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
9590AKAP12LN46HumanOral cavityOSCC4.32e-06-6.22e-010.1666
9590AKAP12EOLP-1HumanOral cavityEOLP4.77e-091.98e-01-0.0202
9590AKAP12EOLP-2HumanOral cavityEOLP2.56e-03-8.19e-02-0.0203
9590AKAP12NEOLP-1HumanOral cavityNEOLP1.15e-083.07e-01-0.0194
9590AKAP12NEOLP-2HumanOral cavityNEOLP2.17e-072.65e-01-0.0196
9590AKAP12NEOLP-3HumanOral cavityNEOLP2.52e-041.13e-01-0.0191
9590AKAP12SYSMH1HumanOral cavityOSCC9.59e-13-6.14e-010.1127
9590AKAP12SYSMH2HumanOral cavityOSCC7.31e-06-4.64e-010.2326
9590AKAP12SYSMH3HumanOral cavityOSCC6.20e-13-5.80e-010.2442
9590AKAP12SYSMH4HumanOral cavityOSCC5.88e-13-6.17e-010.1226
9590AKAP12SYSMH5HumanOral cavityOSCC7.33e-03-4.95e-010.0647
9590AKAP12SYSMH6HumanOral cavityOSCC2.96e-16-6.09e-010.1275
9590AKAP12GSM5252130_BPH340PrGF_ViaHumanProstateBPH3.14e-177.31e-01-0.1972
9590AKAP12GSM5252132_BPH389PrGFHumanProstateBPH1.44e-121.48e+00-0.2247
9590AKAP12GSM5252133_BPH389PrSFHumanProstateBPH3.39e-132.99e+00-0.2027
9590AKAP12047563_1562-all-cellsHumanProstateBPH1.90e-268.24e-010.0791
9590AKAP12048752_1579-all-cellsHumanProstateBPH1.46e-176.03e-010.1008
9590AKAP12052095_1628-all-cellsHumanProstateBPH3.06e-064.08e-010.1032
9590AKAP12052097_1595-all-cellsHumanProstateBPH2.05e-084.56e-010.0972
9590AKAP12Dong_P1HumanProstateTumor2.22e-055.07e-020.035
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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:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:00434105EndometriumAEHpositive regulation of MAPK cascade84/2100480/187232.19e-054.25e-0484
GO:000223710EndometriumAEHresponse to molecule of bacterial origin65/2100363/187239.00e-051.30e-0365
GO:003249610EndometriumAEHresponse to lipopolysaccharide62/2100343/187239.82e-051.41e-0362
GO:00107616EndometriumAEHfibroblast migration14/210047/187234.51e-044.76e-0314
GO:007135610EndometriumAEHcellular response to tumor necrosis factor41/2100229/187231.66e-031.36e-0241
GO:003461210EndometriumAEHresponse to tumor necrosis factor44/2100253/187232.08e-031.61e-0244
GO:00018198EndometriumAEHpositive regulation of cytokine production71/2100467/187234.76e-033.02e-0271
GO:00705555EndometriumAEHresponse to interleukin-126/2100143/187238.78e-034.78e-0226
GO:000166716EndometriumEECameboidal-type cell migration91/2168475/187237.87e-072.80e-0591
GO:004341011EndometriumEECpositive regulation of MAPK cascade89/2168480/187234.21e-061.08e-0489
GO:000223714EndometriumEECresponse to molecule of bacterial origin68/2168363/187233.96e-056.64e-0468
GO:003249614EndometriumEECresponse to lipopolysaccharide65/2168343/187234.04e-056.75e-0465
GO:007135615EndometriumEECcellular response to tumor necrosis factor45/2168229/187232.54e-042.94e-0345
GO:003461215EndometriumEECresponse to tumor necrosis factor48/2168253/187233.77e-044.03e-0348
GO:001076112EndometriumEECfibroblast migration14/216847/187236.25e-046.14e-0314
GO:000181913EndometriumEECpositive regulation of cytokine production73/2168467/187234.64e-032.97e-0273
GO:007055511EndometriumEECresponse to interleukin-127/2168143/187236.99e-034.01e-0227
GO:0051767EndometriumEECnitric-oxide synthase biosynthetic process7/216821/187237.38e-034.15e-027
GO:0051769EndometriumEECregulation of nitric-oxide synthase biosynthetic process7/216821/187237.38e-034.15e-027
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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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