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: LIN37

Gene summary for LIN37

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIN37

Gene ID

55957

Gene namelin-37 DREAM MuvB core complex component
Gene AliasF25965
Cytomap19q13.12
Gene Typeprotein-coding
GO ID

GO:0000122

UniProtAcc

Q96GY3


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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
55957LIN37LZE4THumanEsophagusESCC1.70e-031.29e-010.0811
55957LIN37LZE20THumanEsophagusESCC1.26e-021.17e-010.0662
55957LIN37LZE24THumanEsophagusESCC6.88e-122.63e-010.0596
55957LIN37LZE21THumanEsophagusESCC6.52e-032.04e-010.0655
55957LIN37P1T-EHumanEsophagusESCC5.20e-082.75e-010.0875
55957LIN37P2T-EHumanEsophagusESCC3.07e-061.76e-010.1177
55957LIN37P4T-EHumanEsophagusESCC2.81e-071.81e-010.1323
55957LIN37P5T-EHumanEsophagusESCC1.50e-142.44e-010.1327
55957LIN37P8T-EHumanEsophagusESCC1.22e-264.41e-010.0889
55957LIN37P9T-EHumanEsophagusESCC1.23e-143.18e-010.1131
55957LIN37P10T-EHumanEsophagusESCC3.39e-314.89e-010.116
55957LIN37P11T-EHumanEsophagusESCC3.75e-082.64e-010.1426
55957LIN37P12T-EHumanEsophagusESCC6.60e-112.04e-010.1122
55957LIN37P15T-EHumanEsophagusESCC5.37e-051.26e-010.1149
55957LIN37P16T-EHumanEsophagusESCC1.02e-081.77e-010.1153
55957LIN37P17T-EHumanEsophagusESCC1.49e-052.36e-010.1278
55957LIN37P20T-EHumanEsophagusESCC1.73e-122.60e-010.1124
55957LIN37P21T-EHumanEsophagusESCC2.66e-061.31e-010.1617
55957LIN37P22T-EHumanEsophagusESCC5.47e-102.31e-010.1236
55957LIN37P23T-EHumanEsophagusESCC9.64e-325.46e-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
∗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
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
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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
LIN37SNVMissense_Mutationrs368622689c.371G>Ap.Arg124Hisp.R124HQ96GY3protein_codingtolerated(0.18)probably_damaging(0.922)TCGA-B6-A409-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapycyclophosphamidePD
LIN37SNVMissense_Mutationnovelc.561G>Cp.Glu187Aspp.E187DQ96GY3protein_codingtolerated(0.38)benign(0.351)TCGA-OL-A5RZ-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinCR
LIN37SNVMissense_Mutationnovelc.415C>Tp.Pro139Serp.P139SQ96GY3protein_codingdeleterious(0.02)benign(0.165)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LIN37SNVMissense_Mutationnovelc.637N>Tp.Arg213Cysp.R213CQ96GY3protein_codingdeleterious(0)benign(0.198)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
LIN37SNVMissense_Mutationc.225N>Cp.Lys75Asnp.K75NQ96GY3protein_codingdeleterious(0)probably_damaging(0.994)TCGA-MY-A5BE-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LIN37SNVMissense_Mutationnovelc.564N>Ap.Met188Ilep.M188IQ96GY3protein_codingtolerated(0.2)benign(0)TCGA-VS-A9UJ-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownPD
LIN37SNVMissense_Mutationnovelc.734G>Ap.Arg245Glnp.R245QQ96GY3protein_codingdeleterious(0.01)benign(0.099)TCGA-AA-3947-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LIN37SNVMissense_Mutationrs556772764c.691C>Tp.Arg231Cysp.R231CQ96GY3protein_codingdeleterious(0)probably_damaging(0.981)TCGA-F5-6814-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
LIN37SNVMissense_Mutationrs199515554c.626G>Ap.Arg209Hisp.R209HQ96GY3protein_codingtolerated(0.12)benign(0.202)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LIN37SNVMissense_Mutationnovelc.121G>Ap.Asp41Asnp.D41NQ96GY3protein_codingtolerated(0.29)benign(0.038)TCGA-A5-A0G2-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
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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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