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: YBX3

Gene summary for YBX3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

YBX3

Gene ID

8531

Gene nameY-box binding protein 3
Gene AliasCSDA
Cytomap12p13.2
Gene Typeprotein-coding
GO ID

GO:0000003

UniProtAcc

A0A024RAV4


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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
8531YBX3GSM4909282HumanBreastIDC6.87e-235.39e-01-0.0288
8531YBX3GSM4909285HumanBreastIDC6.01e-12-3.64e-010.21
8531YBX3GSM4909290HumanBreastIDC7.06e-03-3.15e-010.2096
8531YBX3GSM4909291HumanBreastIDC1.18e-14-6.16e-010.1753
8531YBX3GSM4909293HumanBreastIDC8.79e-08-3.60e-010.1581
8531YBX3GSM4909294HumanBreastIDC1.10e-20-5.66e-010.2022
8531YBX3GSM4909296HumanBreastIDC1.06e-46-7.75e-010.1524
8531YBX3GSM4909297HumanBreastIDC1.59e-32-6.36e-010.1517
8531YBX3GSM4909298HumanBreastIDC1.82e-11-4.38e-010.1551
8531YBX3GSM4909301HumanBreastIDC8.29e-48-8.07e-010.1577
8531YBX3GSM4909302HumanBreastIDC1.01e-12-4.73e-010.1545
8531YBX3GSM4909304HumanBreastIDC2.58e-05-3.32e-010.1636
8531YBX3GSM4909306HumanBreastIDC2.68e-16-4.57e-010.1564
8531YBX3GSM4909307HumanBreastIDC1.13e-29-6.49e-010.1569
8531YBX3GSM4909308HumanBreastIDC2.60e-42-8.04e-010.158
8531YBX3GSM4909309HumanBreastIDC4.73e-08-3.84e-010.0483
8531YBX3GSM4909311HumanBreastIDC7.97e-52-6.90e-010.1534
8531YBX3GSM4909312HumanBreastIDC2.66e-40-7.21e-010.1552
8531YBX3GSM4909313HumanBreastIDC1.49e-06-3.72e-010.0391
8531YBX3GSM4909315HumanBreastIDC1.32e-05-3.41e-010.21
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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
CervixThe 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.CC: Cervix cancer
HSIL_HPV: HPV-infected high-grade squamous intraepithelial lesions
N_HPV: HPV-infected normal cervix
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
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
LungThe 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.AAH: Atypical adenomatous hyperplasia
AIS: Adenocarcinoma in situ
IAC: Invasive lung adenocarcinoma
MIA: Minimally invasive adenocarcinoma
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:000697016ThyroidATCresponse to osmotic stress45/629384/187231.27e-049.03e-0445
GO:004666112ThyroidATCmale sex differentiation77/6293165/187233.27e-042.04e-0377
GO:007135627ThyroidATCcellular response to tumor necrosis factor102/6293229/187233.52e-042.18e-03102
GO:000751716ThyroidATCmuscle organ development139/6293327/187234.45e-042.64e-03139
GO:190236923ThyroidATCnegative regulation of RNA catabolic process39/629375/187237.65e-044.23e-0339
GO:000840613ThyroidATCgonad development96/6293221/187231.40e-037.25e-0396
GO:007147412ThyroidATCcellular hyperosmotic response11/629315/187231.94e-039.41e-0311
GO:004863815ThyroidATCregulation of developmental growth136/6293330/187232.17e-031.02e-02136
GO:00451374ThyroidATCdevelopment of primary sexual characteristics97/6293227/187232.47e-031.14e-0297
GO:007147015ThyroidATCcellular response to osmotic stress23/629341/187232.53e-031.16e-0223
GO:00352654ThyroidATCorgan growth77/6293178/187234.45e-031.85e-0277
GO:004592720ThyroidATCpositive regulation of growth106/6293259/187237.90e-033.06e-02106
GO:006053814ThyroidATCskeletal muscle organ development71/6293166/187238.39e-033.22e-0271
GO:00069721ThyroidATChyperosmotic response16/629328/187238.86e-033.36e-0216
GO:007026512ThyroidATCnecrotic cell death30/629362/187231.12e-024.00e-0230
