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: FRA10AC1

Gene summary for FRA10AC1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

FRA10AC1

Gene ID

118924

Gene nameFRA10A associated CGG repeat 1
Gene AliasC10orf4
Cytomap10q23.33
Gene Typeprotein-coding
GO ID

GO:0006793

UniProtAcc

Q70Z53


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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
118924FRA10AC1P130T-EHumanEsophagusESCC7.94e-407.55e-010.1676
118924FRA10AC1S43HumanLiverCirrhotic1.02e-02-1.89e-01-0.0187
118924FRA10AC1HCC1_MengHumanLiverHCC4.59e-681.02e-020.0246
118924FRA10AC1HCC2_MengHumanLiverHCC7.02e-21-2.42e-020.0107
118924FRA10AC1cirrhotic1HumanLiverCirrhotic2.43e-051.42e-010.0202
118924FRA10AC1cirrhotic2HumanLiverCirrhotic2.22e-038.66e-020.0201
118924FRA10AC1cirrhotic3HumanLiverCirrhotic6.12e-03-1.46e-020.0215
118924FRA10AC1HCC1HumanLiverHCC6.12e-164.38e+000.5336
118924FRA10AC1HCC2HumanLiverHCC2.51e-204.15e+000.5341
118924FRA10AC1Pt13.bHumanLiverHCC4.18e-092.30e-020.0251
118924FRA10AC1Pt14.aHumanLiverHCC3.78e-042.34e-010.0169
118924FRA10AC1Pt14.bHumanLiverHCC2.40e-041.80e-010.018
118924FRA10AC1S014HumanLiverHCC4.92e-083.10e-010.2254
118924FRA10AC1S015HumanLiverHCC4.55e-096.60e-010.2375
118924FRA10AC1S016HumanLiverHCC1.32e-074.00e-010.2243
118924FRA10AC1S028HumanLiverHCC2.31e-042.42e-010.2503
118924FRA10AC1S029HumanLiverHCC3.59e-075.29e-010.2581
118924FRA10AC1C04HumanOral cavityOSCC9.71e-179.00e-010.2633
118924FRA10AC1C21HumanOral cavityOSCC7.96e-187.68e-010.2678
118924FRA10AC1C30HumanOral cavityOSCC2.15e-241.15e+000.3055
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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
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:001631110EsophagusESCCdephosphorylation251/8552417/187231.26e-092.99e-08251
GO:001631111LiverCirrhoticdephosphorylation130/4634417/187231.58e-031.03e-02130
GO:001631121LiverHCCdephosphorylation230/7958417/187231.00e-071.96e-06230
GO:00163119Oral cavityOSCCdephosphorylation220/7305417/187236.33e-091.34e-07220
GO:001631116ThyroidPTCdephosphorylation174/5968417/187231.20e-051.31e-04174
GO:001631117ThyroidATCdephosphorylation179/6293417/187233.88e-053.15e-04179
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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
FRA10AC1SNVMissense_Mutationc.43N>Cp.Glu15Glnp.E15QQ70Z53protein_codingdeleterious(0.03)benign(0.255)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
FRA10AC1SNVMissense_Mutationc.387N>Tp.Lys129Asnp.K129NQ70Z53protein_codingdeleterious(0.01)probably_damaging(0.96)TCGA-EK-A2R8-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRA10AC1SNVMissense_Mutationc.160G>Cp.Glu54Glnp.E54QQ70Z53protein_codingtolerated(0.17)benign(0.043)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
FRA10AC1SNVMissense_Mutationc.580N>Ap.Gly194Serp.G194SQ70Z53protein_codingtolerated(0.09)possibly_damaging(0.78)TCGA-A6-5659-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
FRA10AC1SNVMissense_Mutationc.611N>Tp.Ala204Valp.A204VQ70Z53protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
FRA10AC1SNVMissense_Mutationc.399N>Tp.Lys133Asnp.K133NQ70Z53protein_codingdeleterious(0)possibly_damaging(0.824)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FRA10AC1SNVMissense_Mutationnovelc.346N>Ap.Leu116Ilep.L116IQ70Z53protein_codingtolerated(0.05)probably_damaging(0.974)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
FRA10AC1insertionFrame_Shift_Insnovelc.694_695insAp.Arg232LysfsTer4p.R232Kfs*4Q70Z53protein_codingTCGA-AA-3713-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fluorouracilPR
FRA10AC1deletionFrame_Shift_Delrs775948504c.694delNp.Arg232GlufsTer96p.R232Efs*96Q70Z53protein_codingTCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
FRA10AC1deletionFrame_Shift_Delrs750462341c.621delAp.Lys207AsnfsTer2p.K207Nfs*2Q70Z53protein_codingTCGA-EI-6507-01Colorectumrectum 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
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