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: LIN52

Gene summary for LIN52

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIN52

Gene ID

91750

Gene namelin-52 DREAM MuvB core complex component
Gene AliasC14orf46
Cytomap14q24.3
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

B3KN83


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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
91750LIN52LZE4THumanEsophagusESCC2.15e-051.67e-010.0811
91750LIN52LZE20THumanEsophagusESCC8.39e-031.93e-010.0662
91750LIN52LZE22THumanEsophagusESCC3.20e-032.83e-010.068
91750LIN52LZE24THumanEsophagusESCC4.42e-061.87e-010.0596
91750LIN52P1T-EHumanEsophagusESCC6.96e-032.34e-010.0875
91750LIN52P2T-EHumanEsophagusESCC9.00e-163.43e-010.1177
91750LIN52P4T-EHumanEsophagusESCC7.11e-113.55e-010.1323
91750LIN52P5T-EHumanEsophagusESCC3.66e-141.90e-010.1327
91750LIN52P8T-EHumanEsophagusESCC7.58e-132.23e-010.0889
91750LIN52P10T-EHumanEsophagusESCC9.71e-162.82e-010.116
91750LIN52P11T-EHumanEsophagusESCC9.53e-063.24e-010.1426
91750LIN52P12T-EHumanEsophagusESCC5.41e-123.51e-010.1122
91750LIN52P15T-EHumanEsophagusESCC3.01e-183.85e-010.1149
91750LIN52P16T-EHumanEsophagusESCC1.46e-102.10e-010.1153
91750LIN52P17T-EHumanEsophagusESCC3.06e-021.48e-010.1278
91750LIN52P20T-EHumanEsophagusESCC3.20e-102.59e-010.1124
91750LIN52P21T-EHumanEsophagusESCC1.17e-031.28e-010.1617
91750LIN52P22T-EHumanEsophagusESCC5.11e-068.53e-020.1236
91750LIN52P23T-EHumanEsophagusESCC2.20e-092.24e-010.108
91750LIN52P24T-EHumanEsophagusESCC1.65e-102.01e-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
∗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
LIN52SNVMissense_Mutationc.73N>Cp.Asp25Hisp.D25HQ52LA3protein_codingdeleterious(0)probably_damaging(1)TCGA-AC-A23H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownPD
LIN52SNVMissense_Mutationc.264G>Tp.Gln88Hisp.Q88HQ52LA3protein_codingtolerated(0.37)probably_damaging(0.989)TCGA-AA-3982-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
LIN52SNVMissense_Mutationc.116N>Cp.Val39Alap.V39AQ52LA3protein_codingdeleterious(0)probably_damaging(0.926)TCGA-AM-5821-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LIN52SNVMissense_Mutationnovelc.236A>Gp.Asn79Serp.N79SQ52LA3protein_codingtolerated(0.32)benign(0.138)TCGA-CA-6717-01Colorectumcolon adenocarcinomaMale<65I/IIChemotherapyoxaliplatinCR
LIN52SNVMissense_Mutationc.187N>Tp.Arg63Cysp.R63CQ52LA3protein_codingdeleterious(0.01)possibly_damaging(0.663)TCGA-A5-A0G9-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LIN52SNVMissense_Mutationrs772735078c.199N>Ap.Asp67Asnp.D67NQ52LA3protein_codingtolerated(0.37)benign(0.27)TCGA-AP-A1DV-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LIN52SNVMissense_Mutationrs772735078c.199N>Ap.Asp67Asnp.D67NQ52LA3protein_codingtolerated(0.37)benign(0.27)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LIN52SNVMissense_Mutationnovelc.22N>Gp.Pro8Alap.P8AQ52LA3protein_codingtolerated(0.18)benign(0.098)TCGA-64-1677-01Lunglung adenocarcinomaFemale>=65III/IVChemotherapygemcitabinePD
LIN52SNVMissense_Mutationnovelc.31N>Ap.Gly11Argp.G11RQ52LA3protein_codingtolerated(0.07)benign(0.084)TCGA-64-5815-01Lunglung adenocarcinomaMale>=65I/IIChemotherapygemcitabineCR
LIN52SNVMissense_Mutationnovelc.310C>Tp.Arg104Trpp.R104WQ52LA3protein_codingdeleterious(0)probably_damaging(0.991)TCGA-BB-A6UM-01Oral cavityhead & neck squamous cell carcinomaMale<65III/IVChemotherapyunknownCR
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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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