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: SCAF11

Gene summary for SCAF11

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SCAF11

Gene ID

9169

Gene nameSR-related CTD associated factor 11
Gene AliasCASP11
Cytomap12q12
Gene Typeprotein-coding
GO ID

GO:0000245

UniProtAcc

Q99590


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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
9169SCAF11HTA11_3410_2000001011HumanColorectumAD2.53e-09-4.08e-010.0155
9169SCAF11HTA11_347_2000001011HumanColorectumAD1.97e-196.80e-01-0.1954
9169SCAF11HTA11_99999965062_69753HumanColorectumMSI-H2.05e-071.10e+000.3487
9169SCAF11HTA11_99999965104_69814HumanColorectumMSS1.97e-076.41e-010.281
9169SCAF11HTA11_99999974143_84620HumanColorectumMSS2.26e-08-3.92e-010.3005
9169SCAF11A015-C-203HumanColorectumFAP4.10e-32-1.74e-01-0.1294
9169SCAF11A015-C-204HumanColorectumFAP3.12e-04-1.56e-02-0.0228
9169SCAF11A014-C-040HumanColorectumFAP3.58e-04-7.83e-02-0.1184
9169SCAF11A002-C-201HumanColorectumFAP7.88e-11-2.01e-010.0324
9169SCAF11A001-C-119HumanColorectumFAP4.60e-061.16e-01-0.1557
9169SCAF11A001-C-108HumanColorectumFAP2.20e-127.20e-02-0.0272
9169SCAF11A002-C-205HumanColorectumFAP2.66e-21-8.51e-02-0.1236
9169SCAF11A001-C-104HumanColorectumFAP1.36e-031.95e-020.0184
9169SCAF11A015-C-006HumanColorectumFAP7.63e-158.63e-03-0.0994
9169SCAF11A015-C-106HumanColorectumFAP4.37e-07-2.55e-02-0.0511
9169SCAF11A002-C-114HumanColorectumFAP4.16e-17-7.34e-02-0.1561
9169SCAF11A015-C-104HumanColorectumFAP7.11e-33-7.00e-02-0.1899
9169SCAF11A001-C-014HumanColorectumFAP2.30e-13-9.82e-030.0135
9169SCAF11A002-C-016HumanColorectumFAP1.07e-22-8.09e-020.0521
9169SCAF11A015-C-002HumanColorectumFAP1.33e-112.80e-02-0.0763
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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
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
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
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:0008380ColorectumADRNA splicing169/3918434/187233.59e-182.04e-15169
GO:0000377ColorectumADRNA splicing, via transesterification reactions with bulged adenosine as nucleophile130/3918320/187235.88e-162.16e-13130
GO:0000398ColorectumADmRNA splicing, via spliceosome130/3918320/187235.88e-162.16e-13130
GO:0000375ColorectumADRNA splicing, via transesterification reactions131/3918324/187237.11e-162.22e-13131
GO:0022618ColorectumADribonucleoprotein complex assembly92/3918220/187231.49e-122.60e-1092
GO:0071826ColorectumADribonucleoprotein complex subunit organization94/3918227/187231.70e-122.87e-1094
GO:0022613ColorectumADribonucleoprotein complex biogenesis151/3918463/187231.96e-091.39e-07151
GO:0000245ColorectumADspliceosomal complex assembly33/391879/187232.15e-054.33e-0433
GO:00083802ColorectumMSSRNA splicing159/3467434/187231.75e-191.22e-16159
GO:00003772ColorectumMSSRNA splicing, via transesterification reactions with bulged adenosine as nucleophile121/3467320/187232.52e-168.27e-14121
GO:00003982ColorectumMSSmRNA splicing, via spliceosome121/3467320/187232.52e-168.27e-14121
GO:00003752ColorectumMSSRNA splicing, via transesterification reactions122/3467324/187232.75e-168.58e-14122
GO:00718262ColorectumMSSribonucleoprotein complex subunit organization90/3467227/187236.88e-141.78e-1190
GO:00226182ColorectumMSSribonucleoprotein complex assembly88/3467220/187237.12e-141.78e-1188
GO:00226132ColorectumMSSribonucleoprotein complex biogenesis144/3467463/187232.76e-113.67e-09144
GO:00002451ColorectumMSSspliceosomal complex assembly31/346779/187231.33e-053.07e-0431
GO:00226183ColorectumMSI-Hribonucleoprotein complex assembly62/1319220/187237.13e-228.32e-1962
GO:00718263ColorectumMSI-Hribonucleoprotein complex subunit organization63/1319227/187238.08e-228.32e-1963
GO:00226133ColorectumMSI-Hribonucleoprotein complex biogenesis95/1319463/187231.04e-218.32e-1995
GO:00083803ColorectumMSI-HRNA splicing82/1319434/187231.22e-164.53e-1482
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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
SCAF11SNVMissense_Mutationc.3194N>Tp.Ser1065Phep.S1065FQ99590protein_codingdeleterious(0)possibly_damaging(0.786)TCGA-A8-A0A7-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCAF11SNVMissense_Mutationnovelc.646N>Cp.Glu216Glnp.E216QQ99590protein_codingdeleterious(0)possibly_damaging(0.805)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
SCAF11SNVMissense_Mutationc.2243C>Tp.Ser748Phep.S748FQ99590protein_codingtolerated(0.08)benign(0.007)TCGA-BH-A18P-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownPD
SCAF11SNVMissense_Mutationrs372602350c.4102N>Ap.Ala1368Thrp.A1368TQ99590protein_codingdeleterious(0.01)probably_damaging(0.999)TCGA-BH-A42T-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
SCAF11SNVMissense_Mutationc.2708N>Tp.Pro903Leup.P903LQ99590protein_codingdeleterious(0)possibly_damaging(0.726)TCGA-C8-A1HM-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinCR
SCAF11SNVMissense_Mutationc.2720N>Tp.Ser907Phep.S907FQ99590protein_codingdeleterious(0)probably_damaging(0.972)TCGA-E9-A243-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilPD
SCAF11SNVMissense_Mutationrs533218274c.3923N>Gp.Ser1308Cysp.S1308CQ99590protein_codingdeleterious(0.03)benign(0.014)TCGA-EW-A6SA-01Breastbreast invasive carcinomaMale<65I/IIUnknownUnknownSD
SCAF11SNVMissense_Mutationnovelc.493N>Gp.Lys165Glup.K165EQ99590protein_codingtolerated(0.06)possibly_damaging(0.473)TCGA-EW-A6SB-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
SCAF11insertionFrame_Shift_Insnovelc.2_3insTAATCATGTCCp.Met1?p.M1?Q99590protein_codingTCGA-A2-A0CP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
SCAF11insertionFrame_Shift_Insnovelc.2967dupAp.Glu990ArgfsTer5p.E990Rfs*5Q99590protein_codingTCGA-EW-A1IZ-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapytaxotereSD
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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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