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: CDCA4

Gene summary for CDCA4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CDCA4

Gene ID

55038

Gene namecell division cycle associated 4
Gene AliasHEPP
Cytomap14q32.33
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A0A024R6P3


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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
55038CDCA4LZE2THumanEsophagusESCC2.88e-044.60e-010.082
55038CDCA4LZE4THumanEsophagusESCC3.54e-032.44e-010.0811
55038CDCA4LZE20THumanEsophagusESCC1.75e-062.77e-010.0662
55038CDCA4LZE24THumanEsophagusESCC7.65e-133.89e-010.0596
55038CDCA4LZE21THumanEsophagusESCC4.24e-024.73e-010.0655
55038CDCA4LZE6THumanEsophagusESCC7.36e-043.28e-010.0845
55038CDCA4P2T-EHumanEsophagusESCC5.35e-236.57e-010.1177
55038CDCA4P4T-EHumanEsophagusESCC1.17e-257.44e-010.1323
55038CDCA4P5T-EHumanEsophagusESCC3.19e-408.88e-010.1327
55038CDCA4P8T-EHumanEsophagusESCC4.70e-103.37e-010.0889
55038CDCA4P9T-EHumanEsophagusESCC2.50e-072.47e-010.1131
55038CDCA4P10T-EHumanEsophagusESCC9.00e-388.87e-010.116
55038CDCA4P11T-EHumanEsophagusESCC1.10e-095.07e-010.1426
55038CDCA4P12T-EHumanEsophagusESCC9.98e-336.85e-010.1122
55038CDCA4P15T-EHumanEsophagusESCC4.13e-237.50e-010.1149
55038CDCA4P16T-EHumanEsophagusESCC1.75e-173.80e-010.1153
55038CDCA4P17T-EHumanEsophagusESCC4.17e-065.42e-010.1278
55038CDCA4P19T-EHumanEsophagusESCC7.42e-055.43e-010.1662
55038CDCA4P20T-EHumanEsophagusESCC2.46e-195.21e-010.1124
55038CDCA4P21T-EHumanEsophagusESCC4.00e-226.01e-010.1617
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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
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:000635414EsophagusESCCDNA-templated transcription, elongation76/855291/187238.35e-144.11e-1276
GO:000636814EsophagusESCCtranscription elongation from RNA polymerase II promoter56/855269/187231.40e-093.30e-0856
GO:00400295EsophagusESCCregulation of gene expression, epigenetic74/8552105/187232.24e-073.42e-0674
GO:00480962EsophagusESCCchromatin-mediated maintenance of transcription11/855211/187231.80e-041.16e-0311
GO:0045815EsophagusESCCpositive regulation of gene expression, epigenetic13/855217/187231.00e-023.42e-0213
GO:00063547Oral cavityOSCCDNA-templated transcription, elongation63/730591/187234.86e-091.07e-0763
GO:00063686Oral cavityOSCCtranscription elongation from RNA polymerase II promoter48/730569/187232.60e-074.05e-0648
GO:00400294Oral cavityOSCCregulation of gene expression, epigenetic59/7305105/187232.62e-041.68e-0359
GO:000635413Oral cavityLPDNA-templated transcription, elongation39/462391/187231.08e-041.31e-0339
GO:000636813Oral cavityLPtranscription elongation from RNA polymerase II promoter31/462369/187231.92e-042.11e-0331
GO:004002911Oral cavityLPregulation of gene expression, epigenetic39/4623105/187233.00e-032.05e-0239
GO:00480961Oral cavityLPchromatin-mediated maintenance of transcription7/462311/187237.01e-033.96e-027
GO:000635415SkincSCCDNA-templated transcription, elongation48/486491/187234.58e-081.19e-0648
GO:000636815SkincSCCtranscription elongation from RNA polymerase II promoter39/486469/187237.15e-081.78e-0639
GO:004002912SkincSCCregulation of gene expression, epigenetic39/4864105/187237.56e-033.53e-0239
GO:00480963SkincSCCchromatin-mediated maintenance of transcription7/486411/187239.45e-034.25e-027
GO:000635416ThyroidPTCDNA-templated transcription, elongation62/596891/187231.30e-125.91e-1162
GO:000636816ThyroidPTCtranscription elongation from RNA polymerase II promoter48/596869/187231.43e-104.81e-0948
GO:00400297ThyroidPTCregulation of gene expression, epigenetic57/5968105/187231.60e-062.25e-0557
GO:004809611ThyroidPTCchromatin-mediated maintenance of transcription9/596811/187239.49e-045.70e-039
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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
CDCA4SNVMissense_Mutationnovelc.715G>Ap.Val239Metp.V239MQ9BXL8protein_codingdeleterious(0)probably_damaging(0.998)TCGA-AC-A4ZE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CDCA4SNVMissense_Mutationc.176N>Tp.Ser59Leup.S59LQ9BXL8protein_codingdeleterious(0)benign(0.167)TCGA-BH-A0HP-01Breastbreast invasive carcinomaFemale>=65III/IVChemotherapydoxorubicinSD
CDCA4SNVMissense_Mutationc.401N>Tp.Ser134Leup.S134LQ9BXL8protein_codingtolerated(0.18)benign(0.084)TCGA-EK-A2PG-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CDCA4SNVMissense_Mutationc.547G>Cp.Asp183Hisp.D183HQ9BXL8protein_codingdeleterious(0)possibly_damaging(0.888)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CDCA4SNVMissense_Mutationc.219G>Ap.Met73Ilep.M73IQ9BXL8protein_codingdeleterious(0)probably_damaging(0.995)TCGA-IR-A3LK-01Cervixcervical & endocervical cancerFemale>=65I/IIChemotherapycisplatinPD
CDCA4SNVMissense_Mutationnovelc.530N>Cp.Met177Thrp.M177TQ9BXL8protein_codingdeleterious(0.05)benign(0.021)TCGA-A6-2672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CDCA4SNVMissense_Mutationc.605N>Tp.Ala202Valp.A202VQ9BXL8protein_codingtolerated(0.12)benign(0.122)TCGA-A6-6781-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyoxaliplatinSD
CDCA4SNVMissense_Mutationrs768754038c.67N>Ap.Gly23Serp.G23SQ9BXL8protein_codingtolerated(0.11)benign(0.206)TCGA-CM-6162-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyoxaliplatinSD
CDCA4SNVMissense_Mutationrs372232233c.266N>Ap.Arg89Glnp.R89QQ9BXL8protein_codingtolerated(0.91)benign(0)TCGA-D5-6930-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CDCA4insertionFrame_Shift_Insnovelc.674_675insAp.Ser226ValfsTer31p.S226Vfs*31Q9BXL8protein_codingTCGA-CK-5916-01Colorectumcolon 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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