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: RYR1

Gene summary for RYR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RYR1

Gene ID

6261

Gene nameryanodine receptor 1
Gene AliasCCO
Cytomap19q13.2
Gene Typeprotein-coding
GO ID

GO:0001501

UniProtAcc

P21817


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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
6261RYR1C30HumanOral cavityOSCC3.12e-301.22e+000.3055
6261RYR1C38HumanOral cavityOSCC6.65e-035.69e-010.172
6261RYR1C43HumanOral cavityOSCC2.51e-133.14e-010.1704
6261RYR1C46HumanOral cavityOSCC1.36e-144.59e-010.1673
6261RYR1C51HumanOral cavityOSCC1.14e-032.89e-010.2674
6261RYR1C08HumanOral cavityOSCC1.39e-041.11e-010.1919
6261RYR1LN22HumanOral cavityOSCC2.07e-151.69e+000.1733
6261RYR1LN38HumanOral cavityOSCC4.22e-024.88e-010.168
6261RYR1LN46HumanOral cavityOSCC5.70e-063.17e-010.1666
6261RYR1SYSMH1HumanOral cavityOSCC8.31e-102.02e-010.1127
6261RYR1SYSMH2HumanOral cavityOSCC2.37e-032.78e-010.2326
6261RYR1SYSMH3HumanOral cavityOSCC6.45e-093.20e-010.2442
6261RYR1SYSMH5HumanOral cavityOSCC5.66e-032.24e-010.0647
6261RYR1male-WTAHumanThyroidPTC2.77e-079.50e-020.1037
6261RYR1PTC01HumanThyroidPTC1.68e-153.62e-010.1899
6261RYR1PTC04HumanThyroidPTC5.88e-092.15e-010.1927
6261RYR1PTC05HumanThyroidPTC2.38e-236.87e-010.2065
6261RYR1PTC06HumanThyroidPTC9.53e-204.81e-010.2057
6261RYR1PTC07HumanThyroidPTC5.57e-376.58e-010.2044
6261RYR1ATC13HumanThyroidATC2.62e-1002.73e+000.34
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
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
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:007048219Oral cavityOSCCresponse to oxygen levels200/7305347/187231.17e-125.13e-11200
GO:000166619Oral cavityOSCCresponse to hypoxia177/7305307/187232.21e-117.50e-10177
GO:003629319Oral cavityOSCCresponse to decreased oxygen levels182/7305322/187231.14e-103.41e-09182
GO:005123518Oral cavityOSCCmaintenance of location182/7305327/187236.16e-101.58e-08182
GO:005165120Oral cavityOSCCmaintenance of location in cell121/7305214/187231.39e-072.32e-06121
GO:00435887Oral cavityOSCCskin development143/7305263/187232.77e-074.27e-06143
GO:001003820Oral cavityOSCCresponse to metal ion188/7305373/187234.34e-065.00e-05188
GO:000150310Oral cavityOSCCossification203/7305408/187235.54e-066.19e-05203
GO:0051259Oral cavityOSCCprotein complex oligomerization121/7305238/187231.29e-049.21e-04121
GO:007124115Oral cavityOSCCcellular response to inorganic substance111/7305226/187231.22e-036.10e-03111
GO:00512622Oral cavityOSCCprotein tetramerization48/730587/187231.60e-037.62e-0348
GO:00605378Oral cavityOSCCmuscle tissue development185/7305403/187232.60e-031.14e-02185
GO:00603484Oral cavityOSCCbone development99/7305205/187234.13e-031.68e-0299
GO:00426927Oral cavityOSCCmuscle cell differentiation175/7305384/187234.79e-031.92e-02175
GO:00147067Oral cavityOSCCstriated muscle tissue development174/7305384/187236.45e-032.40e-02174
GO:007124816Oral cavityOSCCcellular response to metal ion93/7305197/187231.14e-023.85e-0293
GO:0070482113ThyroidPTCresponse to oxygen levels167/5968347/187231.51e-105.03e-09167
GO:0036293113ThyroidPTCresponse to decreased oxygen levels153/5968322/187232.71e-097.52e-08153
GO:0001666113ThyroidPTCresponse to hypoxia145/5968307/187231.14e-082.74e-07145
GO:0051235112ThyroidPTCmaintenance of location148/5968327/187232.30e-074.07e-06148
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa0502228Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa0502028Oral cavityOSCCPrion disease181/3704273/84652.05e-145.30e-132.70e-13181
hsa0501725Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
hsa05022112Oral cavityOSCCPathways of neurodegeneration - multiple diseases292/3704476/84651.60e-154.47e-142.28e-14292
hsa05020112Oral cavityOSCCPrion disease181/3704273/84652.05e-145.30e-132.70e-13181
hsa05017111Oral cavityOSCCSpinocerebellar ataxia86/3704143/84655.21e-052.08e-041.06e-0486
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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
RYR1SNVMissense_Mutationrs866533672c.4060G>Ap.Glu1354Lysp.E1354KP21817protein_codingtolerated(0.28)benign(0.092)TCGA-A1-A0SO-01Breastbreast invasive carcinomaFemale>=65I/IIChemotherapySD
RYR1SNVMissense_Mutationrs200291321c.7483G>Ap.Val2495Metp.V2495MP21817protein_codingdeleterious(0.03)possibly_damaging(0.707)TCGA-A2-A25B-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxoterePD
RYR1SNVMissense_Mutationnovelc.13834T>Ap.Trp4612Argp.W4612RP21817protein_codingtolerated(0.26)benign(0.001)TCGA-A7-A56D-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RYR1SNVMissense_Mutationrs368516354c.224N>Ap.Arg75Glnp.R75QP21817protein_codingdeleterious(0)possibly_damaging(0.856)TCGA-A8-A06Y-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyanastrozolePD
RYR1SNVMissense_Mutationrs201276068c.9859N>Tp.Arg3287Cysp.R3287CP21817protein_codingdeleterious(0.02)possibly_damaging(0.585)TCGA-A8-A08G-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapy5-fluorouracilCR
