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: ST18

Gene summary for ST18

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

ST18

Gene ID

9705

Gene nameST18 C2H2C-type zinc finger transcription factor
Gene AliasNZF-3
Cytomap8q11.23
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

O60284


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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
9705ST18S014HumanLiverHCC8.94e-421.41e+000.2254
9705ST18S015HumanLiverHCC1.46e-361.81e+000.2375
9705ST18S016HumanLiverHCC2.70e-581.59e+000.2243
9705ST18HTA12-15-2HumanPancreasPDAC3.78e-095.85e-010.2315
9705ST18HTA12-23-1HumanPancreasPDAC1.09e-211.32e+000.3405
9705ST18HTA12-25-1HumanPancreasPDAC9.43e-221.13e+000.313
9705ST18HTA12-26-1HumanPancreasPDAC3.31e-531.70e+000.3728
9705ST18HTA12-29-1HumanPancreasPDAC2.32e-851.43e+000.3722
9705ST18HTA12-30-1HumanPancreasPDAC2.27e-041.11e+000.3671
9705ST18HTA12-32-1HumanPancreasPDAC1.11e-061.00e+000.3624
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
∗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:004586222LiverHCCpositive regulation of proteolysis232/7958372/187235.66e-153.98e-13232
GO:004328112LiverHCCregulation of cysteine-type endopeptidase activity involved in apoptotic process125/7958209/187233.12e-075.42e-06125
GO:200011612LiverHCCregulation of cysteine-type endopeptidase activity137/7958235/187236.91e-071.08e-05137
GO:005254722LiverHCCregulation of peptidase activity247/7958461/187238.28e-071.27e-05247
GO:005254822LiverHCCregulation of endopeptidase activity230/7958432/187233.58e-064.68e-05230
GO:001095212LiverHCCpositive regulation of peptidase activity110/7958197/187231.04e-048.98e-04110
GO:00705551LiverHCCresponse to interleukin-180/7958143/187237.95e-044.77e-0380
GO:003461211LiverHCCresponse to tumor necrosis factor132/7958253/187231.14e-036.48e-03132
GO:001095012LiverHCCpositive regulation of endopeptidase activity96/7958179/187231.68e-038.79e-0396
GO:004328012LiverHCCpositive regulation of cysteine-type endopeptidase activity involved in apoptotic process70/7958129/187234.58e-031.97e-0270
GO:200105612LiverHCCpositive regulation of cysteine-type endopeptidase activity79/7958148/187234.82e-032.03e-0279
GO:00713471LiverHCCcellular response to interleukin-161/7958113/187238.98e-033.46e-0261
GO:007135611LiverHCCcellular response to tumor necrosis factor115/7958229/187231.08e-023.99e-02115
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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
ST18SNVMissense_Mutationnovelc.2018N>Ap.Ser673Asnp.S673NO60284protein_codingdeleterious(0.04)possibly_damaging(0.646)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
ST18SNVMissense_Mutationc.2719N>Ap.Glu907Lysp.E907KO60284protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-A2-A0YK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
ST18SNVMissense_Mutationc.2849N>Gp.Leu950Argp.L950RO60284protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A8-A07W-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyexemestaneSD
ST18SNVMissense_Mutationc.2732N>Tp.Thr911Ilep.T911IO60284protein_codingdeleterious(0)probably_damaging(0.952)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
ST18SNVMissense_Mutationc.328N>Cp.Glu110Glnp.E110QO60284protein_codingtolerated(0.07)benign(0.05)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
ST18SNVMissense_Mutationc.716N>Cp.Glu239Alap.E239AO60284protein_codingdeleterious(0.01)benign(0.182)TCGA-AN-A0FV-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
ST18SNVMissense_Mutationc.2785N>Ap.Leu929Metp.L929MO60284protein_codingdeleterious(0)probably_damaging(0.999)TCGA-BH-A0HX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadrimycinSD
ST18SNVMissense_Mutationc.2752N>Ap.Gly918Argp.G918RO60284protein_codingdeleterious(0.04)probably_damaging(0.913)TCGA-BH-A0RX-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilSD
ST18SNVMissense_Mutationc.493N>Cp.Asp165Hisp.D165HO60284protein_codingdeleterious(0.03)benign(0.005)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
ST18SNVMissense_Mutationc.1757N>Tp.Arg586Metp.R586MO60284protein_codingdeleterious(0.02)probably_damaging(0.992)TCGA-C8-A12T-01Breastbreast invasive 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
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