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: DCAF6

Gene summary for DCAF6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

DCAF6

Gene ID

55827

Gene nameDDB1 and CUL4 associated factor 6
Gene Alias1200006M05Rik
Cytomap1q24.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q58WW2


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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
55827DCAF6GSM4909281HumanBreastIDC2.77e-042.62e-010.21
55827DCAF6GSM4909293HumanBreastIDC1.49e-497.79e-010.1581
55827DCAF6GSM4909311HumanBreastIDC1.36e-02-3.63e-020.1534
55827DCAF6GSM4909312HumanBreastIDC4.04e-021.23e-010.1552
55827DCAF6GSM4909319HumanBreastIDC7.48e-05-9.43e-020.1563
55827DCAF6M5HumanBreastIDC1.07e-087.74e-010.1598
55827DCAF6NCCBC14HumanBreastDCIS4.62e-033.20e-010.2021
55827DCAF6NCCBC5HumanBreastDCIS1.64e-02-7.57e-020.2046
55827DCAF6DCIS2HumanBreastDCIS1.72e-402.08e-010.0085
55827DCAF6CCI_1HumanCervixCC1.93e-111.27e+000.528
55827DCAF6CCI_2HumanCervixCC2.39e-047.98e-010.5249
55827DCAF6CCI_3HumanCervixCC5.56e-121.01e+000.516
55827DCAF6HTA11_3410_2000001011HumanColorectumAD6.85e-11-4.79e-010.0155
55827DCAF6HTA11_347_2000001011HumanColorectumAD7.72e-044.63e-01-0.1954
55827DCAF6HTA11_5212_2000001011HumanColorectumAD2.91e-03-4.39e-01-0.2061
55827DCAF6HTA11_7862_2000001011HumanColorectumAD1.25e-06-1.89e-01-0.0179
55827DCAF6HTA11_866_3004761011HumanColorectumAD8.65e-05-3.74e-010.096
55827DCAF6HTA11_99999965104_69814HumanColorectumMSS2.41e-076.51e-010.281
55827DCAF6HTA11_99999973899_84307HumanColorectumMSS2.07e-05-5.85e-010.2585
55827DCAF6HTA11_99999974143_84620HumanColorectumMSS7.78e-21-6.10e-010.3005
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
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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
DCAF6SNVMissense_Mutationc.1189N>Gp.Thr397Alap.T397AQ58WW2protein_codingtolerated(0.17)benign(0)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF6SNVMissense_Mutationnovelc.2701G>Ap.Glu901Lysp.E901KQ58WW2protein_codingtolerated(0.09)benign(0.266)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF6SNVMissense_Mutationrs765173203c.584C>Tp.Thr195Metp.T195MQ58WW2protein_codingdeleterious(0.01)probably_damaging(0.998)TCGA-BH-A18G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
DCAF6SNVMissense_Mutationc.1258N>Gp.Gln420Glup.Q420EQ58WW2protein_codingtolerated_low_confidence(0.13)benign(0.074)TCGA-D8-A1JA-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyadriamycinPD
DCAF6SNVMissense_Mutationc.190G>Ap.Glu64Lysp.E64KQ58WW2protein_codingdeleterious(0.01)probably_damaging(0.991)TCGA-D8-A1JH-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapynolvadexSD
DCAF6SNVMissense_Mutationc.2393C>Tp.Pro798Leup.P798LQ58WW2protein_codingtolerated(0.15)possibly_damaging(0.478)TCGA-E2-A1L6-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
DCAF6insertionNonsense_Mutationnovelc.2762_2763insAACTCTACTTTCTTAp.Met921delinsIleThrLeuLeuSerTerp.M921delinsITLLS*Q58WW2protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCAF6insertionIn_Frame_Insnovelc.2763_2764insCAAAAGAGTTTTTTCTTTATTGGTTTCp.Met921_Leu922insGlnLysSerPhePhePheIleGlyPhep.M921_L922insQKSFFFIGFQ58WW2protein_codingTCGA-AN-A0FN-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
DCAF6SNVMissense_Mutationrs745578537c.1244N>Tp.Ser415Phep.S415FQ58WW2protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.837)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
DCAF6SNVMissense_Mutationc.1258C>Gp.Gln420Glup.Q420EQ58WW2protein_codingtolerated_low_confidence(0.13)benign(0.074)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
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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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