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: AKT2

Gene summary for AKT2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKT2

Gene ID

208

Gene nameAKT serine/threonine kinase 2
Gene AliasHIHGHH
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0000271

UniProtAcc

B4DG79


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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
208AKT2HTA11_347_2000001011HumanColorectumAD1.63e-042.42e-01-0.1954
208AKT2HTA11_1391_2000001011HumanColorectumAD2.41e-075.08e-01-0.059
208AKT2HTA11_7663_2000001011HumanColorectumSER4.53e-033.82e-010.0131
208AKT2HTA11_7696_3000711011HumanColorectumAD5.11e-136.14e-010.0674
208AKT2HTA11_99999965104_69814HumanColorectumMSS1.28e-034.11e-010.281
208AKT2HTA11_99999971662_82457HumanColorectumMSS3.62e-177.04e-010.3859
208AKT2A015-C-203HumanColorectumFAP3.18e-02-9.16e-02-0.1294
208AKT2A015-C-104HumanColorectumFAP3.58e-02-1.94e-02-0.1899
208AKT2A002-C-016HumanColorectumFAP4.42e-02-1.01e-010.0521
208AKT2A002-C-116HumanColorectumFAP6.07e-04-1.15e-01-0.0452
208AKT2LZE4THumanEsophagusESCC2.91e-026.89e-030.0811
208AKT2LZE5THumanEsophagusESCC3.80e-021.06e-010.0514
208AKT2LZE7THumanEsophagusESCC1.46e-042.22e-010.0667
208AKT2LZE8THumanEsophagusESCC7.65e-041.62e-010.067
208AKT2LZE22THumanEsophagusESCC3.32e-031.35e-010.068
208AKT2LZE24THumanEsophagusESCC8.07e-163.56e-010.0596
208AKT2LZE21THumanEsophagusESCC3.26e-082.21e-010.0655
208AKT2P1T-EHumanEsophagusESCC1.55e-064.97e-010.0875
208AKT2P2T-EHumanEsophagusESCC5.00e-294.34e-010.1177
208AKT2P4T-EHumanEsophagusESCC1.08e-112.47e-010.1323
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal 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
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
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
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:0006091ColorectumADgeneration of precursor metabolites and energy209/3918490/187233.17e-286.61e-25209
GO:0015980ColorectumADenergy derivation by oxidation of organic compounds143/3918318/187232.78e-222.49e-19143
GO:0072659ColorectumADprotein localization to plasma membrane122/3918284/187232.86e-171.49e-14122
GO:0009896ColorectumADpositive regulation of catabolic process180/3918492/187234.33e-161.94e-13180
GO:0031331ColorectumADpositive regulation of cellular catabolic process156/3918427/187234.68e-141.05e-11156
GO:1990778ColorectumADprotein localization to cell periphery129/3918333/187235.51e-141.15e-11129
GO:1903829ColorectumADpositive regulation of cellular protein localization110/3918276/187234.58e-138.44e-11110
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0048732ColorectumADgland development149/3918436/187236.07e-116.33e-09149
GO:1905475ColorectumADregulation of protein localization to membrane73/3918175/187233.37e-102.93e-0873
GO:1904951ColorectumADpositive regulation of establishment of protein localization112/3918319/187232.55e-091.80e-07112
GO:0051222ColorectumADpositive regulation of protein transport106/3918303/187238.45e-095.08e-07106
GO:0006605ColorectumADprotein targeting105/3918314/187231.39e-076.44e-06105
GO:1905477ColorectumADpositive regulation of protein localization to membrane46/3918106/187231.47e-076.64e-0646
GO:0016050ColorectumADvesicle organization101/3918300/187231.65e-077.17e-06101
GO:0090316ColorectumADpositive regulation of intracellular protein transport62/3918160/187231.82e-077.79e-0662
GO:0032388ColorectumADpositive regulation of intracellular transport74/3918202/187231.83e-077.80e-0674
GO:0032868ColorectumADresponse to insulin91/3918264/187232.02e-078.48e-0691
GO:0032386ColorectumADregulation of intracellular transport109/3918337/187235.33e-071.95e-05109
GO:0033157ColorectumADregulation of intracellular protein transport80/3918229/187235.81e-072.09e-0580
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05205ColorectumADProteoglycans in cancer70/2092205/84651.37e-038.46e-035.39e-0370
hsa05170ColorectumADHuman immunodeficiency virus 1 infection72/2092212/84651.40e-038.46e-035.39e-0372
hsa05220ColorectumADChronic myeloid leukemia31/209276/84651.41e-038.46e-035.39e-0331
hsa05225ColorectumADHepatocellular carcinoma59/2092168/84651.50e-038.69e-035.54e-0359
