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: STK25

Gene summary for STK25

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK25

Gene ID

10494

Gene nameserine/threonine kinase 25
Gene AliasSOK1
Cytomap2q37.3
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024R4B2


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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
10494STK25LZE4THumanEsophagusESCC9.43e-077.32e-020.0811
10494STK25LZE5THumanEsophagusESCC9.92e-052.36e-010.0514
10494STK25LZE7THumanEsophagusESCC1.86e-042.35e-010.0667
10494STK25LZE8THumanEsophagusESCC3.44e-021.12e-010.067
10494STK25LZE20THumanEsophagusESCC1.08e-093.37e-010.0662
10494STK25LZE21D1HumanEsophagusHGIN6.62e-031.64e-010.0632
10494STK25LZE22D1HumanEsophagusHGIN1.91e-041.20e-010.0595
10494STK25LZE24THumanEsophagusESCC2.83e-226.14e-010.0596
10494STK25LZE21THumanEsophagusESCC3.86e-063.50e-010.0655
10494STK25LZE6THumanEsophagusESCC5.70e-042.41e-010.0845
10494STK25P1T-EHumanEsophagusESCC9.04e-185.15e-010.0875
10494STK25P2T-EHumanEsophagusESCC1.55e-316.03e-010.1177
10494STK25P4T-EHumanEsophagusESCC5.22e-223.82e-010.1323
10494STK25P5T-EHumanEsophagusESCC1.61e-274.92e-010.1327
10494STK25P8T-EHumanEsophagusESCC6.40e-265.99e-010.0889
10494STK25P9T-EHumanEsophagusESCC6.02e-273.74e-010.1131
10494STK25P10T-EHumanEsophagusESCC7.25e-519.02e-010.116
10494STK25P11T-EHumanEsophagusESCC2.00e-227.37e-010.1426
10494STK25P12T-EHumanEsophagusESCC4.57e-337.32e-010.1122
10494STK25P15T-EHumanEsophagusESCC6.09e-491.03e+000.1149
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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
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:009719327EsophagusHGINintrinsic apoptotic signaling pathway90/2587288/187231.50e-142.80e-1290
GO:000697927EsophagusHGINresponse to oxidative stress107/2587446/187233.91e-092.76e-07107
GO:005165616EsophagusHGINestablishment of organelle localization90/2587390/187234.27e-071.94e-0590
GO:006219727EsophagusHGINcellular response to chemical stress76/2587337/187238.00e-062.41e-0476
GO:003459926EsophagusHGINcellular response to oxidative stress65/2587288/187233.42e-058.66e-0465
GO:000030226EsophagusHGINresponse to reactive oxygen species52/2587222/187237.30e-051.66e-0352
GO:000863119EsophagusHGINintrinsic apoptotic signaling pathway in response to oxidative stress16/258745/187232.04e-043.78e-0316
GO:004254220EsophagusHGINresponse to hydrogen peroxide35/2587146/187236.58e-049.01e-0335
GO:00516455EsophagusHGINGolgi localization7/258714/187231.34e-031.57e-027
GO:0097193111EsophagusESCCintrinsic apoptotic signaling pathway222/8552288/187235.87e-282.02e-25222
GO:005165617EsophagusESCCestablishment of organelle localization273/8552390/187239.13e-231.81e-20273
GO:0006979111EsophagusESCCresponse to oxidative stress303/8552446/187237.15e-221.30e-19303
GO:0062197111EsophagusESCCcellular response to chemical stress234/8552337/187235.37e-195.97e-17234
GO:0034599111EsophagusESCCcellular response to oxidative stress197/8552288/187233.76e-152.15e-13197
GO:0000302111EsophagusESCCresponse to reactive oxygen species150/8552222/187233.06e-111.02e-09150
GO:000716320EsophagusESCCestablishment or maintenance of cell polarity143/8552218/187232.05e-094.65e-08143
GO:0042542111EsophagusESCCresponse to hydrogen peroxide102/8552146/187232.64e-095.81e-08102
GO:0008631110EsophagusESCCintrinsic apoptotic signaling pathway in response to oxidative stress38/855245/187238.42e-081.43e-0638
GO:003109818EsophagusESCCstress-activated protein kinase signaling cascade154/8552247/187238.53e-081.44e-06154
GO:003461420EsophagusESCCcellular response to reactive oxygen species103/8552155/187231.34e-072.17e-06103
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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
STK25SNVMissense_Mutationnovelc.810N>Gp.Ile270Metp.I270MO00506protein_codingdeleterious(0.02)possibly_damaging(0.88)TCGA-A8-A09I-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
STK25SNVMissense_Mutationc.1027C>Ap.Gln343Lysp.Q343KO00506protein_codingtolerated(0.3)benign(0.001)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
STK25SNVMissense_Mutationc.298G>Ap.Gly100Serp.G100SO00506protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-B6-A0IM-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
STK25SNVMissense_Mutationc.1025N>Tp.Ser342Leup.S342LO00506protein_codingtolerated(0.3)benign(0.045)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
STK25insertionFrame_Shift_Insnovelc.1270_1271insATGTTAGTTTTCATAGAACATTGAGAGGp.Ser424TyrfsTer109p.S424Yfs*109O00506protein_codingTCGA-A8-A0AB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
STK25SNVMissense_Mutationnovelc.979N>Tp.Pro327Serp.P327SO00506protein_codingtolerated(0.12)benign(0.003)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
STK25SNVMissense_Mutationc.773N>Ap.Arg258Glnp.R258QO00506protein_codingdeleterious(0)probably_damaging(1)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
STK25SNVMissense_Mutationc.571G>Ap.Ala191Thrp.A191TO00506protein_codingdeleterious(0.01)benign(0.237)TCGA-AA-3710-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STK25SNVMissense_Mutationc.700A>Gp.Thr234Alap.T234AO00506protein_codingtolerated(0.08)benign(0.003)TCGA-AD-A5EJ-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
STK25SNVMissense_Mutationc.571G>Ap.Ala191Thrp.A191TO00506protein_codingdeleterious(0.01)benign(0.237)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=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
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