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: SGK3

Gene summary for SGK3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SGK3

Gene ID

23678

Gene nameserum/glucocorticoid regulated kinase family member 3
Gene AliasCISK
Cytomap8q13.1
Gene Typeprotein-coding
GO ID

GO:0001558

UniProtAcc

A0A024R807


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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
23678SGK3GSM4909286HumanBreastIDC1.29e-042.17e-010.1081
23678SGK3GSM4909293HumanBreastIDC5.29e-184.51e-010.1581
23678SGK3GSM4909303HumanBreastIDC4.30e-076.11e-010.0438
23678SGK3GSM4909304HumanBreastIDC1.51e-144.47e-010.1636
23678SGK3GSM4909305HumanBreastIDC2.86e-053.81e-010.0436
23678SGK3GSM4909306HumanBreastIDC7.00e-094.01e-010.1564
23678SGK3GSM4909311HumanBreastIDC5.04e-037.10e-020.1534
23678SGK3GSM4909312HumanBreastIDC1.40e-083.71e-010.1552
23678SGK3GSM4909313HumanBreastIDC3.05e-033.38e-010.0391
23678SGK3GSM4909319HumanBreastIDC5.64e-061.31e-010.1563
23678SGK3DCIS2HumanBreastDCIS1.03e-189.78e-020.0085
23678SGK3CCI_1HumanCervixCC4.61e-023.97e-010.528
23678SGK3CCI_2HumanCervixCC4.12e-108.43e-010.5249
23678SGK3CCI_3HumanCervixCC4.66e-128.13e-010.516
23678SGK3HTA11_3410_2000001011HumanColorectumAD2.64e-12-5.15e-010.0155
23678SGK3HTA11_5212_2000001011HumanColorectumAD9.16e-03-5.63e-01-0.2061
23678SGK3HTA11_866_3004761011HumanColorectumAD6.23e-11-5.34e-010.096
23678SGK3HTA11_7696_3000711011HumanColorectumAD4.84e-07-3.78e-010.0674
23678SGK3HTA11_6818_2000001021HumanColorectumAD7.22e-05-5.78e-010.0588
23678SGK3HTA11_99999970781_79442HumanColorectumMSS9.96e-11-4.26e-010.294
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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:001604913BreastIDCcell growth56/1434482/187231.16e-031.26e-0256
GO:000155813BreastIDCregulation of cell growth49/1434414/187231.55e-031.55e-0249
GO:001604923BreastDCIScell growth54/1390482/187231.60e-031.59e-0254
GO:000155822BreastDCISregulation of cell growth47/1390414/187232.39e-032.16e-0247
GO:00510904CervixCCregulation of DNA-binding transcription factor activity87/2311440/187234.85e-061.22e-0487
GO:00160498CervixCCcell growth92/2311482/187231.16e-052.49e-0492
GO:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00015588CervixCCregulation of cell growth77/2311414/187231.40e-041.70e-0377
GO:0016049ColorectumADcell growth143/3918482/187232.83e-068.09e-05143
GO:0001558ColorectumADregulation of cell growth124/3918414/187237.67e-061.86e-04124
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
GO:0018209ColorectumADpeptidyl-serine modification92/3918338/187233.19e-032.36e-0292
GO:00160492ColorectumMSScell growth123/3467482/187237.15e-051.21e-03123
GO:00015582ColorectumMSSregulation of cell growth105/3467414/187232.97e-043.90e-03105
GO:00181052ColorectumMSSpeptidyl-serine phosphorylation81/3467315/187238.92e-049.12e-0381
GO:0051090ColorectumMSSregulation of DNA-binding transcription factor activity106/3467440/187231.88e-031.65e-02106
GO:00182091ColorectumMSSpeptidyl-serine modification84/3467338/187232.12e-031.79e-0284
GO:00160493ColorectumFAPcell growth112/2622482/187232.40e-082.30e-06112
GO:00015583ColorectumFAPregulation of cell growth95/2622414/187235.02e-072.61e-0595
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa04151ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa041511ColorectumFAPPI3K-Akt signaling pathway75/1404354/84651.23e-024.19e-022.55e-0275
hsa041512ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa041513ColorectumCRCPI3K-Akt signaling pathway64/1091354/84652.70e-031.77e-021.20e-0264
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
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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
SGK3SNVMissense_Mutationc.425N>Gp.Ser142Cysp.S142CQ96BR1protein_codingdeleterious(0.03)benign(0.052)TCGA-BH-A208-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SGK3SNVMissense_Mutationc.217N>Ap.Pro73Thrp.P73TQ96BR1protein_codingdeleterious(0)probably_damaging(1)TCGA-E9-A226-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
SGK3SNVMissense_Mutationc.550N>Cp.Asp184Hisp.D184HQ96BR1protein_codingdeleterious(0.01)possibly_damaging(0.841)TCGA-C5-A1BQ-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinCR
SGK3SNVMissense_Mutationc.550G>Cp.Asp184Hisp.D184HQ96BR1protein_codingdeleterious(0.01)possibly_damaging(0.841)TCGA-C5-A3HL-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
SGK3SNVMissense_Mutationnovelc.1136G>Cp.Ser379Thrp.S379TQ96BR1protein_codingtolerated(0.41)benign(0.001)TCGA-VS-A8EC-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycarboplatinCR
SGK3SNVMissense_Mutationnovelc.410N>Ap.Ser137Tyrp.S137YQ96BR1protein_codingtolerated(0.2)benign(0.013)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
SGK3SNVMissense_Mutationrs146507110c.64N>Ap.Asp22Asnp.D22NQ96BR1protein_codingtolerated_low_confidence(0.34)benign(0.003)TCGA-CK-4951-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
SGK3SNVMissense_Mutationnovelc.109N>Ap.Leu37Metp.L37MQ96BR1protein_codingtolerated(0.2)benign(0.079)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SGK3SNVMissense_Mutationrs772372105c.286G>Ap.Glu96Lysp.E96KQ96BR1protein_codingtolerated(0.17)possibly_damaging(0.85)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
SGK3SNVMissense_Mutationnovelc.410C>Ap.Ser137Tyrp.S137YQ96BR1protein_codingtolerated(0.2)benign(0.013)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid 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
23678SGK3DRUGGABLE GENOME, KINASE, SERINE THREONINE KINASE, ION CHANNEL, TRANSPORTER, ENZYMEinhibitor328083523
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