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC2.65e-11-1.60e-01-0.1917
9590AKAP12GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.79e-09-1.65e-01-0.1916
9590AKAP12P4T-EHumanEsophagusESCC8.68e-103.56e-010.1323
9590AKAP12P8T-EHumanEsophagusESCC4.67e-073.46e-010.0889
9590AKAP12P11T-EHumanEsophagusESCC1.86e-109.50e-010.1426
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:003249619EsophagusESCCresponse to lipopolysaccharide191/8552343/187231.11e-047.73e-04191
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00107619EsophagusESCCfibroblast migration32/855247/187231.59e-037.43e-0332
GO:000223719EsophagusESCCresponse to molecule of bacterial origin194/8552363/187231.64e-037.61e-03194
GO:00343493EsophagusESCCglial cell apoptotic process14/855217/187232.22e-039.78e-0314
GO:000181916EsophagusESCCpositive regulation of cytokine production244/8552467/187232.29e-031.01e-02244
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
GO:003249617Oral cavityOSCCresponse to lipopolysaccharide178/7305343/187237.27e-071.03e-05178
GO:0034349Oral cavityOSCCglial cell apoptotic process16/730517/187233.07e-063.72e-0516
GO:00107618Oral cavityOSCCfibroblast migration33/730547/187231.43e-051.44e-0433
GO:000223717Oral cavityOSCCresponse to molecule of bacterial origin181/7305363/187231.48e-051.49e-04181
GO:0034350Oral cavityOSCCregulation of glial cell apoptotic process11/730511/187233.17e-052.87e-0411
GO:000166719Oral cavityOSCCameboidal-type cell migration228/7305475/187233.46e-053.10e-04228
GO:00107623Oral cavityOSCCregulation of fibroblast migration24/730536/187237.18e-043.95e-0324
GO:000181910Oral cavityOSCCpositive regulation of cytokine production213/7305467/187231.93e-038.96e-03213
GO:00705556Oral cavityOSCCresponse to interleukin-173/7305143/187232.23e-031.00e-0273
GO:00713473Oral cavityOSCCcellular response to interleukin-158/7305113/187235.14e-032.01e-0258
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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
AKAP12SNVMissense_Mutationnovelc.1813G>Ap.Glu605Lysp.E605KQ02952protein_codingdeleterious(0)probably_damaging(0.996)TCGA-3C-AALI-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificPoly EComplete Response
AKAP12SNVMissense_Mutationc.2143G>Ap.Asp715Asnp.D715NQ02952protein_codingdeleterious(0)benign(0.397)TCGA-A2-A0CT-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanSD
AKAP12SNVMissense_Mutationc.799N>Cp.Glu267Glnp.E267QQ02952protein_codingtolerated(0.26)possibly_damaging(0.543)TCGA-A2-A0EY-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AKAP12SNVMissense_Mutationnovelc.3718G>Ap.Glu1240Lysp.E1240KQ02952protein_codingtolerated(0.16)benign(0.007)TCGA-A2-A0YD-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AKAP12SNVMissense_Mutationnovelc.830N>Ap.Pro277Hisp.P277HQ02952protein_codingdeleterious(0)possibly_damaging(0.662)TCGA-A7-A6VW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
AKAP12SNVMissense_Mutationc.1913N>Ap.Val638Aspp.V638DQ02952protein_codingdeleterious(0)possibly_damaging(0.641)TCGA-A8-A075-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyepirubicinCR
AKAP12SNVMissense_Mutationc.2130N>Gp.Asp710Glup.D710EQ02952protein_codingtolerated(0.41)benign(0.003)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
AKAP12SNVMissense_Mutationnovelc.3154N>Cp.Glu1052Glnp.E1052QQ02952protein_codingtolerated(0.08)benign(0.184)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP12SNVMissense_Mutationnovelc.386N>Tp.Ala129Valp.A129VQ02952protein_codingtolerated(0.31)benign(0.006)TCGA-BH-A0DS-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapycyclophosphamideSD
AKAP12SNVMissense_Mutationrs755923718c.5335N>Tp.Leu1779Phep.L1779FQ02952protein_codingtolerated_low_confidence(0.12)benign(0.137)TCGA-BH-A18Q-01Breastbreast invasive carcinomaFemale<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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