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: CCDC47

Gene summary for CCDC47

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC47

Gene ID

57003

Gene namecoiled-coil domain containing 47
Gene AliasGK001
Cytomap17q23.3
Gene Typeprotein-coding
GO ID

GO:0001503

UniProtAcc

Q96A33


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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
57003CCDC47HTA11_78_2000001011HumanColorectumAD8.51e-064.42e-01-0.1088
57003CCDC47HTA11_347_2000001011HumanColorectumAD2.57e-237.34e-01-0.1954
57003CCDC47HTA11_99999970781_79442HumanColorectumMSS1.12e-054.41e-010.294
57003CCDC47HTA11_99999965104_69814HumanColorectumMSS3.38e-055.76e-010.281
57003CCDC47HTA11_99999971662_82457HumanColorectumMSS2.03e-043.79e-010.3859
57003CCDC47A015-C-203HumanColorectumFAP8.81e-03-8.02e-02-0.1294
57003CCDC47A015-C-104HumanColorectumFAP2.00e-03-9.47e-02-0.1899
57003CCDC47A002-C-016HumanColorectumFAP2.76e-02-5.82e-020.0521
57003CCDC47AEH-subject2HumanEndometriumAEH1.10e-02-9.95e-02-0.2525
57003CCDC47EEC-subject3HumanEndometriumEEC8.71e-08-6.46e-03-0.2525
57003CCDC47GSM5276934HumanEndometriumEEC6.64e-144.21e-01-0.0913
57003CCDC47GSM5276937HumanEndometriumEEC3.86e-155.06e-01-0.0897
57003CCDC47GSM6177620_NYU_UCEC1_lib1_lib1HumanEndometriumEEC1.50e-211.33e-02-0.1869
57003CCDC47GSM6177620_NYU_UCEC1_lib2_lib2HumanEndometriumEEC2.79e-18-2.14e-02-0.1875
57003CCDC47GSM6177620_NYU_UCEC1_lib3_lib3HumanEndometriumEEC1.96e-20-1.47e-01-0.1883
57003CCDC47GSM6177621_NYU_UCEC2_lib1_lib1HumanEndometriumEEC3.12e-11-4.02e-02-0.1934
57003CCDC47GSM6177622_NYU_UCEC3_lib1_lib1HumanEndometriumEEC1.81e-18-1.23e-01-0.1917
57003CCDC47GSM6177622_NYU_UCEC3_lib2_lib2HumanEndometriumEEC1.18e-23-9.98e-02-0.1916
57003CCDC47LZE4THumanEsophagusESCC4.22e-095.86e-010.0811
57003CCDC47LZE8THumanEsophagusESCC3.22e-042.15e-010.067
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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
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:0010498ColorectumADproteasomal protein catabolic process174/3918490/187233.18e-147.66e-12174
GO:0090150ColorectumADestablishment of protein localization to membrane100/3918260/187236.01e-116.33e-09100
GO:0043161ColorectumADproteasome-mediated ubiquitin-dependent protein catabolic process141/3918412/187231.77e-101.68e-08141
GO:0034976ColorectumADresponse to endoplasmic reticulum stress90/3918256/187238.48e-084.28e-0690
GO:0006457ColorectumADprotein folding73/3918212/187233.24e-069.10e-0573
GO:0032469ColorectumADendoplasmic reticulum calcium ion homeostasis16/391825/187233.80e-061.04e-0416
GO:0006984ColorectumADER-nucleus signaling pathway21/391846/187231.47e-042.08e-0321
GO:0001649ColorectumADosteoblast differentiation70/3918229/187233.59e-044.18e-0370
GO:0051205ColorectumADprotein insertion into membrane23/391857/187236.62e-046.80e-0323
GO:0007029ColorectumADendoplasmic reticulum organization31/391887/187231.08e-031.00e-0231
GO:0009791ColorectumADpost-embryonic development29/391880/187231.13e-031.03e-0229
GO:0036503ColorectumADERAD pathway34/3918107/187235.57e-033.63e-0234
GO:0001503ColorectumADossification106/3918408/187237.68e-034.64e-02106
GO:00104982ColorectumMSSproteasomal protein catabolic process157/3467490/187232.39e-135.25e-11157
GO:00901502ColorectumMSSestablishment of protein localization to membrane90/3467260/187234.11e-103.49e-0890
GO:00431612ColorectumMSSproteasome-mediated ubiquitin-dependent protein catabolic process127/3467412/187237.70e-106.32e-08127
GO:00064572ColorectumMSSprotein folding71/3467212/187231.25e-075.91e-0671
GO:00349762ColorectumMSSresponse to endoplasmic reticulum stress81/3467256/187232.65e-071.10e-0581
GO:00324692ColorectumMSSendoplasmic reticulum calcium ion homeostasis16/346725/187236.86e-072.48e-0516
GO:00069842ColorectumMSSER-nucleus signaling pathway19/346746/187232.79e-043.69e-0319
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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
CCDC47SNVMissense_Mutationc.1149G>Tp.Met383Ilep.M383IQ96A33protein_codingdeleterious(0.03)benign(0.096)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC47insertionFrame_Shift_Insnovelc.1312_1313insAp.Arg438LysfsTer10p.R438Kfs*10Q96A33protein_codingTCGA-A8-A07B-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC47SNVMissense_Mutationc.342C>Gp.Ser114Argp.S114RQ96A33protein_codingtolerated(0.48)benign(0.104)TCGA-C5-A2LX-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CCDC47SNVMissense_Mutationnovelc.466N>Ap.Gly156Argp.G156RQ96A33protein_codingdeleterious(0)probably_damaging(0.979)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC47SNVMissense_Mutationc.72N>Gp.Asp24Glup.D24EQ96A33protein_codingtolerated(0.45)benign(0)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC47SNVMissense_Mutationnovelc.654N>Ap.Met218Ilep.M218IQ96A33protein_codingdeleterious(0.01)probably_damaging(0.988)TCGA-MA-AA3Y-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC47SNVMissense_Mutationnovelc.1166N>Ap.Ser389Tyrp.S389YQ96A33protein_codingdeleterious(0.03)possibly_damaging(0.722)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CCDC47insertionFrame_Shift_Insnovelc.146_147dupCTp.Val50LeufsTer10p.V50Lfs*10Q96A33protein_codingTCGA-AA-3821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC47insertionFrame_Shift_Insnovelc.347dupAp.Asn116LysfsTer2p.N116Kfs*2Q96A33protein_codingTCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC47SNVMissense_Mutationnovelc.515N>Tp.Arg172Metp.R172MQ96A33protein_codingdeleterious(0)possibly_damaging(0.6)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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