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: CRYBG3

Gene summary for CRYBG3

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRYBG3

Gene ID

131544

Gene namecrystallin beta-gamma domain containing 3
Gene AliasDKFZp667G2110
Cytomap3q11.2
Gene Typeprotein-coding
GO ID

GO:0001654

UniProtAcc

Q68DQ2


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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
131544CRYBG3LZE2THumanEsophagusESCC3.17e-045.04e-010.082
131544CRYBG3LZE4THumanEsophagusESCC2.32e-036.26e-020.0811
131544CRYBG3LZE5THumanEsophagusESCC1.34e-044.07e-010.0514
131544CRYBG3LZE8THumanEsophagusESCC3.04e-094.49e-010.067
131544CRYBG3LZE20THumanEsophagusESCC6.34e-031.61e-010.0662
131544CRYBG3LZE24THumanEsophagusESCC1.66e-142.78e-010.0596
131544CRYBG3P1T-EHumanEsophagusESCC4.95e-133.73e-010.0875
131544CRYBG3P2T-EHumanEsophagusESCC1.16e-081.36e-010.1177
131544CRYBG3P4T-EHumanEsophagusESCC3.47e-112.64e-010.1323
131544CRYBG3P5T-EHumanEsophagusESCC5.99e-101.85e-010.1327
131544CRYBG3P8T-EHumanEsophagusESCC7.43e-285.12e-010.0889
131544CRYBG3P9T-EHumanEsophagusESCC3.08e-154.84e-010.1131
131544CRYBG3P10T-EHumanEsophagusESCC1.11e-202.73e-010.116
131544CRYBG3P11T-EHumanEsophagusESCC1.47e-031.93e-010.1426
131544CRYBG3P12T-EHumanEsophagusESCC2.50e-061.71e-010.1122
131544CRYBG3P17T-EHumanEsophagusESCC8.68e-031.32e-010.1278
131544CRYBG3P20T-EHumanEsophagusESCC6.49e-173.59e-010.1124
131544CRYBG3P21T-EHumanEsophagusESCC1.80e-194.62e-010.1617
131544CRYBG3P22T-EHumanEsophagusESCC3.07e-132.37e-010.1236
131544CRYBG3P23T-EHumanEsophagusESCC3.90e-175.67e-010.108
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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
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
CRYBG3SNVMissense_Mutationnovelc.1711G>Ap.Asp571Asnp.D571NQ68DQ2protein_codingtolerated(0.11)benign(0.085)TCGA-5L-AAT1-01Breastbreast invasive carcinomaFemale<65III/IVHormone TherapyletrozolSD
CRYBG3SNVMissense_Mutationc.7111C>Ap.Gln2371Lysp.Q2371KQ68DQ2protein_codingtolerated(0.1)benign(0.291)TCGA-A8-A09G-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CRYBG3SNVMissense_Mutationrs746125280c.7034N>Ap.Arg2345Glnp.R2345QQ68DQ2protein_codingtolerated(1)benign(0.001)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CRYBG3SNVMissense_Mutationc.6529N>Ap.Asp2177Asnp.D2177NQ68DQ2protein_codingtolerated(0.05)possibly_damaging(0.664)TCGA-AR-A250-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
CRYBG3SNVMissense_Mutationc.6995N>Cp.Val2332Alap.V2332AQ68DQ2protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-B6-A0RE-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
CRYBG3SNVMissense_Mutationrs766412063c.8465N>Ap.Ser2822Asnp.S2822NQ68DQ2protein_codingdeleterious(0)probably_damaging(1)TCGA-BH-A0HF-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
CRYBG3SNVMissense_Mutationc.6079N>Ap.His2027Asnp.H2027NQ68DQ2protein_codingdeleterious(0.02)benign(0)TCGA-D8-A27G-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
CRYBG3SNVMissense_Mutationc.7598N>Gp.His2533Argp.H2533RQ68DQ2protein_codingtolerated(0.31)benign(0.345)TCGA-E2-A14W-01Breastbreast invasive carcinomaMale>=65I/IIChemotherapycytoxanSD
CRYBG3SNVMissense_Mutationrs753391188c.7687N>Tp.Arg2563Trpp.R2563WQ68DQ2protein_codingdeleterious(0)probably_damaging(0.975)TCGA-E2-A155-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CRYBG3SNVMissense_Mutationc.7360N>Cp.Glu2454Glnp.E2454QQ68DQ2protein_codingdeleterious(0.01)probably_damaging(0.974)TCGA-E2-A15M-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
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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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