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: CRYAB

Gene summary for CRYAB

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRYAB

Gene ID

1410

Gene namecrystallin alpha B
Gene AliasCMD1II
Cytomap11q23.1
Gene Typeprotein-coding
GO ID

GO:0000165

UniProtAcc

P02511


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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
1410CRYABGSM4909277HumanBreastPrecancer3.28e-081.17e+000.0177
1410CRYABGSM4909281HumanBreastIDC8.79e-104.72e-010.21
1410CRYABGSM4909285HumanBreastIDC4.93e-266.48e-010.21
1410CRYABGSM4909286HumanBreastIDC1.72e-09-6.37e-020.1081
1410CRYABGSM4909290HumanBreastIDC1.98e-23-9.20e-010.2096
1410CRYABGSM4909291HumanBreastIDC1.20e-14-8.52e-010.1753
1410CRYABGSM4909292HumanBreastIDC1.61e-05-9.72e-010.1236
1410CRYABGSM4909293HumanBreastIDC2.21e-23-8.01e-010.1581
1410CRYABGSM4909294HumanBreastIDC3.02e-31-8.58e-010.2022
1410CRYABGSM4909296HumanBreastIDC9.33e-29-8.60e-010.1524
1410CRYABGSM4909297HumanBreastIDC2.25e-37-8.90e-010.1517
1410CRYABGSM4909298HumanBreastIDC1.64e-22-7.83e-010.1551
1410CRYABGSM4909299HumanBreastIDC6.73e-114.71e-010.035
1410CRYABGSM4909300HumanBreastIDC4.14e-022.96e-010.0334
1410CRYABGSM4909301HumanBreastIDC1.72e-47-9.64e-010.1577
1410CRYABGSM4909302HumanBreastIDC7.22e-23-8.09e-010.1545
1410CRYABGSM4909304HumanBreastIDC2.09e-35-9.28e-010.1636
1410CRYABGSM4909306HumanBreastIDC9.39e-16-6.53e-010.1564
1410CRYABGSM4909307HumanBreastIDC7.18e-09-3.94e-010.1569
1410CRYABGSM4909308HumanBreastIDC3.75e-38-9.72e-010.158
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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
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
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:005134628ThyroidHTnegative regulation of hydrolase activity54/1272379/187231.80e-079.53e-0654
GO:007259320ThyroidHTreactive oxygen species metabolic process39/1272239/187232.90e-071.38e-0539
GO:007048227ThyroidHTresponse to oxygen levels50/1272347/187233.61e-071.65e-0550
GO:001095126ThyroidHTnegative regulation of endopeptidase activity40/1272252/187234.32e-071.92e-0540
GO:001046627ThyroidHTnegative regulation of peptidase activity41/1272262/187234.59e-072.02e-0541
GO:003629327ThyroidHTresponse to decreased oxygen levels46/1272322/187231.34e-065.14e-0546
GO:000166627ThyroidHTresponse to hypoxia44/1272307/187232.07e-067.53e-0544
GO:200011629ThyroidHTregulation of cysteine-type endopeptidase activity36/1272235/187233.74e-061.23e-0436
GO:000756828ThyroidHTaging46/1272339/187235.52e-061.68e-0446
GO:00075178ThyroidHTmuscle organ development44/1272327/187231.09e-052.91e-0444
GO:004328129ThyroidHTregulation of cysteine-type endopeptidase activity involved in apoptotic process32/1272209/187231.29e-053.31e-0432
GO:001604926ThyroidHTcell growth58/1272482/187231.56e-053.82e-0458
GO:003109820ThyroidHTstress-activated protein kinase signaling cascade35/1272247/187232.84e-056.14e-0435
GO:005140320ThyroidHTstress-activated MAPK cascade34/1272239/187233.39e-057.11e-0434
GO:200011725ThyroidHTnegative regulation of cysteine-type endopeptidase activity17/127286/187235.68e-051.09e-0317
GO:004315424ThyroidHTnegative regulation of cysteine-type endopeptidase activity involved in apoptotic process16/127278/187235.83e-051.11e-0316
GO:190290330ThyroidHTregulation of supramolecular fiber organization47/1272383/187236.02e-051.13e-0347
GO:003133327ThyroidHTnegative regulation of protein-containing complex assembly23/1272141/187237.64e-051.37e-0323
GO:007147926ThyroidHTcellular response to ionizing radiation15/127272/187238.17e-051.41e-0315
GO:004325430ThyroidHTregulation of protein-containing complex assembly50/1272428/187231.24e-042.00e-0350
