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: FSTL1

Gene summary for FSTL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FSTL1

Gene ID

11167

Gene namefollistatin like 1
Gene AliasFRP
Cytomap3q13.33
Gene Typeprotein-coding
GO ID

GO:0001667

UniProtAcc

Q12841


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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
11167FSTL1GSM5252128_BPH327PrGF_ViaHumanProstateBPH2.42e-053.43e-01-0.1688
11167FSTL1GSM5252131_BPH340PrSF_ViaHumanProstateBPH3.10e-022.63e-01-0.2126
11167FSTL1GSM5252134_BPH511PrG_Fcol_3GEXHumanProstateBPH3.69e-053.89e-01-0.1433
11167FSTL1GSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH8.87e-146.76e-01-0.1833
11167FSTL1GSM5252137_BPH556PrGA2_FcolHumanProstateBPH3.49e-023.42e-01-0.23
11167FSTL1047563_1562-all-cellsHumanProstateBPH1.43e-059.62e-020.0791
11167FSTL1048752_1579-all-cellsHumanProstateBPH8.57e-083.75e-010.1008
11167FSTL1052095_1628-all-cellsHumanProstateBPH4.78e-083.86e-010.1032
11167FSTL1052097_1595-all-cellsHumanProstateBPH4.71e-033.23e-010.0972
11167FSTL1Dong_P1HumanProstateTumor4.47e-171.93e-010.035
11167FSTL1Dong_P3HumanProstateTumor1.23e-121.17e-010.0278
11167FSTL1GSM5353222_PA_PB2B_Pool_1_3_S52_L002HumanProstateTumor3.81e-054.78e-010.1608
11167FSTL1GSM5353225_PA_PR5196-1_Pool_1_2_3_S53_L002HumanProstateTumor4.58e-086.95e-010.1619
11167FSTL1GSM5353236_PA_PR5251_T1_S7_L001HumanProstateTumor1.59e-128.52e-010.1608
11167FSTL1GSM5353237_PA_PR5251_T2_S8_L001HumanProstateTumor1.28e-101.00e+000.1622
11167FSTL1GSM5353240_PA_PR5254_T1_S15_L001HumanProstateTumor6.66e-115.72e-010.1575
11167FSTL1GSM5353243_PA_PR5261_T1_S23_L002HumanProstateTumor4.02e-196.39e-010.1545
11167FSTL1GSM5353244_PA_PR5261_T2_S24_L002HumanProstateTumor7.15e-176.61e-010.1569
11167FSTL1P1_S1_AKHumanSkinAK4.75e-10-5.10e-01-0.3399
11167FSTL1P2_S3_AKHumanSkinAK3.56e-13-5.60e-01-0.3287
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
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
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:000166710EndometriumAEHameboidal-type cell migration90/2100475/187233.73e-071.57e-0590
GO:009013014EndometriumAEHtissue migration73/2100365/187235.79e-072.20e-0573
GO:009013214EndometriumAEHepithelium migration72/2100360/187236.90e-072.55e-0572
GO:001063114EndometriumAEHepithelial cell migration71/2100357/187231.02e-063.52e-0571
GO:00071787EndometriumAEHtransmembrane receptor protein serine/threonine kinase signaling pathway67/2100355/187231.28e-052.80e-0467
GO:00435428EndometriumAEHendothelial cell migration55/2100279/187232.11e-054.15e-0455
GO:004887216EndometriumAEHhomeostasis of number of cells53/2100272/187234.10e-056.99e-0453
GO:000315810EndometriumAEHendothelium development31/2100136/187238.53e-051.26e-0331
GO:00305092EndometriumAEHBMP signaling pathway32/2100152/187233.15e-043.54e-0332
GO:00717722EndometriumAEHresponse to BMP32/2100165/187231.38e-031.16e-0232
GO:00717732EndometriumAEHcellular response to BMP stimulus32/2100165/187231.38e-031.16e-0232
GO:00454467EndometriumAEHendothelial cell differentiation24/2100118/187232.71e-031.96e-0224
GO:00900922EndometriumAEHregulation of transmembrane receptor protein serine/threonine kinase signaling pathway43/2100256/187234.47e-032.93e-0243
GO:000166716EndometriumEECameboidal-type cell migration91/2168475/187237.87e-072.80e-0591
GO:009013015EndometriumEECtissue migration73/2168365/187231.91e-065.78e-0573
GO:009013215EndometriumEECepithelium migration72/2168360/187232.24e-066.59e-0572
GO:001063115EndometriumEECepithelial cell migration71/2168357/187233.24e-068.85e-0571
GO:000717814EndometriumEECtransmembrane receptor protein serine/threonine kinase signaling pathway68/2168355/187231.90e-053.50e-0468
GO:004354213EndometriumEECendothelial cell migration55/2168279/187235.12e-058.18e-0455
GO:000315813EndometriumEECendothelium development32/2168136/187236.37e-059.48e-0432
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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
FSTL1SNVMissense_Mutationrs748013373c.365N>Ap.Arg122Glnp.R122QQ12841protein_codingdeleterious(0)possibly_damaging(0.797)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FSTL1insertionFrame_Shift_Insnovelc.474_475insCp.Gly159ArgfsTer2p.G159Rfs*2Q12841protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
FSTL1insertionFrame_Shift_Insnovelc.472_473insGTGCCCCAGGAGACCAAGGAGGCTCTCTCTGCTCAATACAGTACp.Asn158SerfsTer27p.N158Sfs*27Q12841protein_codingTCGA-A8-A0A4-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenCR
FSTL1SNVMissense_Mutationc.688N>Cp.Glu230Glnp.E230QQ12841protein_codingtolerated(0.17)benign(0.167)TCGA-VS-A9UI-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
FSTL1SNVMissense_Mutationrs143843913c.716N>Tp.Thr239Metp.T239MQ12841protein_codingtolerated(0.08)possibly_damaging(0.891)TCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FSTL1SNVMissense_Mutationc.682N>Tp.Pro228Serp.P228SQ12841protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AA-3846-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FSTL1SNVMissense_Mutationc.556G>Tp.Asp186Tyrp.D186YQ12841protein_codingdeleterious(0)possibly_damaging(0.541)TCGA-AA-3966-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FSTL1SNVMissense_Mutationc.674N>Ap.Ser225Tyrp.S225YQ12841protein_codingtolerated(0.16)benign(0.005)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
FSTL1SNVMissense_Mutationrs376856380c.371N>Ap.Arg124Hisp.R124HQ12841protein_codingtolerated(0.2)possibly_damaging(0.828)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
FSTL1SNVMissense_Mutationrs554312023c.368G>Ap.Arg123Hisp.R123HQ12841protein_codingtolerated(0.15)benign(0.012)TCGA-AG-3881-01Colorectumrectum 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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