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: LIMS2

Gene summary for LIMS2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LIMS2

Gene ID

55679

Gene nameLIM zinc finger domain containing 2
Gene AliasLGMD2W
Cytomap2q14.3
Gene Typeprotein-coding
GO ID

GO:0000902

UniProtAcc

B3KNZ3


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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
55679LIMS2P4T-EHumanEsophagusESCC1.41e-052.12e-010.1323
55679LIMS2P5T-EHumanEsophagusESCC6.08e-143.05e-010.1327
55679LIMS2P11T-EHumanEsophagusESCC4.18e-032.76e-010.1426
55679LIMS2P12T-EHumanEsophagusESCC1.91e-021.22e-010.1122
55679LIMS2P15T-EHumanEsophagusESCC2.59e-286.62e-010.1149
55679LIMS2P19T-EHumanEsophagusESCC2.26e-024.31e-010.1662
55679LIMS2P20T-EHumanEsophagusESCC2.17e-196.23e-010.1124
55679LIMS2P27T-EHumanEsophagusESCC5.75e-153.01e-010.1055
55679LIMS2P30T-EHumanEsophagusESCC1.41e-053.03e-010.137
55679LIMS2P48T-EHumanEsophagusESCC1.01e-052.17e-010.0959
55679LIMS2P74T-EHumanEsophagusESCC1.99e-257.84e-010.1479
55679LIMS2P89T-EHumanEsophagusESCC1.46e-043.66e-010.1752
55679LIMS2P130T-EHumanEsophagusESCC2.33e-246.33e-010.1676
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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:0048732111EsophagusESCCgland development269/8552436/187237.81e-122.95e-10269
GO:003158919EsophagusESCCcell-substrate adhesion221/8552363/187233.06e-096.62e-08221
GO:001081020EsophagusESCCregulation of cell-substrate adhesion144/8552221/187233.55e-097.45e-08144
GO:004578527EsophagusESCCpositive regulation of cell adhesion255/8552437/187235.07e-089.11e-07255
GO:001081126EsophagusESCCpositive regulation of cell-substrate adhesion84/8552123/187233.18e-074.50e-0684
GO:0061008110EsophagusESCChepaticobiliary system development98/8552150/187238.91e-071.15e-0598
GO:0001889110EsophagusESCCliver development96/8552147/187231.18e-061.47e-0596
GO:002260420EsophagusESCCregulation of cell morphogenesis180/8552309/187235.19e-065.45e-05180
GO:002261216EsophagusESCCgland morphogenesis78/8552118/187235.83e-066.03e-0578
GO:001072010EsophagusESCCpositive regulation of cell development172/8552298/187231.74e-051.55e-04172
GO:005067318EsophagusESCCepithelial cell proliferation238/8552437/187231.19e-048.20e-04238
GO:00072299EsophagusESCCintegrin-mediated signaling pathway67/8552107/187233.03e-041.81e-0367
GO:001076920EsophagusESCCregulation of cell morphogenesis involved in differentiation61/855296/187233.12e-041.85e-0361
GO:001077018EsophagusESCCpositive regulation of cell morphogenesis involved in differentiation51/855279/187235.48e-043.00e-0351
GO:005067817EsophagusESCCregulation of epithelial cell proliferation206/8552381/187235.51e-043.02e-03206
GO:004521620EsophagusESCCcell-cell junction organization114/8552200/187238.04e-044.16e-03114
GO:190002420EsophagusESCCregulation of substrate adhesion-dependent cell spreading38/855257/187231.11e-035.56e-0338
GO:003444620EsophagusESCCsubstrate adhesion-dependent cell spreading65/8552108/187231.67e-037.72e-0365
GO:190002620EsophagusESCCpositive regulation of substrate adhesion-dependent cell spreading28/855241/187232.88e-031.21e-0228
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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
LIMS2SNVMissense_Mutationnovelc.575N>Gp.His192Argp.H192RQ7Z4I7protein_codingtolerated(0.63)benign(0.037)TCGA-AO-A128-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapydoxorubicinSD
LIMS2SNVMissense_Mutationc.615N>Tp.Lys205Asnp.K205NQ7Z4I7protein_codingtolerated(0.14)probably_damaging(0.994)TCGA-BH-A18J-01Breastbreast invasive carcinomaFemale<65III/IVUnknownUnknownPD
LIMS2SNVMissense_Mutationnovelc.368N>Ap.Cys123Tyrp.C123YQ7Z4I7protein_codingdeleterious(0)possibly_damaging(0.904)TCGA-EA-A410-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
LIMS2SNVMissense_Mutationc.970G>Ap.Asp324Asnp.D324NQ7Z4I7protein_codingdeleterious(0)probably_damaging(0.992)TCGA-AA-3984-01Colorectumcolon adenocarcinomaFemale<65I/IIUnknownUnknownSD
LIMS2SNVMissense_Mutationnovelc.623N>Gp.Leu208Argp.L208RQ7Z4I7protein_codingdeleterious(0)probably_damaging(0.997)TCGA-AA-A010-01Colorectumcolon adenocarcinomaFemale<65I/IIChemotherapyfolinicCR
LIMS2SNVMissense_Mutationrs762554883c.706G>Ap.Ala236Thrp.A236TQ7Z4I7protein_codingdeleterious(0.01)probably_damaging(0.996)TCGA-AD-6895-01Colorectumcolon adenocarcinomaMale>=65III/IVUnknownUnknownSD
LIMS2SNVMissense_Mutationc.815N>Gp.His272Argp.H272RQ7Z4I7protein_codingdeleterious(0)probably_damaging(0.964)TCGA-NH-A5IV-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
LIMS2SNVMissense_Mutationc.562N>Cp.Phe188Leup.F188LQ7Z4I7protein_codingdeleterious(0)probably_damaging(0.969)TCGA-NH-A8F8-01Colorectumcolon adenocarcinomaMale>=65III/IVChemotherapyfluorouracilPD
LIMS2SNVMissense_Mutationnovelc.1023N>Tp.Lys341Asnp.K341NQ7Z4I7protein_codingdeleterious(0)probably_damaging(0.961)TCGA-AG-A002-01Colorectumrectum adenocarcinomaMale<65I/IIUnknownUnknownSD
LIMS2SNVMissense_Mutationnovelc.41G>Ap.Gly14Glup.G14EQ7Z4I7protein_codingtolerated_low_confidence(1)benign(0)TCGA-5B-A90C-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinSD
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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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