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: AKT3

Gene summary for AKT3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

AKT3

Gene ID

10000

Gene nameAKT serine/threonine kinase 3
Gene AliasMPPH
Cytomap1q43-q44
Gene Typeprotein-coding
GO ID

GO:0000002

UniProtAcc

Q9Y243


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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
10000AKT3LZE2THumanEsophagusESCC5.81e-055.45e-010.082
10000AKT3LZE7THumanEsophagusESCC5.22e-053.66e-010.0667
10000AKT3P2T-EHumanEsophagusESCC1.47e-142.27e-010.1177
10000AKT3P9T-EHumanEsophagusESCC4.63e-102.55e-010.1131
10000AKT3P11T-EHumanEsophagusESCC2.94e-022.20e-010.1426
10000AKT3P16T-EHumanEsophagusESCC8.84e-051.12e-010.1153
10000AKT3P19T-EHumanEsophagusESCC5.34e-064.46e-010.1662
10000AKT3P22T-EHumanEsophagusESCC9.40e-243.22e-010.1236
10000AKT3P24T-EHumanEsophagusESCC4.40e-091.78e-010.1287
10000AKT3P26T-EHumanEsophagusESCC4.24e-183.12e-010.1276
10000AKT3P30T-EHumanEsophagusESCC9.74e-103.98e-010.137
10000AKT3P32T-EHumanEsophagusESCC1.46e-121.68e-010.1666
10000AKT3P36T-EHumanEsophagusESCC2.78e-032.01e-010.1187
10000AKT3P37T-EHumanEsophagusESCC3.65e-062.06e-010.1371
10000AKT3P49T-EHumanEsophagusESCC8.87e-062.97e-010.1768
10000AKT3P52T-EHumanEsophagusESCC1.66e-027.96e-020.1555
10000AKT3P62T-EHumanEsophagusESCC1.57e-036.99e-020.1302
10000AKT3P76T-EHumanEsophagusESCC7.98e-132.75e-010.1207
10000AKT3P83T-EHumanEsophagusESCC4.85e-049.93e-020.1738
10000AKT3P107T-EHumanEsophagusESCC5.01e-132.94e-010.171
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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
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:003253520EsophagusESCCregulation of cellular component size227/8552383/187234.77e-088.60e-07227
GO:000756820EsophagusESCCaging201/8552339/187232.64e-073.94e-06201
GO:0048872111EsophagusESCChomeostasis of number of cells163/8552272/187231.40e-061.69e-05163
GO:00182099EsophagusESCCpeptidyl-serine modification196/8552338/187233.07e-063.47e-05196
GO:001810515EsophagusESCCpeptidyl-serine phosphorylation184/8552315/187233.22e-063.61e-05184
GO:00319294EsophagusESCCTOR signaling79/8552126/187238.57e-056.21e-0479
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00083619EsophagusESCCregulation of cell size107/8552181/187231.81e-041.16e-03107
GO:00075699EsophagusESCCcell aging81/8552132/187232.00e-041.27e-0381
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:00000021EsophagusESCCmitochondrial genome maintenance17/855221/187231.03e-035.19e-0317
GO:000166720EsophagusESCCameboidal-type cell migration250/8552475/187231.22e-035.97e-03250
GO:00320061EsophagusESCCregulation of TOR signaling63/8552104/187231.55e-037.29e-0363
GO:00320082EsophagusESCCpositive regulation of TOR signaling31/855247/187234.01e-031.62e-0231
GO:001063120EsophagusESCCepithelial cell migration187/8552357/187236.05e-032.23e-02187
GO:009013220EsophagusESCCepithelium migration188/8552360/187236.96e-032.54e-02188
GO:009013020EsophagusESCCtissue migration190/8552365/187237.91e-032.82e-02190
GO:00903984EsophagusESCCcellular senescence54/855293/187231.08e-023.67e-0254
GO:000756818Oral cavityOSCCaging194/7305339/187236.18e-122.33e-10194
GO:004887220Oral cavityOSCChomeostasis of number of cells152/7305272/187231.08e-082.23e-07152
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05132211EsophagusESCCSalmonella infection191/4205249/84656.51e-195.45e-172.79e-17191
hsa05208211EsophagusESCCChemical carcinogenesis - reactive oxygen species168/4205223/84651.83e-156.81e-143.49e-14168
hsa05010210EsophagusESCCAlzheimer disease263/4205384/84651.80e-145.47e-132.80e-13263
hsa04932210EsophagusESCCNon-alcoholic fatty liver disease122/4205155/84655.69e-141.59e-128.14e-13122
hsa05166211EsophagusESCCHuman T-cell leukemia virus 1 infection164/4205222/84658.13e-142.09e-121.07e-12164
hsa05169210EsophagusESCCEpstein-Barr virus infection151/4205202/84651.55e-133.45e-121.77e-12151
hsa05418211EsophagusESCCFluid shear stress and atherosclerosis109/4205139/84652.00e-123.72e-111.90e-11109
