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: CDC123

Gene summary for CDC123

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC123

Gene ID

8872

Gene namecell division cycle 123
Gene AliasC10orf7
Cytomap10p14-p13
Gene Typeprotein-coding
GO ID

GO:0006412

UniProtAcc

O75794


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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
8872CDC123HTA11_1938_2000001011HumanColorectumAD1.68e-064.58e-01-0.0811
8872CDC123HTA11_347_2000001011HumanColorectumAD3.18e-093.66e-01-0.1954
8872CDC123HTA11_1391_2000001011HumanColorectumAD1.28e-074.48e-01-0.059
8872CDC123HTA11_99999965104_69814HumanColorectumMSS7.18e-053.67e-010.281
8872CDC123HTA11_99999971662_82457HumanColorectumMSS1.39e-095.66e-010.3859
8872CDC123A015-C-203HumanColorectumFAP2.64e-09-1.76e-01-0.1294
8872CDC123A002-C-203HumanColorectumFAP1.72e-02-1.10e-010.2786
8872CDC123A001-C-108HumanColorectumFAP7.48e-05-1.34e-01-0.0272
8872CDC123A002-C-205HumanColorectumFAP3.46e-05-2.35e-01-0.1236
8872CDC123A015-C-006HumanColorectumFAP3.04e-02-6.59e-02-0.0994
8872CDC123A015-C-106HumanColorectumFAP1.39e-02-1.15e-01-0.0511
8872CDC123A002-C-114HumanColorectumFAP1.65e-03-2.03e-01-0.1561
8872CDC123A015-C-104HumanColorectumFAP4.19e-09-1.96e-01-0.1899
8872CDC123A002-C-016HumanColorectumFAP5.32e-06-1.45e-010.0521
8872CDC123A001-C-203HumanColorectumFAP2.95e-03-1.19e-01-0.0481
8872CDC123A002-C-116HumanColorectumFAP5.09e-10-2.12e-01-0.0452
8872CDC123A018-E-020HumanColorectumFAP1.36e-03-1.97e-01-0.2034
8872CDC123F034HumanColorectumFAP4.35e-08-2.18e-01-0.0665
8872CDC123LZE3DHumanEsophagusHGIN5.29e-034.23e-010.0668
8872CDC123LZE4THumanEsophagusESCC3.99e-124.38e-010.0811
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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
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
GO:0006417ColorectumADregulation of translation141/3918468/187231.32e-064.22e-05141
GO:0006413ColorectumADtranslational initiation45/3918118/187231.35e-052.92e-0445
GO:0034250ColorectumADpositive regulation of cellular amide metabolic process53/3918162/187232.98e-043.60e-0353
GO:0045727ColorectumADpositive regulation of translation45/3918136/187236.24e-046.48e-0345
GO:0006446ColorectumADregulation of translational initiation28/391879/187232.02e-031.63e-0228
GO:00064172ColorectumMSSregulation of translation134/3467468/187234.43e-082.38e-06134
GO:00064132ColorectumMSStranslational initiation43/3467118/187233.19e-069.38e-0543
GO:00342502ColorectumMSSpositive regulation of cellular amide metabolic process51/3467162/187234.70e-058.60e-0451
GO:00457272ColorectumMSSpositive regulation of translation43/3467136/187231.60e-042.29e-0343
GO:00064461ColorectumMSSregulation of translational initiation26/346779/187231.56e-031.42e-0226
GO:00064174ColorectumFAPregulation of translation111/2622468/187238.47e-091.13e-06111
GO:00064463ColorectumFAPregulation of translational initiation26/262279/187231.54e-054.01e-0426
GO:00064134ColorectumFAPtranslational initiation34/2622118/187232.13e-055.12e-0434
GO:00342504ColorectumFAPpositive regulation of cellular amide metabolic process39/2622162/187234.02e-044.86e-0339
GO:00457274ColorectumFAPpositive regulation of translation34/2622136/187234.43e-045.25e-0334
GO:000641727EsophagusHGINregulation of translation139/2587468/187231.46e-197.98e-17139
GO:000641320EsophagusHGINtranslational initiation55/2587118/187237.33e-182.31e-1555
GO:004572720EsophagusHGINpositive regulation of translation49/2587136/187235.88e-116.30e-0949
GO:000644610EsophagusHGINregulation of translational initiation34/258779/187232.09e-101.97e-0834
GO:003425020EsophagusHGINpositive regulation of cellular amide metabolic process53/2587162/187236.01e-105.15e-0853
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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
CDC123SNVMissense_Mutationrs770706077c.941N>Tp.Ser314Phep.S314FO75794protein_codingdeleterious(0)probably_damaging(0.954)TCGA-C8-A12T-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDC123SNVMissense_Mutationrs752610319c.425N>Ap.Arg142Hisp.R142HO75794protein_codingtolerated(1)benign(0)TCGA-C8-A27A-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
CDC123SNVMissense_Mutationnovelc.953N>Gp.Asp318Glyp.D318GO75794protein_codingdeleterious(0)possibly_damaging(0.463)TCGA-UC-A7PG-06Cervixcervical & endocervical cancerFemale<65III/IVChemotherapycisplatinPD
CDC123SNVMissense_Mutationnovelc.151N>Ap.Asp51Asnp.D51NO75794protein_codingtolerated(0.47)benign(0.003)TCGA-ZJ-A8QO-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDC123SNVMissense_Mutationnovelc.892N>Tp.Pro298Serp.P298SO75794protein_codingtolerated(0.08)probably_damaging(0.936)TCGA-AA-3950-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CDC123SNVMissense_Mutationnovelc.675N>Ap.Phe225Leup.F225LO75794protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CDC123SNVMissense_Mutationc.989N>Tp.Arg330Ilep.R330IO75794protein_codingtolerated(0.26)benign(0.113)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CDC123SNVMissense_Mutationnovelc.289N>Ap.Leu97Ilep.L97IO75794protein_codingdeleterious(0.01)probably_damaging(0.992)TCGA-AP-A1DR-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
CDC123SNVMissense_Mutationnovelc.975N>Ap.Phe325Leup.F325LO75794protein_codingtolerated(0.34)benign(0.007)TCGA-AX-A05Z-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapyadriamycinSD
CDC123SNVMissense_Mutationnovelc.608N>Gp.Ser203Cysp.S203CO75794protein_codingtolerated(0.17)possibly_damaging(0.855)TCGA-AX-A2IO-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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