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: LYRM7

Gene summary for LYRM7

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

LYRM7

Gene ID

90624

Gene nameLYR motif containing 7
Gene AliasC5orf31
Cytomap5q23.3-q31.1
Gene Typeprotein-coding
GO ID

GO:0006091

UniProtAcc

D6RBV5


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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
90624LYRM7LZE2THumanEsophagusESCC1.50e-044.75e-010.082
90624LYRM7LZE24THumanEsophagusESCC4.06e-091.93e-010.0596
90624LYRM7P2T-EHumanEsophagusESCC1.46e-092.81e-010.1177
90624LYRM7P4T-EHumanEsophagusESCC2.85e-173.47e-010.1323
90624LYRM7P5T-EHumanEsophagusESCC6.88e-071.80e-010.1327
90624LYRM7P8T-EHumanEsophagusESCC3.01e-027.82e-020.0889
90624LYRM7P9T-EHumanEsophagusESCC3.18e-051.76e-010.1131
90624LYRM7P10T-EHumanEsophagusESCC9.69e-072.10e-010.116
90624LYRM7P12T-EHumanEsophagusESCC1.92e-051.76e-010.1122
90624LYRM7P15T-EHumanEsophagusESCC4.32e-132.92e-010.1149
90624LYRM7P16T-EHumanEsophagusESCC3.49e-061.92e-010.1153
90624LYRM7P17T-EHumanEsophagusESCC5.38e-052.90e-010.1278
90624LYRM7P20T-EHumanEsophagusESCC2.44e-132.74e-010.1124
90624LYRM7P21T-EHumanEsophagusESCC6.95e-092.56e-010.1617
90624LYRM7P22T-EHumanEsophagusESCC7.11e-041.22e-010.1236
90624LYRM7P23T-EHumanEsophagusESCC2.15e-113.49e-010.108
90624LYRM7P24T-EHumanEsophagusESCC4.46e-092.43e-010.1287
90624LYRM7P26T-EHumanEsophagusESCC2.22e-051.60e-010.1276
90624LYRM7P27T-EHumanEsophagusESCC2.02e-102.00e-010.1055
90624LYRM7P28T-EHumanEsophagusESCC1.66e-081.85e-010.1149
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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
∗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:0006091110EsophagusESCCgeneration of precursor metabolites and energy331/8552490/187233.86e-238.45e-21331
GO:0045333110EsophagusESCCcellular respiration173/8552230/187234.53e-205.99e-18173
GO:0033108110EsophagusESCCmitochondrial respiratory chain complex assembly83/855293/187239.56e-191.05e-1683
GO:0015980110EsophagusESCCenergy derivation by oxidation of organic compounds220/8552318/187231.20e-171.09e-15220
GO:001700413EsophagusESCCcytochrome complex assembly34/855236/187235.08e-101.31e-0834
GO:000609112LiverCirrhoticgeneration of precursor metabolites and energy238/4634490/187236.85e-311.07e-27238
GO:00453337LiverCirrhoticcellular respiration122/4634230/187232.15e-206.43e-18122
GO:001598012LiverCirrhoticenergy derivation by oxidation of organic compounds154/4634318/187233.11e-208.87e-18154
GO:00331087LiverCirrhoticmitochondrial respiratory chain complex assembly64/463493/187233.85e-197.79e-1764
GO:0017004LiverCirrhoticcytochrome complex assembly22/463436/187233.92e-066.70e-0522
GO:000609122LiverHCCgeneration of precursor metabolites and energy340/7958490/187234.04e-342.85e-31340
GO:004533312LiverHCCcellular respiration171/7958230/187236.35e-231.26e-20171
GO:001598022LiverHCCenergy derivation by oxidation of organic compounds221/7958318/187231.02e-221.86e-20221
GO:003310812LiverHCCmitochondrial respiratory chain complex assembly80/795893/187233.47e-184.15e-1680
GO:00170041LiverHCCcytochrome complex assembly30/795836/187235.69e-079.03e-0630
GO:000609118Oral cavityOSCCgeneration of precursor metabolites and energy286/7305490/187231.45e-181.71e-16286
GO:004533318Oral cavityOSCCcellular respiration153/7305230/187232.07e-171.87e-15153
GO:003310818Oral cavityOSCCmitochondrial respiratory chain complex assembly75/730593/187232.17e-161.68e-1475
GO:001598018Oral cavityOSCCenergy derivation by oxidation of organic compounds190/7305318/187234.10e-142.26e-12190
GO:00170043Oral cavityOSCCcytochrome complex assembly31/730536/187237.28e-091.53e-0731
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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
LYRM7SNVMissense_Mutationnovelc.254C>Gp.Pro85Argp.P85RQ5U5X0protein_codingdeleterious(0.02)possibly_damaging(0.77)TCGA-BH-A2L8-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycytoxanCR
LYRM7SNVMissense_Mutationnovelc.266N>Gp.Leu89Argp.L89RQ5U5X0protein_codingtolerated(0.07)probably_damaging(0.973)TCGA-A5-A0G1-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LYRM7SNVMissense_Mutationnovelc.68N>Cp.Lys23Thrp.K23TQ5U5X0protein_codingtolerated(0.06)benign(0.133)TCGA-A5-A2K5-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LYRM7SNVMissense_Mutationc.250N>Ap.Val84Ilep.V84IQ5U5X0protein_codingtolerated(0.17)benign(0.003)TCGA-AP-A051-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIUnknownUnknownSD
LYRM7SNVMissense_Mutationc.155T>Cp.Ile52Thrp.I52TQ5U5X0protein_codingdeleterious(0)probably_damaging(0.999)TCGA-AP-A0LM-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapycisplatinSD
LYRM7SNVMissense_Mutationc.10N>Ap.Ala4Thrp.A4TQ5U5X0protein_codingtolerated(0.33)benign(0.01)TCGA-B5-A0JY-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVChemotherapydoxorubicinSD
LYRM7SNVMissense_Mutationnovelc.71N>Gp.Asn24Serp.N24SQ5U5X0protein_codingtolerated(0.06)possibly_damaging(0.78)TCGA-EO-A22X-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnspecificCarboplatinComplete Response
LYRM7SNVMissense_Mutationnovelc.269N>Gp.Leu90Argp.L90RQ5U5X0protein_codingdeleterious(0)probably_damaging(0.98)TCGA-EO-A3B0-01Endometriumuterine corpus endometrioid carcinomaFemale<65III/IVUnknownUnknownSD
LYRM7SNVMissense_Mutationnovelc.289N>Gp.Cys97Glyp.C97GQ5U5X0protein_codingtolerated(0.07)benign(0.212)TCGA-95-7567-01Lunglung adenocarcinomaMale<65I/IIChemotherapycisplatinSD
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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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