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: SFR1

Gene summary for SFR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SFR1

Gene ID

119392

Gene nameSWI5 dependent homologous recombination repair protein 1
Gene AliasC10orf78
Cytomap10q25.1
Gene Typeprotein-coding
GO ID

GO:0000724

UniProtAcc

Q86XK3


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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
119392SFR1LZE4THumanEsophagusESCC2.37e-029.05e-020.0811
119392SFR1LZE24THumanEsophagusESCC8.40e-173.53e-010.0596
119392SFR1P2T-EHumanEsophagusESCC5.47e-142.25e-010.1177
119392SFR1P4T-EHumanEsophagusESCC3.85e-163.20e-010.1323
119392SFR1P5T-EHumanEsophagusESCC5.12e-478.88e-010.1327
119392SFR1P8T-EHumanEsophagusESCC2.16e-041.31e-010.0889
119392SFR1P9T-EHumanEsophagusESCC8.38e-038.14e-020.1131
119392SFR1P11T-EHumanEsophagusESCC2.06e-072.17e-010.1426
119392SFR1P12T-EHumanEsophagusESCC1.13e-131.91e-010.1122
119392SFR1P15T-EHumanEsophagusESCC5.37e-051.15e-010.1149
119392SFR1P16T-EHumanEsophagusESCC1.55e-041.04e-010.1153
119392SFR1P17T-EHumanEsophagusESCC4.79e-042.03e-010.1278
119392SFR1P19T-EHumanEsophagusESCC2.95e-086.54e-010.1662
119392SFR1P20T-EHumanEsophagusESCC2.18e-132.54e-010.1124
119392SFR1P21T-EHumanEsophagusESCC9.35e-101.85e-010.1617
119392SFR1P23T-EHumanEsophagusESCC7.24e-112.36e-010.108
119392SFR1P24T-EHumanEsophagusESCC4.31e-061.40e-010.1287
119392SFR1P26T-EHumanEsophagusESCC2.19e-142.59e-010.1276
119392SFR1P27T-EHumanEsophagusESCC1.78e-031.59e-010.1055
119392SFR1P28T-EHumanEsophagusESCC1.34e-051.12e-010.1149
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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
∗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:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:00436275EsophagusESCCresponse to estrogen45/855275/187238.75e-033.08e-0245
GO:00063023Oral cavityOSCCdouble-strand break repair132/7305251/187237.93e-068.52e-05132
GO:0006310Oral cavityOSCCDNA recombination147/7305305/187236.33e-043.56e-03147
GO:0000725Oral cavityOSCCrecombinational repair70/7305140/187235.22e-032.03e-0270
GO:0000724Oral cavityOSCCdouble-strand break repair via homologous recombination69/7305138/187235.52e-032.14e-0269
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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
SFR1SNVMissense_Mutationc.579G>Cp.Lys193Asnp.K193NQ86XK3protein_codingtolerated(0.31)possibly_damaging(0.679)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SFR1SNVMissense_Mutationnovelc.715G>Ap.Glu239Lysp.E239KQ86XK3protein_codingdeleterious(0)benign(0.43)TCGA-BH-A0B6-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SFR1insertionIn_Frame_Insnovelc.340_341insCTAAGTp.Asn114delinsThrLysTyrp.N114delinsTKYQ86XK3protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SFR1insertionFrame_Shift_Insnovelc.342_343insTGTGGCAGTGGTGGTTTAAATTCTACGGAAGGp.Leu115CysfsTer12p.L115Cfs*12Q86XK3protein_codingTCGA-AN-A04C-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SFR1SNVMissense_Mutationc.613N>Ap.Glu205Lysp.E205KQ86XK3protein_codingdeleterious(0.03)probably_damaging(0.999)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
SFR1SNVMissense_Mutationnovelc.263N>Ap.Ala88Glup.A88EQ86XK3protein_codingtolerated(0.35)benign(0.005)TCGA-AM-5820-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
SFR1SNVMissense_Mutationrs775374637c.647N>Cp.Lys216Thrp.K216TQ86XK3protein_codingdeleterious(0)probably_damaging(0.999)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
SFR1SNVMissense_Mutationnovelc.16N>Gp.Lys6Glup.K6EQ86XK3protein_codingtolerated_low_confidence(1)benign(0)TCGA-AG-3726-01Colorectumrectum adenocarcinomaFemale<65I/IIUnknownUnknownSD
SFR1SNVMissense_Mutationnovelc.235A>Cp.Asn79Hisp.N79HQ86XK3protein_codingdeleterious(0.02)possibly_damaging(0.823)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
SFR1insertionIn_Frame_Insnovelc.264_265insATAAAGp.Ala88_Ser89insIleLysp.A88_S89insIKQ86XK3protein_codingTCGA-AM-5820-01Colorectumcolon 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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