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: SCAF4

Gene summary for SCAF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAF4

Gene ID

57466

Gene nameSR-related CTD associated factor 4
Gene AliasSFRS15
Cytomap21q22.11
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

O95104


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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
57466SCAF4LZE4THumanEsophagusESCC4.39e-101.59e-010.0811
57466SCAF4LZE22THumanEsophagusESCC4.86e-031.68e-010.068
57466SCAF4LZE24THumanEsophagusESCC1.69e-071.13e-010.0596
57466SCAF4LZE21THumanEsophagusESCC3.08e-022.04e-010.0655
57466SCAF4P1T-EHumanEsophagusESCC8.23e-052.25e-010.0875
57466SCAF4P2T-EHumanEsophagusESCC6.06e-244.51e-010.1177
57466SCAF4P4T-EHumanEsophagusESCC6.73e-133.41e-010.1323
57466SCAF4P5T-EHumanEsophagusESCC2.49e-152.20e-010.1327
57466SCAF4P8T-EHumanEsophagusESCC3.51e-201.66e-010.0889
57466SCAF4P9T-EHumanEsophagusESCC1.36e-061.07e-010.1131
57466SCAF4P10T-EHumanEsophagusESCC9.54e-254.26e-010.116
57466SCAF4P11T-EHumanEsophagusESCC1.97e-134.34e-010.1426
57466SCAF4P12T-EHumanEsophagusESCC1.61e-213.50e-010.1122
57466SCAF4P15T-EHumanEsophagusESCC3.61e-162.46e-010.1149
57466SCAF4P16T-EHumanEsophagusESCC3.39e-183.57e-010.1153
57466SCAF4P17T-EHumanEsophagusESCC1.62e-022.04e-010.1278
57466SCAF4P19T-EHumanEsophagusESCC8.44e-062.05e-010.1662
57466SCAF4P20T-EHumanEsophagusESCC6.49e-162.07e-010.1124
57466SCAF4P21T-EHumanEsophagusESCC8.12e-172.48e-010.1617
57466SCAF4P22T-EHumanEsophagusESCC1.44e-202.11e-010.1236
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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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:0022411111EsophagusESCCcellular component disassembly305/8552443/187231.94e-234.57e-21305
GO:003298416EsophagusESCCprotein-containing complex disassembly151/8552224/187233.45e-111.15e-09151
GO:00432446EsophagusESCCregulation of protein-containing complex disassembly75/8552121/187232.17e-041.36e-0375
GO:00063532EsophagusESCCDNA-templated transcription, termination15/855221/187231.54e-024.96e-0215
GO:00432422LungIACnegative regulation of protein-containing complex disassembly19/206182/187231.23e-031.42e-0219
GO:00224118LungIACcellular component disassembly68/2061443/187232.89e-032.60e-0268
GO:002241119Oral cavityOSCCcellular component disassembly283/7305443/187239.57e-273.37e-24283
GO:003298410Oral cavityOSCCprotein-containing complex disassembly136/7305224/187233.42e-111.13e-09136
GO:00432445Oral cavityOSCCregulation of protein-containing complex disassembly65/7305121/187237.08e-043.90e-0365
GO:002241121Oral cavityEOLPcellular component disassembly94/2218443/187231.00e-084.89e-0794
GO:003298421Oral cavityEOLPprotein-containing complex disassembly48/2218224/187233.01e-054.30e-0448
GO:004324411Oral cavityEOLPregulation of protein-containing complex disassembly24/2218121/187237.53e-033.62e-0224
GO:002241131Oral cavityNEOLPcellular component disassembly87/2005443/187231.39e-086.46e-0787
GO:004324421Oral cavityNEOLPregulation of protein-containing complex disassembly29/2005121/187232.33e-053.72e-0429
GO:003298431Oral cavityNEOLPprotein-containing complex disassembly45/2005224/187232.33e-053.72e-0445
GO:00432423Oral cavityNEOLPnegative regulation of protein-containing complex disassembly18/200582/187232.28e-031.47e-0218
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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
SCAF4SNVMissense_Mutationnovelc.261N>Cp.Arg87Serp.R87SO95104protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAF4SNVMissense_Mutationnovelc.1169N>Cp.Val390Alap.V390AO95104protein_codingdeleterious_low_confidence(0.03)benign(0.022)TCGA-AO-A0J9-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
SCAF4SNVMissense_Mutationc.212N>Ap.Arg71Glnp.R71QO95104protein_codingdeleterious(0)probably_damaging(0.995)TCGA-BH-A0C3-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinPD
SCAF4SNVMissense_Mutationc.814G>Ap.Glu272Lysp.E272KO95104protein_codingdeleterious(0)possibly_damaging(0.787)TCGA-BH-A18U-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
SCAF4SNVMissense_Mutationc.82N>Gp.Leu28Valp.L28VO95104protein_codingtolerated(0.07)benign(0.444)TCGA-C8-A26Y-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAF4SNVMissense_Mutationc.2810N>Ap.Arg937Lysp.R937KO95104protein_codingtolerated_low_confidence(0.11)benign(0.262)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAF4SNVMissense_Mutationnovelc.1406G>Cp.Arg469Thrp.R469TO95104protein_codingdeleterious_low_confidence(0)probably_damaging(0.991)TCGA-OL-A5D7-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycytoxanCR
SCAF4insertionFrame_Shift_Insnovelc.3432_3433insAGp.Ala1145ArgfsTer10p.A1145Rfs*10O95104protein_codingTCGA-A2-A0SY-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyarimidexSD
SCAF4insertionFrame_Shift_Insnovelc.1328_1329insTCAAGAAAGACGGGATCGAGAAAAAGAGAGAGAACGTCGACAAAAAp.Lys444GlnfsTer21p.K444Qfs*21O95104protein_codingTCGA-A8-A09N-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
SCAF4insertionFrame_Shift_Insnovelc.213_214insGGGTTp.Gln72GlyfsTer23p.Q72Gfs*23O95104protein_codingTCGA-B6-A0IB-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
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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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