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: CRYL1

Gene summary for CRYL1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRYL1

Gene ID

51084

Gene namecrystallin lambda 1
Gene AliasGDH
Cytomap13q12.11
Gene Typeprotein-coding
GO ID

GO:0006082

UniProtAcc

Q9Y2S2


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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
51084CRYL1HTA11_3410_2000001011HumanColorectumAD3.82e-04-1.79e-010.0155
51084CRYL1HTA11_2487_2000001011HumanColorectumSER6.71e-055.45e-01-0.1808
51084CRYL1HTA11_347_2000001011HumanColorectumAD1.49e-135.25e-01-0.1954
51084CRYL1HTA11_83_2000001011HumanColorectumSER2.43e-024.91e-01-0.1526
51084CRYL1HTA11_99999970781_79442HumanColorectumMSS2.33e-02-2.20e-010.294
51084CRYL1HTA11_99999965104_69814HumanColorectumMSS1.78e-023.74e-010.281
51084CRYL1A002-C-010HumanColorectumFAP1.63e-02-2.49e-010.242
51084CRYL1A015-C-203HumanColorectumFAP2.06e-20-3.81e-01-0.1294
51084CRYL1A002-C-201HumanColorectumFAP8.61e-06-3.00e-010.0324
51084CRYL1A002-C-203HumanColorectumFAP6.19e-06-2.77e-010.2786
51084CRYL1A001-C-119HumanColorectumFAP7.87e-06-3.69e-01-0.1557
51084CRYL1A001-C-108HumanColorectumFAP5.68e-13-3.23e-01-0.0272
51084CRYL1A002-C-205HumanColorectumFAP3.80e-10-3.69e-01-0.1236
51084CRYL1A001-C-104HumanColorectumFAP1.16e-08-3.38e-010.0184
51084CRYL1A015-C-005HumanColorectumFAP8.57e-09-4.35e-01-0.0336
51084CRYL1A015-C-006HumanColorectumFAP4.66e-08-3.96e-01-0.0994
51084CRYL1A015-C-106HumanColorectumFAP9.86e-11-3.09e-01-0.0511
51084CRYL1A002-C-114HumanColorectumFAP2.85e-10-4.17e-01-0.1561
51084CRYL1A015-C-104HumanColorectumFAP1.86e-20-4.12e-01-0.1899
51084CRYL1A001-C-014HumanColorectumFAP5.09e-10-3.37e-010.0135
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
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:0006631ColorectumADfatty acid metabolic process114/3918390/187235.58e-059.44e-04114
GO:00066311ColorectumSERfatty acid metabolic process79/2897390/187236.34e-034.56e-0279
GO:00066312ColorectumMSSfatty acid metabolic process95/3467390/187232.20e-031.84e-0295
GO:00066313ColorectumFAPfatty acid metabolic process81/2622390/187231.43e-042.24e-0381
GO:00066314ColorectumCRCfatty acid metabolic process65/2078390/187235.30e-047.42e-0365
GO:00066318EsophagusESCCfatty acid metabolic process217/8552390/187234.21e-053.39e-04217
GO:00066316LiverNAFLDfatty acid metabolic process92/1882390/187233.38e-153.29e-1292
GO:000663112LiverCirrhoticfatty acid metabolic process165/4634390/187231.29e-141.26e-12165
GO:000663122LiverHCCfatty acid metabolic process238/7958390/187238.24e-144.84e-12238
GO:00066317Oral cavityOSCCfatty acid metabolic process186/7305390/187232.65e-041.69e-03186
GO:00066315StomachGCfatty acid metabolic process55/1159390/187238.63e-098.38e-0755
GO:000663111StomachCAG with IMfatty acid metabolic process46/1050390/187231.53e-067.14e-0546
GO:000663121StomachCSGfatty acid metabolic process43/1034390/187231.25e-054.20e-0443
GO:000663141StomachSIMfatty acid metabolic process38/708390/187231.01e-078.64e-0638
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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
CRYL1SNVMissense_Mutationnovelc.703N>Cp.Ile235Leup.I235LQ9Y2S2protein_codingtolerated_low_confidence(0.19)benign(0.021)TCGA-A2-A0D0-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanSD
CRYL1SNVMissense_Mutationc.694N>Cp.Tyr232Hisp.Y232HQ9Y2S2protein_codingdeleterious_low_confidence(0)probably_damaging(0.999)TCGA-D8-A1XK-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicine+cyclophosphamideSD
CRYL1SNVMissense_Mutationnovelc.710N>Ap.Pro237Hisp.P237HQ9Y2S2protein_codingdeleterious_low_confidence(0)probably_damaging(0.998)TCGA-E2-A9RU-01Breastbreast invasive carcinomaFemale>=65III/IVHormone TherapyarimidexSD
CRYL1deletionFrame_Shift_Delnovelc.342delNp.Asp114GlufsTer4p.D114Efs*4Q9Y2S2protein_codingTCGA-E2-A574-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
CRYL1SNVMissense_Mutationnovelc.256N>Ap.Glu86Lysp.E86KQ9Y2S2protein_codingdeleterious_low_confidence(0)benign(0.03)TCGA-C5-A7XC-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRYL1SNVMissense_Mutationc.565N>Ap.Glu189Lysp.E189KQ9Y2S2protein_codingdeleterious_low_confidence(0)probably_damaging(0.971)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRYL1SNVMissense_Mutationnovelc.647N>Tp.Ser216Phep.S216FQ9Y2S2protein_codingdeleterious_low_confidence(0)probably_damaging(0.981)TCGA-A6-3808-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CRYL1SNVMissense_Mutationrs767757127c.589N>Tp.Arg197Cysp.R197CQ9Y2S2protein_codingdeleterious_low_confidence(0)probably_damaging(1)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
CRYL1SNVMissense_Mutationrs760113420c.928N>Ap.Ala310Thrp.A310TQ9Y2S2protein_codingdeleterious_low_confidence(0)possibly_damaging(0.531)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CRYL1SNVMissense_Mutationc.497C>Tp.Pro166Leup.P166LQ9Y2S2protein_codingdeleterious_low_confidence(0)benign(0.079)TCGA-AA-A02F-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicPR
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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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