RYR1SNVMissense_Mutationc.2077N>Tp.Pro693Serp.P693SP21817protein_codingdeleterious(0)probably_damaging(1)TCGA-A8-A09B-01Breastbreast invasive carcinomaFemale<65III/IVChemotherapy5-fluorouracilSD
RYR1SNVMissense_Mutationrs142548565c.2488C>Tp.Arg830Trpp.R830WP21817protein_codingtolerated(0.08)probably_damaging(0.96)TCGA-A8-A0A1-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapytamoxiphenSD
RYR1SNVMissense_Mutationnovelc.5671N>Ap.Glu1891Lysp.E1891KP21817protein_codingtolerated(0.33)benign(0.202)TCGA-AC-A3TN-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyarimidexSD
RYR1SNVMissense_Mutationnovelc.7717G>Cp.Glu2573Glnp.E2573QP21817protein_codingtolerated(0.07)benign(0.19)TCGA-AC-A5XS-01Breastbreast invasive carcinomaFemale>=65I/IIHormone TherapyfemaraSD
RYR1SNVMissense_Mutationrs750753962c.8551N>Tp.Pro2851Serp.P2851SP21817protein_codingtolerated(0.28)benign(0.003)TCGA-AC-A8OQ-01Breastbreast invasive carcinomaFemale>=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
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMESevofluraneSEVOFLURANE
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEchlorocresolCHLOROCRESOL29344738,25086907
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEhaloperidolHALOPERIDOL27023437
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEenfluraneENFLURANE25989378,12411786,26951757,8828983,19919814,17710899,7829078,9334205,21965348,11063719,10823104,20681998,25611019,19648156,25256590,12220451,11668625,23736090,14500992,9066328,14641996,18945287,25960145,7889656,11575529,18212565,16284304,8602662,18306019,28326467,11928716,18502356,10352931,12151923,11525881,17122579,16917943,8220422,10700782,16163667,17226826,9389851,16732128,16835904,11448278,29101530,9450902,7547049,23628358,9543323,24361844,26994242,12208234,15448513,16621918,21455645,11553045,12124989,19020143,19191329,27918309,8220423,12059893,10612851,16732084,10793526,27382027,15108991,12709367,12123492,26381711,25268394,28063098,11493496,12434264,12411788,19685112,25735680,8902717,29608462,27663056,7751854,8012359,9520251,15731587,15210166,1510267,10888602,22030266,25466363,17483490,28403410,12237752,1774074,17081152,18564801,10484775,21282829,16244001,7586638,19191333,25086907,7633940,17667581,12883402,19346234,1354642,22415532
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEdesfluraneDESFLURANE25989378,12411786,26951757,8828983,19919814,17710899,7829078,9334205,21965348,11063719,10823104,20681998,25611019,19648156,25256590,12220451,11668625,23736090,14500992,9066328,14641996,18945287,25960145,7889656,11575529,18212565,16284304,8602662,18306019,28326467,11928716,18502356,10352931,12151923,11525881,17122579,16917943,8220422,10700782,16163667,17226826,9389851,16732128,16835904,11448278,29101530,9450902,7547049,23628358,9543323,24361844,26994242,12208234,15448513,16621918,21455645,11553045,12124989,19020143,19191329,27918309,8220423,12059893,10612851,16732084,10793526,27382027,15108991,12709367,12123492,26381711,25268394,28063098,11493496,12434264,12411788,19685112,25735680,8902717,29608462,27663056,7751854,8012359,9520251,15731587,15210166,1510267,10888602,22030266,25466363,17483490,28403410,12237752,1774074,17081152,18564801,10484775,21282829,16244001,7586638,19191333,25086907,7633940,17667581,12883402,19346234,1354642,22415532
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEvolatile anesthetics25989378,12411786,21965348,20837722,20301325,9037193,12467748,19648156,23223104,25960145,26031886,28326467,25424378,12761368,11725865,16917943,24291096,16163667,23628358,19807743,18313359,21455645,10625004,12124989,3177917,15537710,12059893,23069638,27382027,19018722,10360872,17182726,25735680,27663056,15731587,26068069,28403410,9873004,20888934,15299003,19346234,22415532
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEcaffeineCAFFEINE9334205,11525881,29344738
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEhmg coa reductase inhibitors21795085
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEblocker135652746
6261RYR1ION CHANNEL, B30_2 SPRY DOMAIN, DRUGGABLE GENOMEisofluraneISOFLURANE25989378,12411786,26951757,8828983,19919814,17710899,7829078,9334205,21965348,11063719,10823104,20681998,25611019,19648156,25256590,12220451,11668625,23736090,14500992,9066328,14641996,18945287,25960145,7889656,11575529,18212565,16284304,8602662,18306019,28326467,11928716,18502356,10352931,12151923,11525881,17122579,16917943,8220422,10700782,16163667,17226826,9389851,16732128,16835904,11448278,29101530,9450902,7547049,23628358,9543323,24361844,26994242,12208234,15448513,16621918,21455645,11553045,12124989,19020143,19191329,27918309,8220423,12059893,10612851,16732084,10793526,27382027,15108991,12709367,12123492,26381711,25268394,28063098,11493496,12434264,12411788,19685112,25735680,8902717,29608462,27663056,7751854,8012359,9520251,15731587,15210166,1510267,10888602,22030266,25466363,17483490,28403410,12237752,1774074,17081152,18564801,10484775,21282829,16244001,7586638,19191333,25086907,7633940,17667581,12883402,19346234,1354642,22415532
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