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: CDC45

Gene summary for CDC45

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDC45

Gene ID

8318

Gene namecell division cycle 45
Gene AliasCDC45L
Cytomap22q11.21
Gene Typeprotein-coding
GO ID

GO:0000075

UniProtAcc

O75419


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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
8318CDC45LZE7THumanEsophagusESCC1.02e-032.84e-010.0667
8318CDC45LZE21THumanEsophagusESCC8.02e-042.06e-010.0655
8318CDC45P1T-EHumanEsophagusESCC2.97e-022.04e-010.0875
8318CDC45P2T-EHumanEsophagusESCC7.98e-133.67e-010.1177
8318CDC45P4T-EHumanEsophagusESCC2.81e-072.54e-010.1323
8318CDC45P5T-EHumanEsophagusESCC4.24e-183.84e-010.1327
8318CDC45P10T-EHumanEsophagusESCC2.05e-073.14e-010.116
8318CDC45P16T-EHumanEsophagusESCC2.03e-092.56e-010.1153
8318CDC45P21T-EHumanEsophagusESCC7.31e-144.72e-010.1617
8318CDC45P22T-EHumanEsophagusESCC1.66e-021.24e-010.1236
8318CDC45P24T-EHumanEsophagusESCC4.30e-102.85e-010.1287
8318CDC45P26T-EHumanEsophagusESCC1.88e-042.16e-010.1276
8318CDC45P28T-EHumanEsophagusESCC9.56e-081.79e-010.1149
8318CDC45P30T-EHumanEsophagusESCC4.44e-044.38e-010.137
8318CDC45P31T-EHumanEsophagusESCC3.89e-123.59e-010.1251
8318CDC45P32T-EHumanEsophagusESCC1.30e-154.43e-010.1666
8318CDC45P37T-EHumanEsophagusESCC3.40e-102.98e-010.1371
8318CDC45P48T-EHumanEsophagusESCC3.75e-031.32e-010.0959
8318CDC45P52T-EHumanEsophagusESCC1.13e-164.12e-010.1555
8318CDC45P65T-EHumanEsophagusESCC3.99e-041.50e-010.0978
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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
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
∗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:00062604EsophagusESCCDNA replication181/8552260/187233.55e-152.05e-13181
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:00000754EsophagusESCCcell cycle checkpoint117/8552169/187234.47e-101.17e-08117
GO:00062612EsophagusESCCDNA-dependent DNA replication100/8552151/187232.61e-073.94e-06100
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
GO:00315705EsophagusESCCDNA integrity checkpoint83/8552123/187238.17e-071.06e-0583
GO:19019883EsophagusESCCnegative regulation of cell cycle phase transition151/8552249/187231.28e-061.57e-05151
GO:00063024EsophagusESCCdouble-strand break repair152/8552251/187231.33e-061.62e-05152
GO:00062701EsophagusESCCDNA replication initiation27/855234/187236.01e-054.62e-0427
GO:00063101EsophagusESCCDNA recombination168/8552305/187235.58e-043.05e-03168
GO:00007241EsophagusESCCdouble-strand break repair via homologous recombination79/8552138/187234.05e-031.62e-0279
GO:00007251EsophagusESCCrecombinational repair80/8552140/187234.10e-031.63e-0280
GO:1902969EsophagusESCCmitotic DNA replication11/855214/187231.30e-024.27e-0211
GO:00062603Oral cavityOSCCDNA replication159/7305260/187233.25e-131.59e-11159
GO:19019875Oral cavityOSCCregulation of cell cycle phase transition209/7305390/187232.79e-096.42e-08209
GO:00457864Oral cavityOSCCnegative regulation of cell cycle206/7305385/187234.28e-099.55e-08206
GO:00000753Oral cavityOSCCcell cycle checkpoint101/7305169/187233.53e-086.68e-07101
GO:19019882Oral cavityOSCCnegative regulation of cell cycle phase transition136/7305249/187233.81e-075.70e-06136
GO:00109483Oral cavityOSCCnegative regulation of cell cycle process155/7305294/187231.11e-061.48e-05155
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa041108Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
hsa0411015Oral cavityOSCCCell cycle118/3704157/84657.15e-162.66e-141.35e-14118
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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
CDC45SNVMissense_Mutationnovelc.434N>Ap.Gly145Glup.G145EO75419protein_codingtolerated(0.25)benign(0.04)TCGA-A2-A0EP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideCR
CDC45SNVMissense_Mutationc.1723G>Ap.Asp575Asnp.D575NO75419protein_codingtolerated(0.06)possibly_damaging(0.641)TCGA-BH-A0H7-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CDC45SNVMissense_Mutationc.1777N>Tp.Leu593Phep.L593FO75419protein_codingdeleterious(0)probably_damaging(1)TCGA-D8-A142-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapycyclophosphamidSD
CDC45SNVMissense_Mutationnovelc.1016N>Ap.Gly339Glup.G339EO75419protein_codingdeleterious(0)probably_damaging(0.985)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
CDC45insertionFrame_Shift_Insnovelc.614_615insGCATTTGCTCCACCTTTTGTTCTCTTTGTp.Asp205GlufsTer39p.D205Efs*39O75419protein_codingTCGA-A2-A0CQ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CDC45insertionIn_Frame_Insnovelc.739_740insGGCATCp.Asp247delinsGlyHisHisp.D247delinsGHHO75419protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC45insertionNonsense_Mutationnovelc.741_742insTGAGGAACACAGGGAGp.Met248Terp.M248*O75419protein_codingTCGA-AN-A03X-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CDC45deletionFrame_Shift_Delnovelc.897delCp.Cys299Terp.C299*O75419protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CDC45SNVMissense_Mutationnovelc.1132N>Cp.Glu378Glnp.E378QO75419protein_codingtolerated(0.07)probably_damaging(0.913)TCGA-C5-A2LZ-01Cervixcervical & endocervical cancerFemale>=65III/IVUnknownUnknownPD
CDC45SNVMissense_Mutationc.326N>Cp.Val109Alap.V109AO75419protein_codingdeleterious(0.02)benign(0.009)TCGA-EK-A2PI-01Cervixcervical & endocervical cancerFemale<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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