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0414118BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414119BreastPrecancerProtein processing in endoplasmic reticulum33/684174/84652.78e-063.83e-052.94e-0533
hsa0414124BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414134BreastIDCProtein processing in endoplasmic reticulum36/867174/84652.73e-052.86e-042.14e-0436
hsa0414143BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414153BreastDCISProtein processing in endoplasmic reticulum36/846174/84651.60e-051.91e-041.41e-0436
hsa0414120CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa04141110CervixCCProtein processing in endoplasmic reticulum55/1267174/84651.74e-082.68e-071.58e-0755
hsa0414125CervixHSIL_HPVProtein processing in endoplasmic reticulum21/459174/84654.54e-043.80e-033.07e-0321
hsa0414135CervixHSIL_HPVProtein processing in endoplasmic reticulum21/459174/84654.54e-043.80e-033.07e-0321
hsa04141211EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa04141310EsophagusESCCProtein processing in endoplasmic reticulum147/4205174/84653.29e-221.10e-195.64e-20147
hsa0414122LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa042138LiverHCCLongevity regulating pathway - multiple species41/402062/84652.30e-037.86e-034.37e-0341
hsa0414132LiverHCCProtein processing in endoplasmic reticulum146/4020174/84657.34e-242.46e-211.37e-21146
hsa0421311LiverHCCLongevity regulating pathway - multiple species41/402062/84652.30e-037.86e-034.37e-0341
hsa0414130Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0421310Oral cavityOSCCLongevity regulating pathway - multiple species38/370462/84653.97e-039.86e-035.02e-0338
hsa04141113Oral cavityOSCCProtein processing in endoplasmic reticulum143/3704174/84656.82e-262.28e-231.16e-23143
hsa0421313Oral cavityOSCCLongevity regulating pathway - multiple species38/370462/84653.97e-039.86e-035.02e-0338
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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
CRYABSNVMissense_Mutationnovelc.55T>Cp.Ser19Prop.S19PP02511protein_codingtolerated(0.21)possibly_damaging(0.536)TCGA-BH-A0HU-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydocetaxelSD
CRYABSNVMissense_Mutationnovelc.500N>Tp.Pro167Leup.P167LP02511protein_codingdeleterious(0)possibly_damaging(0.873)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CRYABSNVMissense_Mutationrs141638421c.470N>Ap.Arg157Hisp.R157HP02511protein_codingdeleterious(0.02)probably_damaging(0.986)TCGA-AY-A54L-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownPD
CRYABSNVMissense_Mutationrs370803064c.511N>Ap.Ala171Thrp.A171TP02511protein_codingtolerated(0.12)benign(0.014)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
CRYABdeletionFrame_Shift_Delrs281865141c.60delCp.Ser21AlafsTer24p.S21Afs*24P02511protein_codingTCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
CRYABSNVMissense_Mutationrs370803064c.511G>Ap.Ala171Thrp.A171TP02511protein_codingtolerated(0.12)benign(0.014)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRYABSNVMissense_Mutationrs387907338c.166C>Tp.Arg56Trpp.R56WP02511protein_codingdeleterious(0)probably_damaging(1)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
CRYABSNVMissense_Mutationrs370803064c.511N>Ap.Ala171Thrp.A171TP02511protein_codingtolerated(0.12)benign(0.014)TCGA-AJ-A3EK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIChemotherapycarboplatinCR
CRYABSNVMissense_Mutationnovelc.148C>Tp.Arg50Trpp.R50WP02511protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AJ-A5DW-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
CRYABSNVMissense_Mutationnovelc.449N>Cp.Lys150Thrp.K150TP02511protein_codingtolerated(0.5)possibly_damaging(0.622)TCGA-AP-A059-01Endometriumuterine 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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