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: LIN54

Gene summary for LIN54

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIN54

Gene ID

132660

Gene namelin-54 DREAM MuvB core complex component
Gene AliasCXCDC1
Cytomap4q21.22
Gene Typeprotein-coding
GO ID

GO:0006139

UniProtAcc

Q6MZP7


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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
132660LIN54LZE2THumanEsophagusESCC7.49e-043.40e-010.082
132660LIN54LZE4THumanEsophagusESCC6.45e-051.08e-010.0811
132660LIN54LZE24THumanEsophagusESCC1.57e-061.12e-010.0596
132660LIN54P2T-EHumanEsophagusESCC1.04e-173.19e-010.1177
132660LIN54P4T-EHumanEsophagusESCC4.92e-031.13e-010.1323
132660LIN54P5T-EHumanEsophagusESCC7.34e-038.39e-020.1327
132660LIN54P8T-EHumanEsophagusESCC2.10e-031.17e-010.0889
132660LIN54P9T-EHumanEsophagusESCC4.95e-049.88e-020.1131
132660LIN54P10T-EHumanEsophagusESCC2.36e-037.48e-020.116
132660LIN54P11T-EHumanEsophagusESCC4.81e-021.70e-010.1426
132660LIN54P12T-EHumanEsophagusESCC6.79e-081.61e-010.1122
132660LIN54P15T-EHumanEsophagusESCC7.40e-121.97e-010.1149
132660LIN54P16T-EHumanEsophagusESCC3.86e-111.70e-010.1153
132660LIN54P17T-EHumanEsophagusESCC5.49e-031.18e-010.1278
132660LIN54P21T-EHumanEsophagusESCC2.84e-057.78e-020.1617
132660LIN54P22T-EHumanEsophagusESCC6.16e-044.45e-020.1236
132660LIN54P23T-EHumanEsophagusESCC4.81e-102.19e-010.108
132660LIN54P24T-EHumanEsophagusESCC7.94e-059.30e-020.1287
132660LIN54P26T-EHumanEsophagusESCC8.89e-101.84e-010.1276
132660LIN54P27T-EHumanEsophagusESCC6.44e-041.18e-010.1055
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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
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
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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
LIN54SNVMissense_Mutationc.2075N>Gp.Glu692Glyp.E692GQ6MZP7protein_codingdeleterious(0)possibly_damaging(0.905)TCGA-A8-A094-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIN54SNVMissense_Mutationc.167N>Gp.Ser56Cysp.S56CQ6MZP7protein_codingtolerated_low_confidence(0.07)benign(0)TCGA-A8-A095-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
LIN54SNVMissense_Mutationrs759113603c.1030A>Gp.Thr344Alap.T344AQ6MZP7protein_codingdeleterious(0.04)benign(0.003)TCGA-A8-A09Z-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIN54SNVMissense_Mutationc.1766G>Cp.Gly589Alap.G589AQ6MZP7protein_codingdeleterious(0)probably_damaging(0.989)TCGA-BH-A209-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LIN54SNVMissense_Mutationc.315G>Cp.Gln105Hisp.Q105HQ6MZP7protein_codingtolerated_low_confidence(0.12)possibly_damaging(0.496)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
LIN54SNVMissense_Mutationnovelc.577N>Ap.Glu193Lysp.E193KQ6MZP7protein_codingtolerated(0.05)benign(0.038)TCGA-EW-A3E8-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyanastrozoleSD
LIN54SNVMissense_Mutationnovelc.332N>Tp.Ser111Leup.S111LQ6MZP7protein_codingdeleterious_low_confidence(0.01)benign(0.334)TCGA-ZJ-AAXU-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LIN54SNVMissense_Mutationc.1388N>Tp.Pro463Leup.P463LQ6MZP7protein_codingtolerated(0.08)possibly_damaging(0.738)TCGA-AA-3815-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LIN54SNVMissense_Mutationc.1513N>Tp.Ala505Serp.A505SQ6MZP7protein_codingtolerated(0.24)benign(0.015)TCGA-AD-5900-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
LIN54SNVMissense_Mutationc.2158N>Tp.Arg720Trpp.R720WQ6MZP7protein_codingdeleterious(0)probably_damaging(0.948)TCGA-CM-4743-01Colorectumcolon adenocarcinomaMale>=65I/IIChemotherapycapecitabineSD
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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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