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:000164911LiverHCCosteoblast differentiation115/7958229/187231.08e-023.99e-02115
GO:001049820Oral cavityOSCCproteasomal protein catabolic process336/7305490/187235.45e-418.63e-38336
GO:004316120Oral cavityOSCCproteasome-mediated ubiquitin-dependent protein catabolic process285/7305412/187235.68e-365.99e-33285
GO:000645718Oral cavityOSCCprotein folding154/7305212/187231.89e-234.60e-21154
GO:003497620Oral cavityOSCCresponse to endoplasmic reticulum stress178/7305256/187232.59e-236.06e-21178
GO:009015018Oral cavityOSCCestablishment of protein localization to membrane163/7305260/187237.13e-154.47e-13163
GO:00304334Oral cavityOSCCubiquitin-dependent ERAD pathway65/730585/187232.12e-128.99e-1165
GO:00365035Oral cavityOSCCERAD pathway76/7305107/187231.76e-116.11e-1076
GO:00069849Oral cavityOSCCER-nucleus signaling pathway36/730546/187236.49e-081.16e-0636
GO:00070294Oral cavityOSCCendoplasmic reticulum organization58/730587/187231.59e-072.61e-0658
GO:00512056Oral cavityOSCCprotein insertion into membrane40/730557/187231.81e-062.34e-0540
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:00097918Oral cavityOSCCpost-embryonic development51/730580/187236.43e-067.13e-0551
GO:007121615Oral cavityOSCCcellular response to biotic stimulus129/7305246/187231.20e-051.23e-04129
GO:000164910Oral cavityOSCCosteoblast differentiation118/7305229/187237.51e-055.85e-04118
GO:003246917Oral cavityOSCCendoplasmic reticulum calcium ion homeostasis19/730525/187231.89e-041.28e-0319
GO:00450482Oral cavityOSCCprotein insertion into ER membrane17/730522/187232.99e-041.87e-0317
GO:00069833Oral cavityOSCCER overload response10/730513/187236.32e-032.35e-0210
GO:000645719Oral cavityLPprotein folding125/4623212/187231.62e-268.45e-24125
GO:0010498110Oral cavityLPproteasomal protein catabolic process224/4623490/187239.57e-254.00e-22224
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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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