hsa05131211EsophagusESCCShigellosis176/4205247/84652.27e-124.01e-112.05e-11176
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa05415211EsophagusESCCDiabetic cardiomyopathy146/4205203/84655.81e-117.78e-103.99e-10146
hsa0466810EsophagusESCCTNF signaling pathway89/4205114/84653.36e-104.01e-092.06e-0989
hsa0421027EsophagusESCCApoptosis102/4205136/84651.05e-091.21e-086.21e-09102
hsa05170210EsophagusESCCHuman immunodeficiency virus 1 infection147/4205212/84653.37e-093.53e-081.81e-08147
hsa0521020EsophagusESCCColorectal cancer69/420586/84654.06e-094.13e-082.11e-0869
hsa05167211EsophagusESCCKaposi sarcoma-associated herpesvirus infection136/4205194/84654.28e-094.22e-082.16e-08136
hsa0516425EsophagusESCCInfluenza A122/4205171/84655.01e-094.79e-082.45e-08122
hsa0521216EsophagusESCCPancreatic cancer62/420576/84657.37e-096.85e-083.51e-0862
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0513526EsophagusESCCYersinia infection100/4205137/84651.80e-081.59e-078.12e-08100
hsa0522020EsophagusESCCChronic myeloid leukemia61/420576/84653.20e-082.68e-071.37e-0761
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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
AKT3SNVMissense_Mutationnovelc.453N>Cp.Leu151Phep.L151FQ9Y243protein_codingdeleterious(0)probably_damaging(0.96)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
AKT3SNVMissense_Mutationrs772090769c.793N>Ap.Gly265Argp.G265RQ9Y243protein_codingtolerated(0.67)benign(0)TCGA-A2-A0ET-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycytoxanSD
AKT3SNVMissense_Mutationc.1118N>Gp.Ala373Glyp.A373GQ9Y243protein_codingtolerated(0.09)benign(0.117)TCGA-AC-A2FF-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
AKT3SNVMissense_Mutationc.928C>Gp.Pro310Alap.P310AQ9Y243protein_codingdeleterious(0.01)probably_damaging(0.977)TCGA-AR-A0TU-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificDoxorubicinSD
AKT3SNVMissense_Mutationc.1421C>Tp.Ser474Phep.S474FQ9Y243protein_codingtolerated(0.05)possibly_damaging(0.783)TCGA-E2-A1B1-01Breastbreast invasive carcinomaFemale<65I/IIOther, specify in notesbiphosphonatezoledronicSD
AKT3SNVMissense_Mutationc.250N>Ap.Glu84Lysp.E84KQ9Y243protein_codingdeleterious(0.01)probably_damaging(0.984)TCGA-E9-A1R4-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilSD
AKT3SNVMissense_Mutationnovelc.47G>Cp.Gly16Alap.G16AQ9Y243protein_codingdeleterious(0)probably_damaging(0.992)TCGA-4J-AA1J-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
AKT3SNVMissense_Mutationc.629C>Tp.Ser210Phep.S210FQ9Y243protein_codingdeleterious(0.01)benign(0.285)TCGA-C5-A7UE-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
AKT3SNVMissense_Mutationc.1212N>Gp.Phe404Leup.F404LQ9Y243protein_codingdeleterious(0.03)probably_damaging(0.997)TCGA-DR-A0ZM-01Cervixcervical & endocervical cancerFemale<65III/IVUnspecificCisplatinSD
AKT3SNVMissense_Mutationc.164C>Tp.Ser55Leup.S55LQ9Y243protein_codingtolerated(0.05)benign(0.16)TCGA-Q1-A73O-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
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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
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEinhibitor249565578IPATASERTIB
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEinhibitorGSK2126458OMIPALISIB
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEinhibitor249565585UPROSERTIB
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEAfuresertibAFURESERTIB
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEMK2206MK-2206
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEBAY1125976
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEGSK2141795UPROSERTIB
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEallosteric modulator328083529MIRANSERTIB
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEinhibitorCHEMBL494089GSK-690693
10000AKT3DRUGGABLE GENOME, KINASE, ENZYME, DRUG RESISTANCE, SERINE THREONINE KINASE, CLINICALLY ACTIONABLEPERIFOSINEPERIFOSINE
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