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
11167FSTL1AEH-subject2HumanEndometriumAEH1.36e-06-2.14e-01-0.2525
11167FSTL1AEH-subject3HumanEndometriumAEH9.35e-09-3.18e-01-0.2576
11167FSTL1AEH-subject4HumanEndometriumAEH1.02e-034.94e-02-0.2657
11167FSTL1AEH-subject5HumanEndometriumAEH4.34e-06-1.96e-01-0.2953
11167FSTL1EEC-subject1HumanEndometriumEEC3.86e-08-3.03e-01-0.2682
11167FSTL1EEC-subject2HumanEndometriumEEC1.28e-21-4.73e-01-0.2607
11167FSTL1EEC-subject3HumanEndometriumEEC4.28e-30-2.62e-01-0.2525
11167FSTL1EEC-subject4HumanEndometriumEEC1.72e-22-4.59e-01-0.2571
11167FSTL1EEC-subject5HumanEndometriumEEC6.26e-29-5.55e-01-0.249
11167FSTL1GSM5276935HumanEndometriumEEC1.15e-21-4.98e-01-0.123
11167FSTL1GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.15e-21-3.16e-01-0.1869
11167FSTL1GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC3.03e-25-5.46e-01-0.1875
11167FSTL1GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC9.52e-27-4.05e-01-0.1883
11167FSTL1GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC1.57e-27-3.65e-01-0.1934
11167FSTL1GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC7.42e-43-5.13e-01-0.1917
11167FSTL1GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC9.40e-35-4.77e-01-0.1916
11167FSTL1GSM6177623_NYU_UCEC3_VisHumanEndometriumEEC2.23e-049.67e-02-0.1269
11167FSTL1LZE4THumanEsophagusESCC4.02e-02-2.93e-010.0811
11167FSTL1LZE20THumanEsophagusESCC1.57e-02-3.71e-010.0662
11167FSTL1LZE24THumanEsophagusESCC1.15e-056.79e-020.0596
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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:0061484ThyroidHThematopoietic stem cell homeostasis5/127218/187235.83e-033.74e-025
GO:0048872113ThyroidPTChomeostasis of number of cells125/5968272/187237.25e-071.14e-05125
GO:000717819ThyroidPTCtransmembrane receptor protein serine/threonine kinase signaling pathway156/5968355/187231.02e-061.51e-05156
GO:0001667112ThyroidPTCameboidal-type cell migration198/5968475/187233.36e-064.34e-05198
GO:0010631111ThyroidPTCepithelial cell migration149/5968357/187234.83e-054.33e-04149
GO:0090132111ThyroidPTCepithelium migration149/5968360/187237.89e-056.74e-04149
GO:0090130111ThyroidPTCtissue migration150/5968365/187231.13e-049.01e-04150
GO:00900925ThyroidPTCregulation of transmembrane receptor protein serine/threonine kinase signaling pathway108/5968256/187233.07e-042.14e-03108
GO:0003158111ThyroidPTCendothelium development62/5968136/187235.45e-043.48e-0362
GO:004544619ThyroidPTCendothelial cell differentiation55/5968118/187235.64e-043.59e-0355
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:00614841ThyroidPTChematopoietic stem cell homeostasis11/596818/187231.00e-024.07e-0211
GO:000166731ThyroidATCameboidal-type cell migration228/6293475/187233.72e-111.22e-09228
GO:000717823ThyroidATCtransmembrane receptor protein serine/threonine kinase signaling pathway170/6293355/187231.40e-082.87e-07170
GO:0048872210ThyroidATChomeostasis of number of cells135/6293272/187232.92e-085.50e-07135
GO:001063131ThyroidATCepithelial cell migration169/6293357/187234.21e-087.69e-07169
GO:009013031ThyroidATCtissue migration171/6293365/187238.55e-081.47e-06171
GO:009013231ThyroidATCepithelium migration169/6293360/187238.57e-081.47e-06169
GO:009028721ThyroidATCregulation of cellular response to growth factor stimulus140/6293304/187233.91e-064.33e-05140
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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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