hsa04015ColorectumADRap1 signaling pathway71/2092210/84651.72e-039.68e-036.18e-0371
hsa05163ColorectumADHuman cytomegalovirus infection75/2092225/84652.00e-031.10e-027.01e-0375
hsa05211ColorectumADRenal cell carcinoma28/209269/84652.58e-031.37e-028.75e-0328
hsa04810ColorectumADRegulation of actin cytoskeleton75/2092229/84653.36e-031.76e-021.12e-0275
hsa05160ColorectumADHepatitis C54/2092157/84653.87e-031.96e-021.25e-0254
hsa04510ColorectumADFocal adhesion67/2092203/84654.40e-032.17e-021.38e-0267
hsa04140ColorectumADAutophagy - animal49/2092141/84654.58e-032.20e-021.40e-0249
hsa04071ColorectumADSphingolipid signaling pathway43/2092121/84654.83e-032.28e-021.45e-0243
hsa05166ColorectumADHuman T-cell leukemia virus 1 infection72/2092222/84655.24e-032.44e-021.55e-0272
hsa04728ColorectumADDopaminergic synapse46/2092132/84655.55e-032.48e-021.58e-0246
hsa04218ColorectumADCellular senescence53/2092156/84655.55e-032.48e-021.58e-0253
hsa04211ColorectumADLongevity regulating pathway33/209289/84656.15e-032.68e-021.71e-0233
hsa05212ColorectumADPancreatic cancer29/209276/84656.25e-032.68e-021.71e-0229
hsa05215ColorectumADProstate cancer35/209297/84657.95e-033.13e-022.00e-0235
hsa04012ColorectumADErbB signaling pathway31/209285/84651.02e-023.91e-022.50e-0231
hsa01521ColorectumADEGFR tyrosine kinase inhibitor resistance29/209279/84651.15e-024.24e-022.71e-0229
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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
AKT2SNVMissense_Mutationc.867N>Gp.Ile289Metp.I289MP31751protein_codingdeleterious(0)possibly_damaging(0.896)TCGA-A1-A0SI-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
AKT2SNVMissense_Mutationc.1066N>Ap.Glu356Lysp.E356KP31751protein_codingdeleterious(0.02)probably_damaging(0.934)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
AKT2SNVMissense_Mutationnovelc.976N>Ap.Asp326Asnp.D326NP31751protein_codingdeleterious(0.04)possibly_damaging(0.831)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AKT2SNVMissense_Mutationnovelc.133N>Gp.Pro45Alap.P45AP31751protein_codingtolerated(0.77)benign(0)TCGA-EX-A3L1-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
AKT2SNVMissense_Mutationnovelc.90G>Cp.Lys30Asnp.K30NP31751protein_codingtolerated(0.22)benign(0.111)TCGA-JW-A5VJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
AKT2SNVMissense_Mutationc.1278N>Gp.Phe426Leup.F426LP31751protein_codingdeleterious(0.01)probably_damaging(0.94)TCGA-LP-A4AV-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AKT2SNVMissense_Mutationnovelc.401N>Gp.Glu134Glyp.E134GP31751protein_codingtolerated(0.08)benign(0.003)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
AKT2SNVMissense_Mutationnovelc.1021T>Cp.Tyr341Hisp.Y341HP31751protein_codingdeleterious(0.03)probably_damaging(0.976)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
AKT2SNVMissense_Mutationc.1189N>Tp.Pro397Serp.P397SP31751protein_codingtolerated(0.16)benign(0.035)TCGA-AA-A01R-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapy5-fluorouracilPD
AKT2SNVMissense_Mutationrs757245351c.803C>Tp.Ser268Leup.S268LP31751protein_codingtolerated(0.07)benign(0.082)TCGA-AZ-4615-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyxelodaPD
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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
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitorCHEMBL2177390IPATASERTIB
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORGDC-0068IPATASERTIB
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORallosteric modulator405560349
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORTRICIRIBINETRICIRIBINE
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitor223366042CAPIVASERTIB
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitorCHEMBL3545134LY-2780301
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitor249565578IPATASERTIB
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORAFURESERTIB HYDROCHLORIDE
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORallosteric modulator249565628MK-2206
208AKT2CLINICALLY ACTIONABLE, ENZYME, DRUGGABLE GENOME, TRANSPORTER, TRANSCRIPTION FACTOR, KINASE, SERINE THREONINE KINASE, TUMOR SUPPRESSORinhibitorMK2206MK-2206
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