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: CCDC28A

Gene summary for CCDC28A

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC28A

Gene ID

25901

Gene namecoiled-coil domain containing 28A
Gene AliasC6orf80
Cytomap6q24.1
Gene Typeprotein-coding
GO ID

GO:0003674

UniProtAcc

Q8IWP9


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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
25901CCDC28ALZE4THumanEsophagusESCC7.37e-192.79e-010.0811
25901CCDC28ALZE8THumanEsophagusESCC9.02e-081.66e-010.067
25901CCDC28ALZE22D1HumanEsophagusHGIN8.09e-037.17e-020.0595
25901CCDC28ALZE22THumanEsophagusESCC1.40e-031.98e-010.068
25901CCDC28ALZE24THumanEsophagusESCC3.26e-205.84e-010.0596
25901CCDC28ALZE6THumanEsophagusESCC3.50e-061.10e-010.0845
25901CCDC28AP1T-EHumanEsophagusESCC2.09e-053.85e-010.0875
25901CCDC28AP2T-EHumanEsophagusESCC2.49e-212.98e-010.1177
25901CCDC28AP4T-EHumanEsophagusESCC6.40e-182.82e-010.1323
25901CCDC28AP5T-EHumanEsophagusESCC1.53e-161.81e-010.1327
25901CCDC28AP8T-EHumanEsophagusESCC2.29e-213.81e-010.0889
25901CCDC28AP9T-EHumanEsophagusESCC1.84e-101.68e-010.1131
25901CCDC28AP10T-EHumanEsophagusESCC3.27e-213.23e-010.116
25901CCDC28AP11T-EHumanEsophagusESCC3.11e-042.39e-010.1426
25901CCDC28AP12T-EHumanEsophagusESCC2.05e-173.33e-010.1122
25901CCDC28AP15T-EHumanEsophagusESCC8.44e-195.44e-010.1149
25901CCDC28AP16T-EHumanEsophagusESCC8.85e-326.06e-010.1153
25901CCDC28AP17T-EHumanEsophagusESCC7.23e-038.02e-020.1278
25901CCDC28AP19T-EHumanEsophagusESCC4.72e-034.62e-010.1662
25901CCDC28AP20T-EHumanEsophagusESCC1.55e-132.15e-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
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
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
CCDC28ASNVMissense_Mutationnovelc.308N>Gp.Ser103Cysp.S103CQ8IWP9protein_codingdeleterious(0.01)probably_damaging(0.981)TCGA-GM-A2DA-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilPD
CCDC28AinsertionIn_Frame_Insnovelc.178_179insAAAATCATGGCAATAGTCTCATATCTATATTAGATGAAGTCATGCp.Val60delinsGluAsnHisGlyAsnSerLeuIleSerIleLeuAspGluValMetLeup.V60delinsENHGNSLISILDEVMLQ8IWP9protein_codingTCGA-AR-A0TP-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CCDC28AdeletionFrame_Shift_Delrs750567585c.309delNp.Phe104LeufsTer18p.F104Lfs*18Q8IWP9protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
CCDC28ASNVMissense_Mutationnovelc.205G>Ap.Gly69Serp.G69SQ8IWP9protein_codingtolerated_low_confidence(0.14)benign(0.018)TCGA-EA-A5ZE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CCDC28ASNVMissense_Mutationc.562N>Tp.Asp188Tyrp.D188YQ8IWP9protein_codingdeleterious(0)probably_damaging(1)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC28ASNVMissense_Mutationc.112N>Tp.Arg38Trpp.R38WQ8IWP9protein_codingtolerated_low_confidence(0.1)benign(0)TCGA-AZ-6599-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CCDC28ASNVMissense_Mutationc.642N>Tp.Glu214Aspp.E214DQ8IWP9protein_codingdeleterious(0)probably_damaging(0.998)TCGA-CA-6718-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownPD
CCDC28ASNVMissense_Mutationrs369021139c.413G>Ap.Arg138Glnp.R138QQ8IWP9protein_codingdeleterious(0)possibly_damaging(0.688)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC28ASNVMissense_Mutationnovelc.787N>Ap.Ala263Thrp.A263TQ8IWP9protein_codingdeleterious(0.04)probably_damaging(0.996)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CCDC28ASNVMissense_Mutationc.806C>Ap.Pro269Glnp.P269QQ8IWP9protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-AJ-A3EL-01Endometriumuterine corpus endometrioid carcinomaFemale<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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