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: CCDC93

Gene summary for CCDC93

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC93

Gene ID

54520

Gene namecoiled-coil domain containing 93
Gene AliasCCDC93
Cytomap2q14.1
Gene Typeprotein-coding
GO ID

GO:0006810

UniProtAcc

Q567U6


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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
54520CCDC93LZE2THumanEsophagusESCC3.41e-054.33e-010.082
54520CCDC93LZE4THumanEsophagusESCC4.70e-061.61e-010.0811
54520CCDC93LZE7THumanEsophagusESCC1.24e-053.49e-010.0667
54520CCDC93LZE8THumanEsophagusESCC4.73e-037.45e-020.067
54520CCDC93LZE20THumanEsophagusESCC2.20e-026.07e-020.0662
54520CCDC93LZE24THumanEsophagusESCC2.39e-061.31e-010.0596
54520CCDC93LZE6THumanEsophagusESCC7.03e-031.38e-010.0845
54520CCDC93P2T-EHumanEsophagusESCC1.49e-172.61e-010.1177
54520CCDC93P4T-EHumanEsophagusESCC7.14e-092.35e-010.1323
54520CCDC93P5T-EHumanEsophagusESCC4.17e-152.09e-010.1327
54520CCDC93P8T-EHumanEsophagusESCC1.65e-061.26e-010.0889
54520CCDC93P9T-EHumanEsophagusESCC3.61e-071.34e-010.1131
54520CCDC93P10T-EHumanEsophagusESCC2.29e-122.54e-010.116
54520CCDC93P11T-EHumanEsophagusESCC1.88e-073.59e-010.1426
54520CCDC93P12T-EHumanEsophagusESCC7.66e-132.54e-010.1122
54520CCDC93P15T-EHumanEsophagusESCC4.04e-142.65e-010.1149
54520CCDC93P16T-EHumanEsophagusESCC4.43e-142.76e-010.1153
54520CCDC93P17T-EHumanEsophagusESCC7.71e-052.33e-010.1278
54520CCDC93P19T-EHumanEsophagusESCC2.94e-031.69e-010.1662
54520CCDC93P20T-EHumanEsophagusESCC1.92e-091.63e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:004819318EsophagusESCCGolgi vesicle transport231/8552296/187231.82e-309.63e-28231
GO:001619715EsophagusESCCendosomal transport168/8552230/187232.28e-171.93e-15168
GO:000689215EsophagusESCCpost-Golgi vesicle-mediated transport82/8552104/187234.00e-121.55e-1082
GO:009887615EsophagusESCCvesicle-mediated transport to the plasma membrane99/8552136/187231.13e-103.39e-0999
GO:000689315EsophagusESCCGolgi to plasma membrane transport48/855260/187235.11e-089.16e-0748
GO:00324565EsophagusESCCendocytic recycling51/855273/187232.47e-052.10e-0451
GO:00481936LiverNAFLDGolgi vesicle transport66/1882296/187233.66e-109.30e-0866
GO:00068925LiverNAFLDpost-Golgi vesicle-mediated transport31/1882104/187231.70e-082.03e-0631
GO:00068934LiverNAFLDGolgi to plasma membrane transport19/188260/187233.60e-061.42e-0419
GO:00988765LiverNAFLDvesicle-mediated transport to the plasma membrane30/1882136/187232.76e-057.39e-0430
GO:00161975LiverNAFLDendosomal transport41/1882230/187232.02e-043.53e-0341
GO:004819321LiverHCCGolgi vesicle transport217/7958296/187232.58e-271.02e-24217
GO:001619721LiverHCCendosomal transport154/7958230/187234.74e-142.95e-12154
GO:000689221LiverHCCpost-Golgi vesicle-mediated transport77/7958104/187236.14e-112.24e-0977
GO:009887621LiverHCCvesicle-mediated transport to the plasma membrane92/7958136/187232.57e-097.07e-0892
GO:000689321LiverHCCGolgi to plasma membrane transport44/795860/187231.24e-061.81e-0544
GO:00324562LiverHCCendocytic recycling48/795873/187235.07e-054.83e-0448
GO:004819320ThyroidPTCGolgi vesicle transport186/5968296/187233.09e-281.22e-25186
GO:001619718ThyroidPTCendosomal transport128/5968230/187236.26e-143.52e-12128
GO:000689218ThyroidPTCpost-Golgi vesicle-mediated transport66/5968104/187233.36e-111.24e-0966
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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
CCDC93SNVMissense_Mutationrs762882454c.899N>Ap.Leu300Glnp.L300QQ567U6protein_codingdeleterious(0)possibly_damaging(0.671)TCGA-A8-A08C-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CCDC93SNVMissense_Mutationrs200247512c.949N>Tp.Arg317Trpp.R317WQ567U6protein_codingdeleterious(0)probably_damaging(0.993)TCGA-D8-A1XQ-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC93insertionNonsense_Mutationnovelc.716_717insGGGATTTTGAGATTATAGTTp.His240GlyfsTer3p.H240Gfs*3Q567U6protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CCDC93insertionNonsense_Mutationnovelc.714_715insTCTTCCTACACTATCTAGGTAGGAAp.Ala239SerfsTer6p.A239Sfs*6Q567U6protein_codingTCGA-A2-A0D1-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapytaxotereSD
CCDC93insertionIn_Frame_Insnovelc.696_697insTTCp.Ser232_Ala233insPhep.S232_A233insFQ567U6protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
CCDC93insertionNonsense_Mutationnovelc.695_696insTTTTACTACAAATTAGCTCTGCCCTGACTCTCTGTGACATp.Ala233PhefsTer5p.A233Ffs*5Q567U6protein_codingTCGA-AO-A03O-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapydoxorubicinSD
CCDC93SNVMissense_Mutationnovelc.231C>Ap.Asn77Lysp.N77KQ567U6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC93SNVMissense_Mutationrs577755174c.1329G>Cp.Leu443Phep.L443FQ567U6protein_codingtolerated(0.09)benign(0.102)TCGA-C5-A1MN-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CCDC93SNVMissense_Mutationc.1627N>Ap.His543Asnp.H543NQ567U6protein_codingdeleterious(0.02)possibly_damaging(0.706)TCGA-DG-A2KK-01Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinSD
CCDC93SNVMissense_Mutationc.335N>Tp.Asp112Valp.D112VQ567U6protein_codingdeleterious(0)probably_damaging(0.999)TCGA-A6-5665-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
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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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