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: AKAP11

Gene summary for AKAP11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKAP11

Gene ID

11215

Gene nameA-kinase anchoring protein 11
Gene AliasAKAP-11
Cytomap13q14.11
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q9UKA4


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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
11215AKAP11HCC1_MengHumanLiverHCC4.53e-512.93e-020.0246
11215AKAP11HCC2_MengHumanLiverHCC7.46e-252.05e-010.0107
11215AKAP11HCC1HumanLiverHCC2.18e-064.20e+000.5336
11215AKAP11HCC2HumanLiverHCC1.74e-094.09e+000.5341
11215AKAP11S028HumanLiverHCC1.81e-094.87e-010.2503
11215AKAP11S029HumanLiverHCC9.88e-033.58e-010.2581
11215AKAP11Dong_P1HumanProstateTumor1.12e-086.22e-020.035
11215AKAP11Dong_P3HumanProstateTumor2.20e-111.44e-010.0278
11215AKAP11GSM5353215_PA_AUG_PB_1B_S2HumanProstateTumor4.82e-025.35e-010.1557
11215AKAP11GSM5353216_PA_PB1A_Pool_1_3_S50_L002HumanProstateTumor1.53e-046.82e-010.159
11215AKAP11GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor8.91e-115.24e-010.1633
11215AKAP11GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor4.61e-084.25e-010.1608
11215AKAP11GSM5353223_PA_PB2B_Pool_2_S26_L001HumanProstateTumor7.65e-074.23e-010.1604
11215AKAP11GSM5353224_PA_PR5186_Pool_1_2_3_S27_L001HumanProstateTumor4.64e-022.23e-010.1621
11215AKAP11GSM5353227_PA_PR5199-193K_Pool_1_2_3_S55_L002HumanProstateTumor3.13e-033.56e-010.1602
11215AKAP11GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor2.18e-023.09e-010.1569
11215AKAP11male-WTAHumanThyroidPTC6.70e-322.42e-010.1037
11215AKAP11PTC01HumanThyroidPTC1.64e-091.09e-010.1899
11215AKAP11PTC03HumanThyroidPTC5.71e-041.73e-010.1784
11215AKAP11PTC04HumanThyroidPTC2.05e-092.17e-010.1927
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:003086512LiverHCCcortical cytoskeleton organization47/795861/187234.03e-088.69e-0747
GO:003086612LiverHCCcortical actin cytoskeleton organization30/795840/187233.04e-053.12e-0430
GO:00360103LiverHCCprotein localization to endosome19/795824/187232.80e-042.02e-0319
GO:005087822LiverHCCregulation of body fluid levels191/7958379/187231.06e-036.11e-03191
GO:003086515ProstateTumorcortical cytoskeleton organization24/324661/187233.91e-054.52e-0424
GO:005087818ProstateTumorregulation of body fluid levels91/3246379/187235.37e-043.91e-0391
GO:003086613ProstateTumorcortical actin cytoskeleton organization15/324640/187231.91e-031.11e-0215
GO:003601011ProstateTumorprotein localization to endosome10/324624/187234.46e-032.20e-0210
GO:0030865110ThyroidPTCcortical cytoskeleton organization38/596861/187239.77e-071.46e-0538
GO:003086616ThyroidPTCcortical actin cytoskeleton organization25/596840/187236.51e-055.72e-0425
GO:003086523ThyroidATCcortical cytoskeleton organization41/629361/187238.28e-081.43e-0641
GO:003086617ThyroidATCcortical actin cytoskeleton organization28/629340/187232.77e-063.19e-0528
GO:0050878112ThyroidATCregulation of body fluid levels149/6293379/187231.08e-023.90e-02149
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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
AKAP11SNVMissense_Mutationc.2686N>Ap.Val896Ilep.V896IQ9UKA4protein_codingtolerated(0.13)benign(0.007)TCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
AKAP11SNVMissense_Mutationnovelc.4930C>Gp.Leu1644Valp.L1644VQ9UKA4protein_codingtolerated(0.31)benign(0.116)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
AKAP11SNVMissense_Mutationc.659N>Tp.Ser220Phep.S220FQ9UKA4protein_codingdeleterious(0.01)probably_damaging(0.919)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AKAP11SNVMissense_Mutationc.2377N>Ap.His793Asnp.H793NQ9UKA4protein_codingdeleterious(0.04)benign(0.003)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AKAP11SNVMissense_Mutationc.2704N>Ap.Glu902Lysp.E902KQ9UKA4protein_codingtolerated(0.1)benign(0.007)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
AKAP11SNVMissense_Mutationrs146952263c.3527N>Ap.Ser1176Asnp.S1176NQ9UKA4protein_codingtolerated(0.1)benign(0.063)TCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP11SNVMissense_Mutationc.3640N>Ap.Ala1214Thrp.A1214TQ9UKA4protein_codingdeleterious(0.03)possibly_damaging(0.808)TCGA-B6-A0X1-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
AKAP11SNVMissense_Mutationnovelc.788C>Tp.Ser263Phep.S263FQ9UKA4protein_codingdeleterious(0.04)possibly_damaging(0.874)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKAP11SNVMissense_Mutationc.223N>Ap.Ala75Thrp.A75TQ9UKA4protein_codingtolerated(0.12)possibly_damaging(0.791)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
AKAP11SNVMissense_Mutationnovelc.1972G>Tp.Gly658Cysp.G658CQ9UKA4protein_codingdeleterious(0)probably_damaging(1)TCGA-C8-A8HR-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
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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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