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: STK38

Gene summary for STK38

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

STK38

Gene ID

11329

Gene nameserine/threonine kinase 38
Gene AliasNDR
Cytomap6p21.31
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

A0A024RD18


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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
11329STK38CCI_1HumanCervixCC1.16e-091.11e+000.528
11329STK38CCI_2HumanCervixCC1.06e-081.15e+000.5249
11329STK38CCI_3HumanCervixCC2.50e-129.14e-010.516
11329STK38sample3HumanCervixCC8.28e-052.34e-010.1387
11329STK38T3HumanCervixCC1.95e-032.27e-010.1389
11329STK38HTA11_1938_2000001011HumanColorectumAD2.36e-076.29e-01-0.0811
11329STK38HTA11_78_2000001011HumanColorectumAD1.72e-025.00e-01-0.1088
11329STK38HTA11_347_2000001011HumanColorectumAD1.69e-228.64e-01-0.1954
11329STK38HTA11_83_2000001011HumanColorectumSER1.03e-035.62e-01-0.1526
11329STK38HTA11_866_2000001011HumanColorectumAD3.25e-075.47e-01-0.1001
11329STK38HTA11_1391_2000001011HumanColorectumAD3.78e-098.04e-01-0.059
11329STK38HTA11_546_2000001011HumanColorectumAD4.56e-045.79e-01-0.0842
11329STK38HTA11_10623_2000001011HumanColorectumAD3.66e-036.05e-01-0.0177
11329STK38HTA11_10711_2000001011HumanColorectumAD2.22e-034.92e-010.0338
11329STK38HTA11_99999965104_69814HumanColorectumMSS6.43e-108.07e-010.281
11329STK38F007HumanColorectumFAP1.38e-053.34e-010.1176
11329STK38A002-C-010HumanColorectumFAP1.40e-052.07e-010.242
11329STK38A001-C-207HumanColorectumFAP1.00e-049.61e-020.1278
11329STK38A015-C-203HumanColorectumFAP1.57e-474.42e-01-0.1294
11329STK38A015-C-204HumanColorectumFAP8.76e-089.41e-02-0.0228
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:00719007CervixCCregulation of protein serine/threonine kinase activity75/2311359/187232.76e-068.02e-0575
GO:005134810CervixCCnegative regulation of transferase activity60/2311268/187232.77e-068.02e-0560
GO:004593610CervixCCnegative regulation of phosphate metabolic process88/2311441/187232.92e-068.27e-0588
GO:001056310CervixCCnegative regulation of phosphorus metabolic process88/2311442/187233.21e-068.77e-0588
GO:004232610CervixCCnegative regulation of phosphorylation77/2311385/187231.09e-052.38e-0477
GO:000193310CervixCCnegative regulation of protein phosphorylation69/2311342/187232.29e-054.01e-0469
GO:000646910CervixCCnegative regulation of protein kinase activity47/2311212/187234.13e-056.36e-0447
GO:00181057CervixCCpeptidyl-serine phosphorylation63/2311315/187236.65e-059.47e-0463
GO:00336739CervixCCnegative regulation of kinase activity50/2311237/187239.22e-051.21e-0350
GO:00182096CervixCCpeptidyl-serine modification66/2311338/187239.58e-051.25e-0366
GO:00434099CervixCCnegative regulation of MAPK cascade37/2311180/187231.17e-039.50e-0337
GO:0010563ColorectumADnegative regulation of phosphorus metabolic process130/3918442/187231.26e-052.76e-04130
GO:0045936ColorectumADnegative regulation of phosphate metabolic process129/3918441/187231.81e-053.76e-04129
GO:0051348ColorectumADnegative regulation of transferase activity85/3918268/187232.07e-054.19e-0485
GO:0042326ColorectumADnegative regulation of phosphorylation112/3918385/187238.02e-051.27e-03112
GO:0001933ColorectumADnegative regulation of protein phosphorylation101/3918342/187239.39e-051.42e-03101
GO:0043409ColorectumADnegative regulation of MAPK cascade57/3918180/187234.61e-045.14e-0357
GO:0006469ColorectumADnegative regulation of protein kinase activity65/3918212/187235.21e-045.62e-0365
GO:0033673ColorectumADnegative regulation of kinase activity71/3918237/187236.18e-046.47e-0371
GO:0018105ColorectumADpeptidyl-serine phosphorylation88/3918315/187231.73e-031.43e-0288
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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
STK38SNVMissense_Mutationnovelc.160N>Ap.Glu54Lysp.E54KQ15208protein_codingtolerated(0.16)benign(0.005)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
STK38SNVMissense_Mutationnovelc.1255N>Gp.Leu419Valp.L419VQ15208protein_codingtolerated(0.3)benign(0.158)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
STK38SNVMissense_Mutationnovelc.379N>Cp.Glu127Glnp.E127QQ15208protein_codingtolerated(0.16)benign(0.362)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
STK38SNVMissense_Mutationc.601G>Tp.Asp201Tyrp.D201YQ15208protein_codingdeleterious(0)possibly_damaging(0.781)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
STK38SNVMissense_Mutationc.639N>Gp.Ile213Metp.I213MQ15208protein_codingdeleterious(0)probably_damaging(0.982)TCGA-EK-A2RK-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
STK38SNVMissense_Mutationc.766N>Ap.Asp256Asnp.D256NQ15208protein_codingtolerated(0.23)probably_damaging(0.969)TCGA-JW-A5VL-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
STK38SNVMissense_Mutationc.1069A>Gp.Ile357Valp.I357VQ15208protein_codingtolerated(0.09)benign(0.192)TCGA-AA-3856-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
STK38SNVMissense_Mutationc.813N>Cp.Trp271Cysp.W271CQ15208protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
STK38SNVMissense_Mutationc.562N>Ap.Glu188Lysp.E188KQ15208protein_codingtolerated(0.86)benign(0.01)TCGA-CK-4950-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolfoxSD
STK38SNVMissense_Mutationc.457T>Cp.Phe153Leup.F153LQ15208protein_codingdeleterious(0.01)possibly_damaging(0.803)TCGA-G4-6628-01Colorectumcolon adenocarcinomaMale>=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
11329STK38SERINE THREONINE KINASE, KINASE, DRUGGABLE GENOME, ENZYMEinhibitor249565889
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