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: CCDC66

Gene summary for CCDC66

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC66

Gene ID

285331

Gene namecoiled-coil domain containing 66
Gene AliasCCDC66
Cytomap3p14.3
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

A2RUB6


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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
285331CCDC66C21HumanOral cavityOSCC6.61e-072.34e-010.2678
285331CCDC66C38HumanOral cavityOSCC9.68e-045.88e-010.172
285331CCDC66C43HumanOral cavityOSCC1.66e-041.65e-010.1704
285331CCDC66C46HumanOral cavityOSCC4.83e-378.40e-010.1673
285331CCDC66C08HumanOral cavityOSCC1.55e-021.85e-010.1919
285331CCDC66C09HumanOral cavityOSCC3.24e-062.39e-010.1431
285331CCDC66LN46HumanOral cavityOSCC6.78e-147.29e-010.1666
285331CCDC66SYSMH2HumanOral cavityOSCC1.51e-062.33e-010.2326
285331CCDC66SYSMH3HumanOral cavityOSCC1.70e-134.82e-010.2442
285331CCDC66SYSMH6HumanOral cavityOSCC2.19e-052.12e-010.1275
285331CCDC66male-WTAHumanThyroidPTC1.21e-111.21e-010.1037
285331CCDC66PTC01HumanThyroidPTC3.12e-162.70e-010.1899
285331CCDC66PTC03HumanThyroidPTC5.39e-123.61e-010.1784
285331CCDC66PTC04HumanThyroidPTC4.38e-213.17e-010.1927
285331CCDC66PTC05HumanThyroidPTC7.84e-196.51e-010.2065
285331CCDC66PTC06HumanThyroidPTC7.68e-295.42e-010.2057
285331CCDC66PTC07HumanThyroidPTC5.85e-335.83e-010.2044
285331CCDC66ATC09HumanThyroidATC4.80e-062.64e-010.2871
285331CCDC66ATC12HumanThyroidATC1.47e-183.99e-010.34
285331CCDC66ATC13HumanThyroidATC3.91e-417.35e-010.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:000931416Oral cavityOSCCresponse to radiation241/7305456/187239.76e-102.40e-08241
GO:00094164Oral cavityOSCCresponse to light stimulus159/7305320/187235.98e-054.92e-04159
GO:0009314111ThyroidPTCresponse to radiation195/5968456/187235.10e-078.27e-06195
GO:00094167ThyroidPTCresponse to light stimulus127/5968320/187231.76e-039.58e-03127
GO:000931426ThyroidATCresponse to radiation210/6293456/187231.69e-083.39e-07210
GO:000941613ThyroidATCresponse to light stimulus139/6293320/187231.42e-049.88e-04139
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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
CCDC66SNVMissense_Mutationnovelc.1992N>Cp.Gln664Hisp.Q664HA2RUB6protein_codingtolerated(0.34)benign(0.012)TCGA-A2-A0ER-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CCDC66SNVMissense_Mutationc.131N>Tp.Cys44Phep.C44FA2RUB6protein_codingtolerated(0.7)benign(0.076)TCGA-A2-A25A-01Breastbreast invasive carcinomaFemale<65I/IIUnspecificCytoxanSD
CCDC66SNVMissense_Mutationnovelc.341C>Ap.Ala114Glup.A114EA2RUB6protein_codingtolerated(0.6)benign(0.007)TCGA-A8-A07L-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapyCR
CCDC66SNVMissense_Mutationnovelc.2611N>Ap.Asp871Asnp.D871NA2RUB6protein_codingdeleterious(0.03)benign(0.062)TCGA-A8-A09A-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCDC66SNVMissense_Mutationc.817N>Cp.Glu273Glnp.E273QA2RUB6protein_codingdeleterious(0)probably_damaging(0.998)TCGA-A8-A0A9-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozoleSD
CCDC66SNVMissense_Mutationnovelc.1135C>Gp.Gln379Glup.Q379EA2RUB6protein_codingdeleterious(0)benign(0.225)TCGA-AR-A0U2-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapytamoxiphenPD
CCDC66SNVMissense_Mutationnovelc.1795N>Gp.Thr599Alap.T599AA2RUB6protein_codingtolerated(0.74)benign(0.005)TCGA-D8-A1Y1-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapytamoxiphenPD
CCDC66SNVMissense_Mutationc.1120C>Ap.Pro374Thrp.P374TA2RUB6protein_codingtolerated(0.06)benign(0.054)TCGA-E9-A1NE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
CCDC66insertionFrame_Shift_Insnovelc.876_877insAp.Ser295IlefsTer2p.S295Ifs*2A2RUB6protein_codingTCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CCDC66SNVMissense_Mutationnovelc.523N>Cp.Glu175Glnp.E175QA2RUB6protein_codingtolerated(0.09)benign(0.07)TCGA-GH-A9DA-01Cervixcervical & endocervical cancerFemale<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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