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: LYRM4

Gene summary for LYRM4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LYRM4

Gene ID

57128

Gene nameLYR motif containing 4
Gene AliasC6orf149
Cytomap6p25.1
Gene Typeprotein-coding
GO ID

GO:0006790

UniProtAcc

F5H189


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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
57128LYRM4P130T-EHumanEsophagusESCC1.83e-982.01e+000.1676
57128LYRM4HCC1_MengHumanLiverHCC5.96e-742.14e-010.0246
57128LYRM4HCC2_MengHumanLiverHCC9.41e-05-1.35e-010.0107
57128LYRM4cirrhotic1HumanLiverCirrhotic4.15e-038.67e-020.0202
57128LYRM4cirrhotic2HumanLiverCirrhotic2.59e-061.87e-010.0201
57128LYRM4cirrhotic3HumanLiverCirrhotic4.69e-051.01e-010.0215
57128LYRM4HCC1HumanLiverHCC6.80e-104.14e+000.5336
57128LYRM4HCC2HumanLiverHCC9.65e-033.00e+000.5341
57128LYRM4Pt13.aHumanLiverHCC2.87e-104.26e-010.021
57128LYRM4Pt13.bHumanLiverHCC3.91e-355.20e-010.0251
57128LYRM4Pt14.aHumanLiverHCC9.19e-032.20e-010.0169
57128LYRM4S014HumanLiverHCC4.39e-231.06e+000.2254
57128LYRM4S015HumanLiverHCC3.96e-201.19e+000.2375
57128LYRM4S016HumanLiverHCC1.20e-271.07e+000.2243
57128LYRM4S028HumanLiverHCC2.13e-064.90e-010.2503
57128LYRM4S029HumanLiverHCC2.47e-096.03e-010.2581
57128LYRM4C04HumanOral cavityOSCC6.43e-421.91e+000.2633
57128LYRM4C21HumanOral cavityOSCC8.39e-421.48e+000.2678
57128LYRM4C30HumanOral cavityOSCC3.35e-462.25e+000.3055
57128LYRM4C38HumanOral cavityOSCC3.97e-047.03e-010.172
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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
Oral CavityThe 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.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe 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.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
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:00067906EsophagusESCCsulfur compound metabolic process201/8552339/187232.64e-073.94e-06201
GO:001622611EsophagusESCCiron-sulfur cluster assembly21/855226/187232.69e-041.63e-0321
GO:003116311EsophagusESCCmetallo-sulfur cluster assembly21/855226/187232.69e-041.63e-0321
GO:000679011LiverCirrhoticsulfur compound metabolic process129/4634339/187233.06e-081.04e-06129
GO:000679021LiverHCCsulfur compound metabolic process212/7958339/187235.60e-143.39e-12212
GO:0016226LiverHCCiron-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:0031163LiverHCCmetallo-sulfur cluster assembly18/795826/187235.37e-032.24e-0218
GO:00067905Oral cavityOSCCsulfur compound metabolic process168/7305339/187234.50e-053.84e-04168
GO:00162262Oral cavityOSCCiron-sulfur cluster assembly19/730526/187234.46e-042.70e-0319
GO:00311632Oral cavityOSCCmetallo-sulfur cluster assembly19/730526/187234.46e-042.70e-0319
GO:00162261Oral cavityLPiron-sulfur cluster assembly15/462326/187233.34e-043.34e-0315
GO:00311631Oral cavityLPmetallo-sulfur cluster assembly15/462326/187233.34e-043.34e-0315
GO:000679012Oral cavityLPsulfur compound metabolic process106/4623339/187233.36e-032.25e-02106
GO:00162264SkincSCCiron-sulfur cluster assembly14/486426/187232.26e-031.32e-0214
GO:00311634SkincSCCmetallo-sulfur cluster assembly14/486426/187232.26e-031.32e-0214
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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
LYRM4SNVMissense_Mutationc.239N>Gp.Lys80Argp.K80RQ9HD34protein_codingtolerated(0.22)benign(0.141)TCGA-E9-A1RH-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilSD
LYRM4deletionFrame_Shift_Delnovelc.134delNp.Asn45MetfsTer2p.N45Mfs*2protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
LYRM4SNVMissense_Mutationc.199N>Tp.Arg67Cysp.R67Cprotein_codingdeleterious(0.04)probably_damaging(0.976)TCGA-AP-A056-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LYRM4SNVMissense_Mutationc.95C>Ap.Ala32Aspp.A32Dprotein_codingdeleterious(0)probably_damaging(0.995)TCGA-B5-A11E-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LYRM4SNVMissense_Mutationnovelc.141G>Tp.Lys47Asnp.K47Nprotein_codingtolerated(0.18)benign(0.331)TCGA-B5-A1MX-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIHormone TherapymegaceSD
LYRM4SNVMissense_Mutationc.151N>Cp.Glu51Glnp.E51Qprotein_codingtolerated(0.26)benign(0.145)TCGA-BK-A0C9-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LYRM4SNVMissense_Mutationnovelc.48N>Ap.Met16Ilep.M16Iprotein_codingdeleterious_low_confidence(0.04)benign(0.384)TCGA-EY-A215-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
LYRM4SNVMissense_Mutationnovelc.232N>Gp.Thr78Alap.T78AQ9HD34protein_codingtolerated(0.56)benign(0.007)TCGA-DD-AAW2-01Liverliver hepatocellular carcinomaMale>=65I/IIUnknownUnknownPD
LYRM4SNVMissense_Mutationc.236N>Tp.Asp79Valp.D79VQ9HD34protein_codingtolerated(0.06)benign(0.198)TCGA-73-4668-01Lunglung adenocarcinomaFemale>=65I/IIChemotherapypemetrexedPD
LYRM4SNVMissense_Mutationc.87N>Tp.Arg29Serp.R29Sprotein_codingdeleterious(0)probably_damaging(0.999)TCGA-86-8358-01Lunglung 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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