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: LZTS2

Gene summary for LZTS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LZTS2

Gene ID

84445

Gene nameleucine zipper tumor suppressor 2
Gene AliasLAPSER1
Cytomap10q24.31
Gene Typeprotein-coding
GO ID

GO:0000226

UniProtAcc

B4DP66


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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
84445LZTS2LZE7THumanEsophagusESCC1.31e-021.48e-010.0667
84445LZTS2LZE24THumanEsophagusESCC1.49e-061.63e-010.0596
84445LZTS2P1T-EHumanEsophagusESCC1.77e-063.80e-010.0875
84445LZTS2P2T-EHumanEsophagusESCC6.91e-213.34e-010.1177
84445LZTS2P4T-EHumanEsophagusESCC1.48e-163.15e-010.1323
84445LZTS2P5T-EHumanEsophagusESCC8.04e-212.39e-010.1327
84445LZTS2P8T-EHumanEsophagusESCC1.72e-181.74e-010.0889
84445LZTS2P9T-EHumanEsophagusESCC4.47e-088.59e-020.1131
84445LZTS2P10T-EHumanEsophagusESCC4.84e-051.46e-020.116
84445LZTS2P11T-EHumanEsophagusESCC4.83e-093.32e-010.1426
84445LZTS2P12T-EHumanEsophagusESCC6.99e-192.76e-010.1122
84445LZTS2P15T-EHumanEsophagusESCC7.59e-123.56e-010.1149
84445LZTS2P16T-EHumanEsophagusESCC8.68e-193.37e-010.1153
84445LZTS2P20T-EHumanEsophagusESCC3.45e-102.42e-010.1124
84445LZTS2P21T-EHumanEsophagusESCC3.70e-107.04e-020.1617
84445LZTS2P22T-EHumanEsophagusESCC2.49e-141.11e-010.1236
84445LZTS2P23T-EHumanEsophagusESCC1.15e-091.94e-010.108
84445LZTS2P24T-EHumanEsophagusESCC4.52e-161.09e-010.1287
84445LZTS2P26T-EHumanEsophagusESCC4.62e-101.76e-010.1276
84445LZTS2P27T-EHumanEsophagusESCC5.64e-182.48e-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
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
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:0006913110EsophagusESCCnucleocytoplasmic transport230/8552301/187236.04e-282.02e-25230
GO:0051169110EsophagusESCCnuclear transport230/8552301/187236.04e-282.02e-25230
GO:003450418EsophagusESCCprotein localization to nucleus211/8552290/187234.06e-216.60e-19211
GO:0051168110EsophagusESCCnuclear export126/8552154/187231.88e-202.65e-18126
GO:000705114EsophagusESCCspindle organization134/8552184/187235.70e-142.87e-12134
GO:190018018EsophagusESCCregulation of protein localization to nucleus102/8552136/187232.84e-121.13e-10102
GO:001605517EsophagusESCCWnt signaling pathway268/8552444/187232.32e-106.58e-09268
GO:019873817EsophagusESCCcell-cell signaling by wnt269/8552446/187232.41e-106.79e-09269
GO:000028115EsophagusESCCmitotic cytokinesis58/855271/187234.34e-101.15e-0858
GO:00512256EsophagusESCCspindle assembly85/8552117/187232.72e-095.98e-0885
GO:000091016EsophagusESCCcytokinesis115/8552173/187232.48e-084.68e-07115
GO:006164015EsophagusESCCcytoskeleton-dependent cytokinesis72/8552100/187238.10e-081.39e-0672
GO:003011117EsophagusESCCregulation of Wnt signaling pathway194/8552328/187235.39e-077.14e-06194
GO:006007016EsophagusESCCcanonical Wnt signaling pathway180/8552303/187239.15e-071.17e-05180
GO:006082817EsophagusESCCregulation of canonical Wnt signaling pathway153/8552253/187231.38e-061.67e-05153
GO:006056210EsophagusESCCepithelial tube morphogenesis187/8552325/187239.95e-069.44e-05187
GO:19038289EsophagusESCCnegative regulation of cellular protein localization76/8552117/187231.97e-051.72e-0476
GO:006056010EsophagusESCCdevelopmental growth involved in morphogenesis131/8552234/187239.28e-044.73e-03131
GO:00301788EsophagusESCCnegative regulation of Wnt signaling pathway97/8552170/187231.81e-038.31e-0397
GO:00900905EsophagusESCCnegative regulation of canonical Wnt signaling pathway78/8552137/187235.17e-031.95e-0278
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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
LZTS2SNVMissense_Mutationc.919N>Ap.Cys307Serp.C307SQ9BRK4protein_codingtolerated(0.26)benign(0)TCGA-AR-A0TR-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LZTS2SNVMissense_Mutationc.178N>Ap.Asp60Asnp.D60NQ9BRK4protein_codingdeleterious(0.04)benign(0.227)TCGA-BH-A18V-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
LZTS2SNVMissense_Mutationnovelc.557C>Tp.Pro186Leup.P186LQ9BRK4protein_codingtolerated(0.12)benign(0.001)TCGA-E9-A22B-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
LZTS2insertionFrame_Shift_Insnovelc.567_568insAGp.Ser191ProfsTer96p.S191Pfs*96Q9BRK4protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
LZTS2insertionNonsense_Mutationnovelc.568_569insGATGTTGAGGATGCCCGAGAGCAGCGGGCACACAATGCCCAp.Ser190Terp.S190*Q9BRK4protein_codingTCGA-A8-A07J-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
LZTS2insertionIn_Frame_Insnovelc.17_18insATTTATAACTTTCACAGGCTTp.Thr6_Leu7insPheIleThrPheThrGlyPhep.T6_L7insFITFTGFQ9BRK4protein_codingTCGA-A8-A08H-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
LZTS2SNVMissense_Mutationnovelc.943C>Tp.Pro315Serp.P315SQ9BRK4protein_codingtolerated(0.3)benign(0.22)TCGA-2W-A8YY-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
LZTS2SNVMissense_Mutationc.91N>Gp.Ser31Glyp.S31GQ9BRK4protein_codingdeleterious(0)probably_damaging(0.968)TCGA-AA-3663-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LZTS2SNVMissense_Mutationc.210N>Tp.Gln70Hisp.Q70HQ9BRK4protein_codingdeleterious(0.01)probably_damaging(0.969)TCGA-CM-4746-01Colorectumcolon adenocarcinomaMale<65I/IIUnknownUnknownSD
LZTS2SNVMissense_Mutationrs550892828c.1658C>Tp.Ala553Valp.A553VQ9BRK4protein_codingtolerated(0.47)benign(0.324)TCGA-CM-4752-01Colorectumcolon adenocarcinomaMale<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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