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: CBX3

Gene summary for CBX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CBX3

Gene ID

11335

Gene namechromobox 3
Gene AliasHECH
Cytomap7p15.2
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

A4D177


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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
11335CBX3GSM4909282HumanBreastIDC8.84e-144.14e-01-0.0288
11335CBX3GSM4909286HumanBreastIDC9.60e-16-3.85e-010.1081
11335CBX3GSM4909287HumanBreastIDC1.91e-021.00e-010.2057
11335CBX3GSM4909293HumanBreastIDC8.91e-094.02e-010.1581
11335CBX3GSM4909294HumanBreastIDC3.07e-04-2.29e-010.2022
11335CBX3GSM4909296HumanBreastIDC4.63e-13-2.86e-030.1524
11335CBX3GSM4909297HumanBreastIDC8.29e-18-1.56e-010.1517
11335CBX3GSM4909298HumanBreastIDC1.59e-043.15e-010.1551
11335CBX3GSM4909304HumanBreastIDC1.39e-165.38e-010.1636
11335CBX3GSM4909308HumanBreastIDC5.53e-032.84e-010.158
11335CBX3GSM4909311HumanBreastIDC2.09e-474.04e-020.1534
11335CBX3GSM4909312HumanBreastIDC1.22e-13-2.80e-020.1552
11335CBX3GSM4909313HumanBreastIDC1.18e-06-1.21e-010.0391
11335CBX3GSM4909315HumanBreastIDC1.40e-073.08e-010.21
11335CBX3GSM4909316HumanBreastIDC2.48e-132.91e-010.21
11335CBX3GSM4909319HumanBreastIDC4.54e-49-2.30e-010.1563
11335CBX3GSM4909320HumanBreastIDC7.42e-129.30e-020.1575
11335CBX3GSM4909321HumanBreastIDC7.05e-18-3.21e-010.1559
11335CBX3brca3HumanBreastPrecancer7.28e-046.87e-02-0.0263
11335CBX3brca10HumanBreastPrecancer9.93e-03-3.25e-01-0.0029
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
BreastThe 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.IDC: Invasive ductal carcinoma
DCIS: Ductal carcinoma in situ
Precancer(BRCA1-mut): Precancerous lesion from BRCA1 mutation carriers
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
EndometriumThe 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.AEH: Atypical endometrial hyperplasia
EEC: Endometrioid 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
GCThe 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.CAG: Chronic atrophic gastritis
CAG with IM: Chronic atrophic gastritis with intestinal metaplasia
CSG: Chronic superficial gastritis
GC: Gastric cancer
SIM: Severe intestinal metaplasia
WIM: Wild intestinal metaplasia
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
ProstateThe 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.BPH: Benign Prostatic Hyperplasia
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:00485117BreastIDCrhythmic process38/1434298/187231.34e-031.39e-0238
GO:004851113BreastDCISrhythmic process37/1390298/187231.44e-031.47e-0237
GO:0048511ColorectumADrhythmic process94/3918298/187231.00e-052.34e-0494
GO:0006325ColorectumADchromatin organization119/3918409/187234.85e-058.33e-04119
GO:0006338ColorectumADchromatin remodeling70/3918255/187237.44e-034.53e-0270
GO:00485112ColorectumMSSrhythmic process89/3467298/187231.17e-063.96e-0589
GO:00063252ColorectumMSSchromatin organization107/3467409/187237.22e-051.21e-03107
GO:00485113ColorectumFAPrhythmic process72/2622298/187231.67e-066.99e-0572
GO:00063253ColorectumFAPchromatin organization84/2622409/187231.62e-042.47e-0384
GO:00485114ColorectumCRCrhythmic process64/2078298/187231.43e-071.62e-0564
GO:00063254ColorectumCRCchromatin organization74/2078409/187231.48e-054.61e-0474
GO:00485119EndometriumAEHrhythmic process67/2100298/187231.69e-081.04e-0667
GO:00063258EndometriumAEHchromatin organization64/2100409/187233.69e-032.52e-0264
GO:004851114EndometriumEECrhythmic process67/2168298/187235.86e-083.11e-0667
