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: CRYM

Gene summary for CRYM

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

CRYM

Gene ID

1428

Gene namecrystallin mu
Gene AliasDFNA40
Cytomap16p12.2
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q14894


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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
1428CRYMHCC1_MengHumanLiverHCC1.89e-255.11e-020.0246
1428CRYMHCC1HumanLiverHCC4.30e-022.21e+000.5336
1428CRYMS014HumanLiverHCC1.19e-073.77e-010.2254
1428CRYMS015HumanLiverHCC1.13e-105.06e-010.2375
1428CRYMS016HumanLiverHCC1.11e-093.77e-010.2243
1428CRYMS028HumanLiverHCC1.83e-062.45e-010.2503
1428CRYMS029HumanLiverHCC1.71e-041.99e-010.2581
1428CRYMGSM5252131_BPH340PrSF_ViaHumanProstateBPH4.98e-105.03e-01-0.2126
1428CRYMGSM5252135_BPH511PrPUr_Fcol_3GEXHumanProstateBPH1.99e-073.27e-01-0.1833
1428CRYMGSM5252137_BPH556PrGA2_FcolHumanProstateBPH7.98e-131.00e+00-0.23
1428CRYMDong_P3HumanProstateTumor9.42e-112.10e-010.0278
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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
∗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:004428221LiverHCCsmall molecule catabolic process225/7958376/187236.50e-122.80e-10225
GO:001605421LiverHCCorganic acid catabolic process152/7958240/187235.11e-111.92e-09152
GO:00463952LiverHCCcarboxylic acid catabolic process149/7958236/187231.11e-103.87e-09149
GO:19016052LiverHCCalpha-amino acid metabolic process124/7958195/187232.07e-095.79e-08124
GO:000657521LiverHCCcellular modified amino acid metabolic process119/7958188/187236.47e-091.67e-07119
GO:00065202LiverHCCcellular amino acid metabolic process167/7958284/187231.91e-084.56e-07167
GO:00090632LiverHCCcellular amino acid catabolic process70/7958110/187236.12e-067.52e-0570
GO:00090662LiverHCCaspartate family amino acid metabolic process34/795849/187231.28e-041.06e-0334
GO:19016062LiverHCCalpha-amino acid catabolic process53/795887/187234.01e-042.71e-0353
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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
CRYMSNVMissense_Mutationc.319N>Ap.Leu107Metp.L107MQ14894protein_codingtolerated(0.06)possibly_damaging(0.822)TCGA-A8-A09W-01Breastbreast invasive carcinomaFemale>=65III/IVUnknownUnknownSD
CRYMinsertionFrame_Shift_Insnovelc.365_366insCCp.Val123GlnfsTer10p.V123Qfs*10Q14894protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CRYMinsertionNonsense_Mutationnovelc.363_364insTTGTTGCATTAATAAAAATCTGTGCTCCCAGAAGAATCAAGAAp.Ala122LeufsTer4p.A122Lfs*4Q14894protein_codingTCGA-A8-A07G-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapy5-fluorouracilCR
CRYMSNVMissense_Mutationnovelc.167G>Tp.Arg56Metp.R56MQ14894protein_codingtolerated(0.07)benign(0.163)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
CRYMSNVMissense_Mutationnovelc.892G>Ap.Glu298Lysp.E298KQ14894protein_codingdeleterious(0)probably_damaging(0.971)TCGA-EK-A3GK-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
CRYMSNVMissense_Mutationnovelc.823N>Ap.Val275Metp.V275MQ14894protein_codingtolerated(0.05)probably_damaging(0.997)TCGA-PN-A8MA-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
CRYMSNVMissense_Mutationrs754271922c.506G>Ap.Arg169Hisp.R169HQ14894protein_codingtolerated(0.15)benign(0.206)TCGA-5M-AAT6-01Colorectumcolon adenocarcinomaFemale<65III/IVUnknownUnknownPD
CRYMSNVMissense_Mutationc.924T>Gp.Asp308Glup.D308EQ14894protein_codingtolerated(0.29)benign(0.005)TCGA-AA-3510-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
CRYMSNVMissense_Mutationnovelc.89N>Tp.Ala30Valp.A30VQ14894protein_codingtolerated(0.08)possibly_damaging(0.475)TCGA-AA-A00N-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownPD
CRYMSNVMissense_Mutationnovelc.94N>Ap.Ala32Thrp.A32TQ14894protein_codingtolerated(0.12)possibly_damaging(0.499)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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