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: FST

Gene summary for FST

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FST

Gene ID

10468

Gene namefollistatin
Gene AliasFS
Cytomap5q11.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

P19883


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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
10468FSTLZE4THumanEsophagusESCC3.66e-058.50e-020.0811
10468FSTLZE20THumanEsophagusESCC5.78e-036.29e-020.0662
10468FSTLZE21THumanEsophagusESCC2.84e-023.42e-010.0655
10468FSTP2T-EHumanEsophagusESCC1.71e-052.23e-010.1177
10468FSTP4T-EHumanEsophagusESCC5.99e-371.92e+000.1323
10468FSTP9T-EHumanEsophagusESCC1.52e-188.37e-010.1131
10468FSTP10T-EHumanEsophagusESCC3.35e-801.75e+000.116
10468FSTP11T-EHumanEsophagusESCC1.81e-023.11e-010.1426
10468FSTP12T-EHumanEsophagusESCC2.80e-1004.00e+000.1122
10468FSTP15T-EHumanEsophagusESCC2.08e-492.34e+000.1149
10468FSTP16T-EHumanEsophagusESCC1.65e-114.88e-010.1153
10468FSTP17T-EHumanEsophagusESCC1.42e-076.57e-010.1278
10468FSTP20T-EHumanEsophagusESCC1.94e-165.90e-010.1124
10468FSTP21T-EHumanEsophagusESCC1.03e-593.43e+000.1617
10468FSTP22T-EHumanEsophagusESCC2.21e-351.04e+000.1236
10468FSTP23T-EHumanEsophagusESCC2.01e-033.77e-010.108
10468FSTP26T-EHumanEsophagusESCC1.59e-602.03e+000.1276
10468FSTP27T-EHumanEsophagusESCC4.51e-301.24e+000.1055
10468FSTP28T-EHumanEsophagusESCC9.63e-064.30e-010.1149
10468FSTP30T-EHumanEsophagusESCC5.42e-141.39e+000.137
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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
∗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:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0061458112ThyroidPTCreproductive system development173/5968427/187238.70e-057.23e-04173
GO:0045785112ThyroidPTCpositive regulation of cell adhesion176/5968437/187231.10e-048.83e-04176
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:0048608111ThyroidPTCreproductive structure development170/5968424/187231.86e-041.41e-03170
GO:00900925ThyroidPTCregulation of transmembrane receptor protein serine/threonine kinase signaling pathway108/5968256/187233.07e-042.14e-03108
GO:003032317ThyroidPTCrespiratory tube development80/5968181/187233.23e-042.23e-0380
GO:0003158111ThyroidPTCendothelium development62/5968136/187235.45e-043.48e-0362
GO:004544619ThyroidPTCendothelial cell differentiation55/5968118/187235.64e-043.59e-0355
GO:003032419ThyroidPTClung development77/5968177/187237.33e-044.58e-0377
GO:006054115ThyroidPTCrespiratory system development86/5968203/187231.02e-036.08e-0386
GO:004354219ThyroidPTCendothelial cell migration112/5968279/187232.03e-031.09e-02112
GO:009028712ThyroidPTCregulation of cellular response to growth factor stimulus120/5968304/187232.87e-031.42e-02120
GO:0071241110ThyroidPTCcellular response to inorganic substance92/5968226/187233.01e-031.49e-0292
GO:00901013ThyroidPTCnegative regulation of transmembrane receptor protein serine/threonine kinase signaling pathway56/5968131/187235.63e-032.55e-0256
GO:004654612ThyroidPTCdevelopment of primary male sexual characteristics60/5968142/187235.79e-032.61e-0260
GO:000858412ThyroidPTCmale gonad development59/5968141/187237.88e-033.33e-0259
GO:00614841ThyroidPTChematopoietic stem cell homeostasis11/596818/187231.00e-024.07e-0211
GO:0071248110ThyroidPTCcellular response to metal ion78/5968197/187231.29e-024.98e-0278
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa043507EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa0435014EsophagusESCCTGF-beta signaling pathway69/4205108/84651.92e-035.54e-032.84e-0369
hsa043506Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435013Oral cavityOSCCTGF-beta signaling pathway60/3704108/84658.66e-031.97e-021.00e-0260
hsa0435041Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
hsa0435051Oral cavityNEOLPTGF-beta signaling pathway28/1112108/84652.46e-041.62e-031.02e-0328
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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
FSTSNVMissense_Mutationc.495A>Cp.Lys165Asnp.K165NP19883protein_codingdeleterious(0)possibly_damaging(0.845)TCGA-AR-A24Q-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
FSTSNVMissense_Mutationrs370731523c.940N>Ap.Gly314Argp.G314RP19883protein_codingdeleterious(0)probably_damaging(1)TCGA-LD-A7W5-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
FSTinsertionFrame_Shift_Insnovelc.922_923insTp.Glu309GlyfsTer22p.E309Gfs*22P19883protein_codingTCGA-E2-A1IO-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
FSTSNVMissense_Mutationrs202174134c.836N>Tp.Ser279Leup.S279LP19883protein_codingdeleterious(0.05)benign(0.178)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
FSTSNVMissense_Mutationnovelc.898G>Tp.Ala300Serp.A300SP19883protein_codingtolerated(0.56)possibly_damaging(0.732)TCGA-VS-A8EJ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
FSTSNVMissense_Mutationc.695N>Ap.Gly232Glup.G232EP19883protein_codingdeleterious(0.04)probably_damaging(1)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
FSTSNVMissense_Mutationc.498N>Tp.Lys166Asnp.K166NP19883protein_codingdeleterious(0)benign(0.092)TCGA-AZ-4315-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
FSTSNVMissense_Mutationrs371840444c.959C>Tp.Ser320Leup.S320LP19883protein_codingtolerated(0.07)benign(0.003)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
FSTSNVMissense_Mutationnovelc.446G>Tp.Arg149Ilep.R149IP19883protein_codingdeleterious(0)possibly_damaging(0.568)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FSTSNVMissense_Mutationrs150238035c.52N>Tp.Leu18Phep.L18FP19883protein_codingtolerated(0.21)benign(0.001)TCGA-F5-6814-01Colorectumrectum 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
10468FSTDRUGGABLE GENOMEANTI-ANDROGEN14761877
10468FSTDRUGGABLE GENOMETUMOR NECROSIS FACTOR17436000
10468FSTDRUGGABLE GENOMEKINASE INHIBITOR16854407
10468FSTDRUGGABLE GENOMEINDOMETHACININDOMETHACIN15941869
10468FSTDRUGGABLE GENOMEFREUNDS ADJUVANT10734405
10468FSTDRUGGABLE GENOMEINHIBINS10864854
10468FSTDRUGGABLE GENOMEALPHA-ADRENERGIC AGONIST9427529
10468FSTDRUGGABLE GENOMENERVE GROWTH FACTOR9770356
10468FSTDRUGGABLE GENOMEBICALUTAMIDEBICALUTAMIDE14761877
10468FSTDRUGGABLE GENOMEANDROGENS14512439
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