GO:000632513EndometriumEECchromatin organization65/2168409/187234.98e-033.14e-0265
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:004851118EsophagusESCCrhythmic process164/8552298/187236.80e-043.57e-03164
GO:004851111LiverCirrhoticrhythmic process103/4634298/187238.47e-059.19e-04103
GO:004851121LiverHCCrhythmic process156/7958298/187233.54e-042.46e-03156
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0513118BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0513119BreastPrecancerShigellosis44/684247/84653.91e-076.86e-065.26e-0644
hsa0513124BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513134BreastIDCShigellosis47/867247/84651.78e-052.00e-041.49e-0447
hsa0513144BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa0513154BreastDCISShigellosis46/846247/84652.06e-052.38e-041.75e-0446
hsa05131ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051311ColorectumADShigellosis109/2092247/84651.09e-112.44e-101.55e-10109
hsa051314ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa051315ColorectumMSSShigellosis94/1875247/84656.82e-091.34e-078.23e-0894
hsa051316ColorectumMSI-HShigellosis40/797247/84654.28e-045.34e-034.47e-0340
hsa051317ColorectumMSI-HShigellosis40/797247/84654.28e-045.34e-034.47e-0340
hsa051318ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa051319ColorectumFAPShigellosis76/1404247/84651.57e-085.84e-073.55e-0776
hsa0513110ColorectumCRCShigellosis59/1091247/84651.19e-065.41e-053.66e-0559
hsa0513111ColorectumCRCShigellosis59/1091247/84651.19e-065.41e-053.66e-0559
hsa0513126EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa05131111EndometriumAEHShigellosis78/1197247/84659.23e-132.00e-111.46e-1178
hsa0513127EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
hsa0513136EndometriumEECShigellosis79/1237247/84651.80e-123.95e-112.95e-1179
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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
CBX3SNVMissense_Mutationc.420N>Ap.Met140Ilep.M140IQ13185protein_codingtolerated(0.35)benign(0.015)TCGA-E2-A10C-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CBX3SNVMissense_Mutationc.185A>Cp.Glu62Alap.E62AQ13185protein_codingdeleterious(0)probably_damaging(0.96)TCGA-FU-A3HZ-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CBX3SNVMissense_Mutationc.458C>Tp.Ala153Valp.A153VQ13185protein_codingdeleterious(0)possibly_damaging(0.606)TCGA-AA-3977-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CBX3SNVMissense_Mutationc.153G>Cp.Trp51Cysp.W51CQ13185protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AG-A00C-01Colorectumrectum adenocarcinomaFemale<65III/IVChemotherapy5-fluorouracilCR
CBX3deletionFrame_Shift_Delc.36delNp.Lys14AsnfsTer23p.K14Nfs*23Q13185protein_codingTCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBX3deletionFrame_Shift_Delc.26delNp.Met11TrpfsTer26p.M11Wfs*26Q13185protein_codingTCGA-A6-6780-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CBX3deletionFrame_Shift_Delc.31delAp.Met11TrpfsTer26p.M11Wfs*26Q13185protein_codingTCGA-AD-6889-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CBX3deletionFrame_Shift_Delc.26delNp.Met11TrpfsTer26p.M11Wfs*26Q13185protein_codingTCGA-G4-6586-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CBX3SNVMissense_Mutationnovelc.477G>Tp.Lys159Asnp.K159NQ13185protein_codingdeleterious(0.02)probably_damaging(0.959)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CBX3SNVMissense_Mutationnovelc.4G>Ap.Ala2Thrp.A2TQ13185protein_codingdeleterious_low_confidence(0.01)possibly_damaging(0.483)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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