GO:000751913ThyroidATCskeletal muscle tissue development66/6293155/187231.20e-024.27e-0266
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0453018BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0453019BreastPrecancerTight junction31/684169/84651.13e-051.26e-049.64e-0531
hsa0453024BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0453034BreastIDCTight junction38/867169/84652.07e-063.20e-052.39e-0538
hsa0453044BreastDCISTight junction37/846169/84653.07e-064.20e-053.09e-0537
hsa0453054BreastDCISTight junction37/846169/84653.07e-064.20e-053.09e-0537
hsa0453020CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa04530110CervixCCTight junction49/1267169/84651.87e-061.78e-051.05e-0549
hsa04530ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045301ColorectumADTight junction76/2092169/84655.49e-099.69e-086.18e-0876
hsa045304ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa045305ColorectumMSSTight junction66/1875169/84654.10e-076.25e-063.83e-0666
hsa045308ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa045309ColorectumFAPTight junction60/1404169/84651.40e-099.33e-085.67e-0860
hsa0453026EndometriumAEHTight junction54/1197169/84651.99e-093.80e-082.78e-0854
hsa04530112EndometriumAEHTight junction54/1197169/84651.99e-093.80e-082.78e-0854
hsa0453027EndometriumEECTight junction54/1237169/84656.56e-091.27e-079.46e-0854
hsa0453036EndometriumEECTight junction54/1237169/84656.56e-091.27e-079.46e-0854
hsa04530211EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
hsa04530310EsophagusESCCTight junction105/4205169/84656.73e-042.23e-031.14e-03105
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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
YBX3SNVMissense_Mutationnovelc.928N>Cp.Asp310Hisp.D310HP16989protein_codingdeleterious(0)probably_damaging(0.942)TCGA-A2-A3Y0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinCR
YBX3SNVMissense_Mutationc.686G>Ap.Arg229Hisp.R229HP16989protein_codingtolerated(0.07)benign(0.402)TCGA-EA-A3HU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
YBX3SNVMissense_Mutationrs140201332c.980N>Tp.Arg327Leup.R327LP16989protein_codingdeleterious(0.01)benign(0.387)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
YBX3SNVMissense_Mutationrs745797213c.863G>Ap.Arg288Hisp.R288HP16989protein_codingdeleterious(0.02)benign(0.01)TCGA-AA-3672-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
YBX3SNVMissense_Mutationrs749620675c.584N>Gp.Glu195Glyp.E195GP16989protein_codingtolerated(0.13)probably_damaging(0.979)TCGA-AA-A022-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
YBX3SNVMissense_Mutationc.947C>Gp.Ala316Glyp.A316GP16989protein_codingtolerated(0.12)benign(0.015)TCGA-EI-6883-01Colorectumrectum adenocarcinomaMale<65I/IIChemotherapy5fluorouracil+leucovorinSD
YBX3SNVMissense_Mutationnovelc.814N>Tp.Pro272Serp.P272SP16989protein_codingtolerated(0.21)benign(0.074)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
YBX3SNVMissense_Mutationnovelc.265A>Gp.Thr89Alap.T89AP16989protein_codingtolerated(0.05)benign(0.003)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
YBX3SNVMissense_Mutationnovelc.814C>Tp.Pro272Serp.P272SP16989protein_codingtolerated(0.21)benign(0.074)TCGA-A5-A0GG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
YBX3SNVMissense_Mutationrs201062345c.893G>Ap.Arg298Hisp.R298HP16989protein_codingtolerated(0.07)benign(0.014)TCGA-A5-A1OF-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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