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: CRYZ

Gene summary for CRYZ

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRYZ

Gene ID

1429

Gene namecrystallin zeta
Gene AliasCRYZ
Cytomap1p31.1
Gene Typeprotein-coding
GO ID

GO:0003008

UniProtAcc

Q08257


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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
1429CRYZLZE4THumanEsophagusESCC2.49e-028.83e-020.0811
1429CRYZLZE24THumanEsophagusESCC2.31e-085.76e-020.0596
1429CRYZP1T-EHumanEsophagusESCC8.73e-031.07e-010.0875
1429CRYZP2T-EHumanEsophagusESCC2.74e-234.51e-010.1177
1429CRYZP4T-EHumanEsophagusESCC6.49e-195.10e-010.1323
1429CRYZP5T-EHumanEsophagusESCC3.75e-035.05e-020.1327
1429CRYZP8T-EHumanEsophagusESCC4.11e-091.65e-010.0889
1429CRYZP9T-EHumanEsophagusESCC1.67e-038.73e-020.1131
1429CRYZP10T-EHumanEsophagusESCC1.23e-142.55e-010.116
1429CRYZP11T-EHumanEsophagusESCC7.54e-072.15e-010.1426
1429CRYZP12T-EHumanEsophagusESCC1.70e-232.86e-010.1122
1429CRYZP15T-EHumanEsophagusESCC3.91e-06-1.12e-020.1149
1429CRYZP16T-EHumanEsophagusESCC2.08e-202.16e-010.1153
1429CRYZP17T-EHumanEsophagusESCC7.79e-041.35e-010.1278
1429CRYZP19T-EHumanEsophagusESCC7.67e-065.87e-010.1662
1429CRYZP20T-EHumanEsophagusESCC4.99e-071.79e-010.1124
1429CRYZP21T-EHumanEsophagusESCC7.70e-357.97e-010.1617
1429CRYZP22T-EHumanEsophagusESCC7.20e-05-6.21e-030.1236
1429CRYZP23T-EHumanEsophagusESCC2.24e-081.76e-010.108
1429CRYZP24T-EHumanEsophagusESCC5.07e-101.51e-010.1287
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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
∗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:190166112EsophagusESCCquinone metabolic process34/855240/187233.00e-074.27e-0634
GO:000941020EsophagusESCCresponse to xenobiotic stimulus253/8552462/187234.55e-053.58e-04253
GO:00421805EsophagusESCCcellular ketone metabolic process120/8552211/187236.70e-043.55e-03120
GO:00512623EsophagusESCCprotein tetramerization54/855287/187231.50e-037.06e-0354
GO:00512592EsophagusESCCprotein complex oligomerization130/8552238/187233.29e-031.36e-02130
GO:000941012LiverCirrhoticresponse to xenobiotic stimulus165/4634462/187236.82e-082.09e-06165
GO:00714661LiverCirrhoticcellular response to xenobiotic stimulus66/4634177/187231.34e-041.31e-0366
GO:000680511LiverCirrhoticxenobiotic metabolic process43/4634111/187237.51e-045.54e-0343
GO:0042178LiverCirrhoticxenobiotic catabolic process17/463437/187234.02e-032.17e-0217
GO:000941022LiverHCCresponse to xenobiotic stimulus248/7958462/187236.47e-071.02e-05248
GO:0051262LiverHCCprotein tetramerization50/795887/187233.42e-031.55e-0250
GO:00714662LiverHCCcellular response to xenobiotic stimulus93/7958177/187234.35e-031.89e-0293
GO:0051289LiverHCCprotein homotetramerization33/795857/187231.37e-024.86e-0233
GO:19016613Oral cavityOSCCquinone metabolic process32/730540/187231.40e-072.34e-0632
GO:00421804Oral cavityOSCCcellular ketone metabolic process111/7305211/187233.94e-053.45e-04111
GO:000941018Oral cavityOSCCresponse to xenobiotic stimulus222/7305462/187234.00e-053.48e-04222
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:00512622Oral cavityOSCCprotein tetramerization48/730587/187231.60e-037.62e-0348
GO:190166111Oral cavityLPquinone metabolic process24/462340/187232.17e-064.85e-0524
GO:00512591Oral cavityLPprotein complex oligomerization85/4623238/187238.81e-051.11e-0385
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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
CRYZSNVMissense_Mutationnovelc.434N>Cp.Cys145Serp.C145SQ08257protein_codingtolerated(0.51)benign(0)TCGA-GM-A3XL-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyfluorouracilCR
CRYZSNVMissense_Mutationc.916G>Ap.Glu306Lysp.E306KQ08257protein_codingtolerated(0.1)benign(0.031)TCGA-C5-A3HE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
CRYZSNVMissense_Mutationnovelc.949N>Tp.His317Tyrp.H317YQ08257protein_codingtolerated(0.06)benign(0.015)TCGA-VS-A959-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
CRYZSNVMissense_Mutationc.388N>Ap.Gly130Serp.G130SQ08257protein_codingdeleterious(0.02)benign(0.303)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRYZSNVMissense_Mutationc.608N>Cp.Val203Alap.V203AQ08257protein_codingtolerated(0.73)benign(0)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
CRYZSNVMissense_Mutationnovelc.929A>Cp.Glu310Alap.E310AQ08257protein_codingtolerated(0.25)benign(0.007)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CRYZSNVMissense_Mutationc.522N>Tp.Leu174Phep.L174FQ08257protein_codingtolerated(0.07)benign(0.042)TCGA-AA-A00O-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
CRYZSNVMissense_Mutationc.718G>Ap.Gly240Argp.G240RQ08257protein_codingtolerated(0.21)benign(0.304)TCGA-AD-6901-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapyxelodaPD
CRYZSNVMissense_Mutationc.975N>Tp.Met325Ilep.M325IQ08257protein_codingtolerated(0.64)benign(0)TCGA-G4-6310-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapy5-fuSD
CRYZSNVMissense_Mutationc.764A>Gp.Asn255Serp.N255SQ08257protein_codingdeleterious(0.04)benign(0.029)TCGA-QL-A97D-01Colorectumcolon adenocarcinomaFemale>=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
1429CRYZENZYME, DRUGGABLE GENOME2'-HYDROXYCHALCONE2'-HYDROXYCHALCONE20639112
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