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: FRG1

Gene summary for FRG1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRG1

Gene ID

2483

Gene nameFSHD region gene 1
Gene AliasFRG1A
Cytomap4q35.2
Gene Typeprotein-coding
GO ID

GO:0000375

UniProtAcc

Q14331


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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
2483FRG1LZE4THumanEsophagusESCC3.65e-091.11e-010.0811
2483FRG1LZE5THumanEsophagusESCC4.54e-072.00e-010.0514
2483FRG1LZE7THumanEsophagusESCC5.11e-044.71e-010.0667
2483FRG1LZE8THumanEsophagusESCC4.23e-027.08e-020.067
2483FRG1LZE20THumanEsophagusESCC4.51e-03-1.80e-020.0662
2483FRG1LZE22THumanEsophagusESCC3.12e-026.48e-020.068
2483FRG1LZE24THumanEsophagusESCC4.99e-134.38e-020.0596
2483FRG1LZE6THumanEsophagusESCC3.36e-081.53e-010.0845
2483FRG1P1T-EHumanEsophagusESCC2.21e-062.64e-010.0875
2483FRG1P2T-EHumanEsophagusESCC6.18e-244.23e-010.1177
2483FRG1P4T-EHumanEsophagusESCC2.64e-182.87e-010.1323
2483FRG1P5T-EHumanEsophagusESCC4.62e-161.52e-010.1327
2483FRG1P8T-EHumanEsophagusESCC1.05e-223.03e-010.0889
2483FRG1P9T-EHumanEsophagusESCC3.01e-143.32e-010.1131
2483FRG1P10T-EHumanEsophagusESCC1.25e-203.10e-010.116
2483FRG1P11T-EHumanEsophagusESCC1.24e-142.00e-010.1426
2483FRG1P12T-EHumanEsophagusESCC9.72e-315.77e-010.1122
2483FRG1P15T-EHumanEsophagusESCC6.66e-141.66e-010.1149
2483FRG1P16T-EHumanEsophagusESCC2.70e-252.48e-010.1153
2483FRG1P17T-EHumanEsophagusESCC6.91e-082.68e-010.1278
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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
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
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:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
GO:0008380111EsophagusESCCRNA splicing336/8552434/187231.74e-423.67e-39336
GO:003447015EsophagusESCCncRNA processing300/8552395/187233.09e-353.26e-32300
GO:0016072110EsophagusESCCrRNA metabolic process197/8552236/187231.31e-331.18e-30197
GO:0006364110EsophagusESCCrRNA processing189/8552225/187234.88e-333.87e-30189
GO:003466012EsophagusESCCncRNA metabolic process346/8552485/187234.35e-312.51e-28346
GO:0000375111EsophagusESCCRNA splicing, via transesterification reactions248/8552324/187233.05e-301.49e-27248
GO:0000377111EsophagusESCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile244/8552320/187232.52e-291.07e-26244
GO:0000398111EsophagusESCCmRNA splicing, via spliceosome244/8552320/187232.52e-291.07e-26244
GO:002261320Oral cavityOSCCribonucleoprotein complex biogenesis333/7305463/187238.28e-485.24e-44333
GO:000838020Oral cavityOSCCRNA splicing308/7305434/187232.43e-427.70e-39308
GO:004225420Oral cavityOSCCribosome biogenesis230/7305299/187233.22e-416.80e-38230
GO:000636410Oral cavityOSCCrRNA processing172/7305225/187231.57e-301.24e-27172
GO:00344709Oral cavityOSCCncRNA processing263/7305395/187234.38e-292.78e-26263
GO:000037519Oral cavityOSCCRNA splicing, via transesterification reactions225/7305324/187235.20e-292.99e-26225
GO:001607210Oral cavityOSCCrRNA metabolic process176/7305236/187236.51e-293.24e-26176
GO:000037719Oral cavityOSCCRNA splicing, via transesterification reactions with bulged adenosine as nucleophile221/7305320/187235.50e-282.18e-25221
GO:000039819Oral cavityOSCCmRNA splicing, via spliceosome221/7305320/187235.50e-282.18e-25221
GO:00346605Oral cavityOSCCncRNA metabolic process296/7305485/187232.94e-236.65e-21296
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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
FRG1SNVMissense_Mutationrs376125311c.47N>Ap.Gly16Glup.G16EQ14331protein_codingdeleterious(0)probably_damaging(0.931)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
FRG1SNVMissense_Mutationnovelc.295G>Ap.Ala99Thrp.A99TQ14331protein_codingdeleterious(0.04)probably_damaging(0.994)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FRG1SNVMissense_Mutationrs200624002c.220N>Ap.Asp74Asnp.D74NQ14331protein_codingdeleterious(0.02)benign(0.141)TCGA-AR-A256-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinPD
FRG1SNVMissense_Mutationc.350N>Gp.Leu117Argp.L117RQ14331protein_codingdeleterious(0)probably_damaging(0.999)TCGA-B6-A0WV-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
FRG1SNVMissense_Mutationc.459N>Ap.Asn153Lysp.N153KQ14331protein_codingdeleterious(0)probably_damaging(0.993)TCGA-BH-A1FU-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
FRG1SNVMissense_Mutationc.92G>Tp.Arg31Ilep.R31IQ14331protein_codingdeleterious(0.03)benign(0.308)TCGA-A6-6141-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapy5-fuSD
FRG1SNVMissense_Mutationc.685N>Gp.Lys229Glup.K229EQ14331protein_codingtolerated(0.69)benign(0.031)TCGA-DY-A1DF-01Colorectumrectum adenocarcinomaFemale>=65III/IVUnknownUnknownSD
FRG1SNVMissense_Mutationrs748595063c.302A>Gp.Lys101Argp.K101RQ14331protein_codingtolerated(0.22)benign(0.08)TCGA-AP-A054-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinPD
FRG1SNVMissense_Mutationrs75585360c.383N>Ap.Arg128Hisp.R128HQ14331protein_codingdeleterious(0.02)benign(0.057)TCGA-AP-A0LT-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
FRG1SNVMissense_Mutationnovelc.601A>Tp.Asn201Tyrp.N201YQ14331protein_codingdeleterious(0.01)probably_damaging(0.914)TCGA-AX-A06F-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycarboplatinSD
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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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