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: CCDC124

Gene summary for CCDC124

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC124

Gene ID

115098

Gene namecoiled-coil domain containing 124
Gene AliasLso2
Cytomap19p13.11
Gene Typeprotein-coding
GO ID

GO:0007049

UniProtAcc

A0A024R7M8


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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
115098CCDC124GSM4909287HumanBreastIDC9.48e-052.79e-010.2057
115098CCDC124GSM4909290HumanBreastIDC4.82e-042.67e-010.2096
115098CCDC124GSM4909296HumanBreastIDC2.90e-063.38e-030.1524
115098CCDC124GSM4909297HumanBreastIDC6.62e-07-1.92e-010.1517
115098CCDC124GSM4909311HumanBreastIDC2.50e-23-2.40e-010.1534
115098CCDC124GSM4909312HumanBreastIDC1.09e-07-1.89e-010.1552
115098CCDC124GSM4909315HumanBreastIDC8.66e-073.26e-010.21
115098CCDC124GSM4909319HumanBreastIDC2.45e-28-1.21e-010.1563
115098CCDC124GSM4909321HumanBreastIDC4.56e-07-1.68e-010.1559
115098CCDC124ctrl6HumanBreastPrecancer3.75e-033.07e-01-0.0061
115098CCDC124brca1HumanBreastPrecancer1.36e-185.40e-01-0.0338
115098CCDC124brca2HumanBreastPrecancer4.86e-072.33e-01-0.024
115098CCDC124brca3HumanBreastPrecancer1.22e-103.20e-01-0.0263
115098CCDC124brca10HumanBreastPrecancer3.66e-185.10e-01-0.0029
115098CCDC124NCCBC5HumanBreastDCIS1.38e-045.07e-040.2046
115098CCDC124P1HumanBreastIDC2.98e-11-1.58e-010.1527
115098CCDC124DCIS2HumanBreastDCIS5.23e-462.86e-030.0085
115098CCDC124LZE4THumanEsophagusESCC7.60e-185.62e-010.0811
115098CCDC124LZE5THumanEsophagusESCC8.56e-088.14e-010.0514
115098CCDC124LZE7THumanEsophagusESCC3.42e-291.55e+000.0667
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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
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
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
CCDC124SNVMissense_Mutationnovelc.178C>Tp.Arg60Cysp.R60CQ96CT7protein_codingdeleterious(0)probably_damaging(0.974)TCGA-UL-AAZ6-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapyherceptinSD
CCDC124insertionFrame_Shift_Insnovelc.131_132insGTGGAGATGGGGTTTTGCCGTGTTGGCCp.His45TrpfsTer32p.H45Wfs*32Q96CT7protein_codingTCGA-B6-A0IA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC124SNVMissense_Mutationnovelc.431N>Tp.Ala144Valp.A144VQ96CT7protein_codingdeleterious(0)possibly_damaging(0.84)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CCDC124SNVMissense_Mutationnovelc.559N>Cp.Glu187Glnp.E187QQ96CT7protein_codingdeleterious(0.02)possibly_damaging(0.848)TCGA-C5-A8YQ-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CCDC124SNVMissense_Mutationnovelc.424N>Ap.Val142Metp.V142MQ96CT7protein_codingtolerated(0.17)possibly_damaging(0.628)TCGA-AA-3531-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC124SNVMissense_Mutationrs762625853c.176N>Ap.Arg59Glnp.R59QQ96CT7protein_codingdeleterious(0.01)benign(0.089)TCGA-D5-6530-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC124SNVMissense_Mutationrs778475492c.124N>Ap.Asp42Asnp.D42NQ96CT7protein_codingtolerated(0.13)benign(0.006)TCGA-D5-6928-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC124SNVMissense_Mutationc.212N>Gp.Gln71Argp.Q71RQ96CT7protein_codingtolerated(0.27)benign(0.015)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CCDC124SNVMissense_Mutationrs758756227c.127N>Ap.Asp43Asnp.D43NQ96CT7protein_codingdeleterious(0.03)probably_damaging(0.955)TCGA-EI-6882-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC124SNVMissense_Mutationc.337N>Ap.Ala113Thrp.A113TQ96CT7protein_codingtolerated(0.55)benign(0.001)TCGA-F5-6812-01Colorectumrectum adenocarcinomaMale>=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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