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: STK4

Gene summary for STK4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK4

Gene ID

6789

Gene nameserine/threonine kinase 4
Gene AliasKRS2
Cytomap20q13.12
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

Q13043


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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
6789STK4EOLP-1HumanOral cavityEOLP4.38e-104.56e-01-0.0202
6789STK4EOLP-2HumanOral cavityEOLP5.49e-073.84e-01-0.0203
6789STK4SYSMH1HumanOral cavityOSCC3.33e-134.43e-010.1127
6789STK4SYSMH2HumanOral cavityOSCC1.24e-145.77e-010.2326
6789STK4SYSMH3HumanOral cavityOSCC2.82e-125.10e-010.2442
6789STK4SYSMH5HumanOral cavityOSCC4.28e-051.98e-010.0647
6789STK4SYSMH6HumanOral cavityOSCC1.23e-021.67e-010.1275
6789STK4GSM5252132_BPH389PrGFHumanProstateBPH6.33e-064.66e-01-0.2247
6789STK4GSM5252136_BPH556PrGA1_FcolHumanProstateBPH9.52e-033.07e-01-0.23
6789STK4GSM5252137_BPH556PrGA2_FcolHumanProstateBPH2.31e-033.84e-01-0.23
6789STK4047563_1562-all-cellsHumanProstateBPH6.80e-245.82e-010.0791
6789STK4048752_1579-all-cellsHumanProstateBPH4.06e-083.88e-010.1008
6789STK4052095_1628-all-cellsHumanProstateBPH2.26e-023.22e-010.1032
6789STK4052097_1595-all-cellsHumanProstateBPH3.48e-154.33e-010.0972
6789STK4052099_1652-all-cellsHumanProstateBPH1.85e-042.63e-010.1038
6789STK4Dong_P1HumanProstateTumor2.03e-104.38e-020.035
6789STK4Dong_P3HumanProstateTumor2.39e-041.14e-010.0278
6789STK4Dong_P5HumanProstateTumor8.37e-08-8.03e-020.053
6789STK4GSM5353218_PA_PB1B_Pool_1_2_S74_L003HumanProstateTumor8.06e-036.16e-010.1479
6789STK4GSM5353221_PA_PB2A_Pool_1_3_S25_L001HumanProstateTumor8.57e-064.72e-010.1633
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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
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
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: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:0044262ColorectumADcellular carbohydrate metabolic process87/3918283/187236.00e-051.01e-0387
GO:0060425ColorectumADlung morphogenesis20/391850/187231.65e-031.38e-0220
GO:00060911ColorectumSERgeneration of precursor metabolites and energy168/2897490/187231.39e-251.70e-22168
GO:00159801ColorectumSERenergy derivation by oxidation of organic compounds119/2897318/187235.28e-224.62e-19119
GO:00060912ColorectumMSSgeneration of precursor metabolites and energy186/3467490/187231.14e-242.15e-21186
GO:00159802ColorectumMSSenergy derivation by oxidation of organic compounds131/3467318/187232.60e-212.70e-18131
GO:00604251ColorectumMSSlung morphogenesis20/346750/187233.25e-044.21e-0320
GO:0035264ColorectumMSSmulticellular organism growth37/3467132/187234.77e-033.34e-0237
GO:00060914ColorectumFAPgeneration of precursor metabolites and energy128/2622490/187235.58e-134.28e-10128
GO:00159804ColorectumFAPenergy derivation by oxidation of organic compounds85/2622318/187231.36e-092.77e-0785
GO:00442621ColorectumFAPcellular carbohydrate metabolic process66/2622283/187231.53e-054.01e-0466
GO:00604252ColorectumFAPlung morphogenesis16/262250/187239.14e-049.20e-0316
GO:00352641ColorectumFAPmulticellular organism growth31/2622132/187232.28e-031.84e-0231
GO:0030323ColorectumFAPrespiratory tube development39/2622181/187233.60e-032.58e-0239
GO:0030324ColorectumFAPlung development38/2622177/187234.28e-032.93e-0238
GO:0031647111EsophagusESCCregulation of protein stability223/8552298/187235.76e-251.52e-22223
GO:2001233111EsophagusESCCregulation of apoptotic signaling pathway256/8552356/187234.11e-241.04e-21256
GO:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa052237EsophagusESCCNon-small cell lung cancer48/420572/84652.57e-037.05e-033.61e-0348
