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: DCAF13

Gene summary for DCAF13

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF13

Gene ID

25879

Gene nameDDB1 and CUL4 associated factor 13
Gene AliasGM83
Cytomap8q22.3
Gene Typeprotein-coding
GO ID

GO:0000462

UniProtAcc

A0A087WT20


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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
25879DCAF13EEC-subject1HumanEndometriumEEC1.09e-03-1.10e-01-0.2682
25879DCAF13EEC-subject2HumanEndometriumEEC7.27e-03-1.20e-01-0.2607
25879DCAF13EEC-subject3HumanEndometriumEEC1.74e-09-1.47e-01-0.2525
25879DCAF13EEC-subject4HumanEndometriumEEC1.70e-02-1.47e-02-0.2571
25879DCAF13GSM5276934HumanEndometriumEEC6.89e-194.98e-01-0.0913
25879DCAF13GSM5276937HumanEndometriumEEC1.72e-316.90e-01-0.0897
25879DCAF13GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC3.90e-13-1.78e-01-0.1869
25879DCAF13GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.10e-13-1.26e-01-0.1875
25879DCAF13GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC8.23e-21-8.95e-02-0.1883
25879DCAF13GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC4.27e-113.41e-02-0.1934
25879DCAF13GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.18e-21-1.07e-01-0.1917
25879DCAF13GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC6.69e-23-1.07e-01-0.1916
25879DCAF13LZE2THumanEsophagusESCC1.87e-051.30e+000.082
25879DCAF13LZE4THumanEsophagusESCC3.69e-245.75e-010.0811
25879DCAF13LZE7THumanEsophagusESCC2.29e-103.76e-010.0667
25879DCAF13LZE8THumanEsophagusESCC1.10e-072.55e-010.067
25879DCAF13LZE20THumanEsophagusESCC1.90e-081.26e-010.0662
25879DCAF13LZE22THumanEsophagusESCC3.33e-024.79e-010.068
25879DCAF13LZE24THumanEsophagusESCC2.44e-175.49e-010.0596
25879DCAF13LZE21THumanEsophagusESCC7.80e-073.88e-010.0655
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:002261317EndometriumEECribonucleoprotein complex biogenesis108/2168463/187234.60e-139.86e-11108
GO:004225417EndometriumEECribosome biogenesis68/2168299/187232.90e-081.68e-0668
GO:004227417EndometriumEECribosomal small subunit biogenesis23/216873/187234.56e-061.15e-0423
GO:000636416EndometriumEECrRNA processing48/2168225/187231.88e-053.50e-0448
GO:001607216EndometriumEECrRNA metabolic process49/2168236/187233.27e-055.62e-0449
GO:003447012EndometriumEECncRNA processing63/2168395/187235.20e-033.26e-0263
GO:0022613111EsophagusESCCribonucleoprotein complex biogenesis365/8552463/187231.74e-491.11e-45365
GO:0042254111EsophagusESCCribosome biogenesis252/8552299/187233.27e-441.04e-40252
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:0042274111EsophagusESCCribosomal small subunit biogenesis67/855273/187236.62e-175.38e-1567
GO:00304904EsophagusESCCmaturation of SSU-rRNA45/855250/187235.07e-111.63e-0945
GO:00004623EsophagusESCCmaturation of SSU-rRNA from tricistronic rRNA transcript (SSU-rRNA, 5.8S rRNA, LSU-rRNA)32/855237/187232.96e-074.23e-0632
GO:002261312LiverCirrhoticribonucleoprotein complex biogenesis231/4634463/187233.28e-326.86e-29231
GO:004225412LiverCirrhoticribosome biogenesis154/4634299/187231.18e-236.72e-21154
GO:000636412LiverCirrhoticrRNA processing115/4634225/187231.12e-171.64e-15115
GO:00160724LiverCirrhoticrRNA metabolic process119/4634236/187231.19e-171.70e-15119
GO:00344701LiverCirrhoticncRNA processing158/4634395/187231.09e-116.96e-10158
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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
DCAF13SNVMissense_Mutationc.1426N>Gp.Arg476Glyp.R476Gprotein_codingdeleterious(0)benign(0.368)TCGA-A8-A08R-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCAF13SNVMissense_Mutationc.1376N>Ap.Arg459Glnp.R459Qprotein_codingdeleterious(0)possibly_damaging(0.691)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF13SNVMissense_Mutationnovelc.1784N>Gp.Val595Glyp.V595Gprotein_codingdeleterious(0.02)probably_damaging(0.996)TCGA-AN-A04A-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownSD
DCAF13SNVMissense_Mutationc.835N>Cp.Val279Leup.V279Lprotein_codingtolerated(0.05)benign(0.192)TCGA-GM-A2DB-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxolCR
DCAF13deletionIn_Frame_Delc.617_631delNNNNNNNNNNNNNNNp.Lys208_Ala212delp.K208_A212delprotein_codingTCGA-AN-A0XN-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
DCAF13SNVMissense_Mutationrs762435482c.428N>Gp.Ser143Trpp.S143Wprotein_codingdeleterious_low_confidence(0)benign(0.001)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
DCAF13SNVMissense_Mutationc.1460C>Gp.Ser487Cysp.S487Cprotein_codingtolerated(0.19)possibly_damaging(0.79)TCGA-EK-A3GJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCAF13SNVMissense_Mutationc.212N>Gp.Ser71Trpp.S71Wprotein_codingdeleterious_low_confidence(0)benign(0.009)TCGA-Q1-A73P-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
DCAF13SNVMissense_Mutationc.166G>Ap.Ala56Thrp.A56Tprotein_codingbenign(0.005)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
DCAF13SNVMissense_Mutationrs761547809c.1505N>Ap.Arg502Hisp.R502Hprotein_codingdeleterious(0)probably_damaging(0.955)TCGA-AA-3977-01Colorectumcolon 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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