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: CCDC28B

Gene summary for CCDC28B

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CCDC28B

Gene ID

79140

Gene namecoiled-coil domain containing 28B
Gene AliasCCDC28B
Cytomap1p35.2
Gene Typeprotein-coding
GO ID

GO:0006996

UniProtAcc

Q9BUN5


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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
79140CCDC28BP2T-EHumanEsophagusESCC9.75e-244.99e-010.1177
79140CCDC28BP4T-EHumanEsophagusESCC6.08e-183.95e-010.1323
79140CCDC28BP5T-EHumanEsophagusESCC2.15e-061.32e-010.1327
79140CCDC28BP9T-EHumanEsophagusESCC1.88e-048.65e-020.1131
79140CCDC28BP10T-EHumanEsophagusESCC9.35e-102.02e-010.116
79140CCDC28BP16T-EHumanEsophagusESCC1.23e-203.52e-010.1153
79140CCDC28BP17T-EHumanEsophagusESCC1.77e-051.92e-010.1278
79140CCDC28BP19T-EHumanEsophagusESCC1.12e-043.31e-010.1662
79140CCDC28BP21T-EHumanEsophagusESCC1.13e-163.26e-010.1617
79140CCDC28BP23T-EHumanEsophagusESCC1.91e-061.92e-010.108
79140CCDC28BP24T-EHumanEsophagusESCC7.65e-061.61e-010.1287
79140CCDC28BP26T-EHumanEsophagusESCC1.24e-082.38e-010.1276
79140CCDC28BP27T-EHumanEsophagusESCC7.31e-142.70e-010.1055
79140CCDC28BP31T-EHumanEsophagusESCC6.93e-091.69e-010.1251
79140CCDC28BP32T-EHumanEsophagusESCC6.59e-082.04e-010.1666
79140CCDC28BP36T-EHumanEsophagusESCC8.66e-031.44e-010.1187
79140CCDC28BP37T-EHumanEsophagusESCC5.17e-082.47e-010.1371
79140CCDC28BP40T-EHumanEsophagusESCC7.38e-051.98e-010.109
79140CCDC28BP42T-EHumanEsophagusESCC6.65e-062.04e-010.1175
79140CCDC28BP48T-EHumanEsophagusESCC3.75e-037.02e-020.0959
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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
CCDC28BSNVMissense_Mutationc.211N>Tp.Gly71Cysp.G71CQ9BUN5protein_codingtolerated(0.05)probably_damaging(0.964)TCGA-BH-A0AW-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycarboplatinSD
CCDC28BinsertionIn_Frame_Insnovelc.427_428insGGCTCATGCCTGCAACCCCAGCACTTTGGGAGGCCAp.Glu143delinsGlyLeuMetProAlaThrProAlaLeuTrpGluAlaLysp.E143delinsGLMPATPALWEAKQ9BUN5protein_codingTCGA-AN-A0FX-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CCDC28BSNVMissense_Mutationrs766218771c.250N>Ap.Glu84Lysp.E84KQ9BUN5protein_codingdeleterious(0.02)benign(0.431)TCGA-JX-A3Q0-01Cervixcervical & endocervical cancerFemale<65III/IVUnknownUnknownSD
CCDC28BSNVMissense_Mutationc.301N>Tp.Asp101Tyrp.D101YQ9BUN5protein_codingdeleterious(0)probably_damaging(0.987)TCGA-LP-A5U3-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CCDC28BSNVMissense_Mutationc.469N>Tp.Pro157Serp.P157SQ9BUN5protein_codingtolerated(0.16)benign(0.031)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
CCDC28BSNVMissense_Mutationrs145792550c.211G>Ap.Gly71Serp.G71SQ9BUN5protein_codingtolerated(0.19)benign(0.074)TCGA-AA-3994-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapycapecitabineCR
CCDC28BSNVMissense_Mutationc.358N>Ap.Glu120Lysp.E120KQ9BUN5protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-CA-5796-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyoxaliplatinCR
CCDC28BSNVMissense_Mutationc.209N>Ap.Ser70Asnp.S70NQ9BUN5protein_codingtolerated(0.15)benign(0.04)TCGA-QG-A5Z2-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC28BSNVMissense_Mutationnovelc.569G>Ap.Arg190Hisp.R190HQ9BUN5protein_codingtolerated_low_confidence(0.21)benign(0.043)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
CCDC28BSNVMissense_Mutationrs754536130c.103N>Ap.Gly35Serp.G35SQ9BUN5protein_codingtolerated_low_confidence(0.17)benign(0.281)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<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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