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0522316EsophagusESCCNon-small cell lung cancer48/420572/84652.57e-037.05e-033.61e-0348
hsa040684LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa052232LiverHCCNon-small cell lung cancer46/402072/84653.61e-031.12e-026.22e-0346
hsa040685LiverHCCFoxO signaling pathway85/4020131/84653.99e-052.16e-041.20e-0485
hsa0522311LiverHCCNon-small cell lung cancer46/402072/84653.61e-031.12e-026.22e-0346
hsa040688Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa0401014Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa052236Oral cavityOSCCNon-small cell lung cancer46/370472/84654.37e-041.32e-036.72e-0446
hsa0406813Oral cavityOSCCFoxO signaling pathway85/3704131/84657.50e-074.33e-062.21e-0685
hsa0401015Oral cavityOSCCMAPK signaling pathway165/3704302/84657.11e-052.74e-041.40e-04165
hsa0522315Oral cavityOSCCNon-small cell lung cancer46/370472/84654.37e-041.32e-036.72e-0446
hsa0401023Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0406823Oral cavityEOLPFoxO signaling pathway29/1218131/84651.05e-022.85e-021.68e-0229
hsa0401033Oral cavityEOLPMAPK signaling pathway68/1218302/84657.48e-053.40e-042.01e-0468
hsa0406833Oral cavityEOLPFoxO signaling pathway29/1218131/84651.05e-022.85e-021.68e-0229
hsa040687ProstateBPHFoxO signaling pathway54/1718131/84653.05e-083.59e-072.22e-0754
hsa0401010ProstateBPHMAPK signaling pathway87/1718302/84652.05e-041.13e-036.98e-0487
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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
STK4SNVMissense_Mutationc.499N>Cp.Asp167Hisp.D167HQ13043protein_codingdeleterious(0)probably_damaging(1)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
STK4SNVMissense_Mutationc.1340N>Cp.Arg447Thrp.R447TQ13043protein_codingdeleterious(0)possibly_damaging(0.71)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK4SNVMissense_Mutationrs768691855c.1408N>Tp.Arg470Trpp.R470WQ13043protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AN-A0FL-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK4SNVMissense_Mutationc.499G>Ap.Asp167Asnp.D167NQ13043protein_codingdeleterious(0)probably_damaging(1)TCGA-E2-A1IN-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
STK4insertionFrame_Shift_Insnovelc.945_946insCAAACATTp.Asp316GlnfsTer31p.D316Qfs*31Q13043protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
STK4insertionIn_Frame_Insnovelc.946_947insTGGCAGCTATAACATGTTCCCAACp.Asp316delinsValAlaAlaIleThrCysSerGlnHisp.D316delinsVAAITCSQHQ13043protein_codingTCGA-A8-A07O-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyCR
STK4SNVMissense_Mutationnovelc.970G>Ap.Glu324Lysp.E324KQ13043protein_codingtolerated(0.11)benign(0.15)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
STK4SNVMissense_Mutationc.535G>Ap.Ala179Thrp.A179TQ13043protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK4SNVMissense_Mutationnovelc.1364N>Cp.Met455Thrp.M455TQ13043protein_codingdeleterious(0.01)probably_damaging(0.965)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
STK4SNVMissense_Mutationc.415N>Cp.Tyr139Hisp.Y139HQ13043protein_codingdeleterious(0)probably_damaging(0.989)TCGA-A6-6648-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinPD
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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
6789STK4KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitor252827426
6789STK4KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitor178102336BOSUTINIB
6789STK4KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitor310264738CERDULATINIB
6789STK4KINASE, DRUGGABLE GENOME, ENZYME, SERINE THREONINE KINASEinhibitorHESPERADINHESPERADIN19035792
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