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: SIGMAR1

Gene summary for SIGMAR1

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

SIGMAR1

Gene ID

10280

Gene namesigma non-opioid intracellular receptor 1
Gene AliasALS16
Cytomap9p13.3
Gene Typeprotein-coding
GO ID

GO:0000302

UniProtAcc

B4DR71


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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
10280SIGMAR1P31T-EHumanEsophagusESCC1.49e-307.61e-010.1251
10280SIGMAR1P32T-EHumanEsophagusESCC8.13e-491.16e+000.1666
10280SIGMAR1P36T-EHumanEsophagusESCC5.02e-219.38e-010.1187
10280SIGMAR1P37T-EHumanEsophagusESCC6.74e-381.07e+000.1371
10280SIGMAR1P38T-EHumanEsophagusESCC4.32e-115.72e-010.127
10280SIGMAR1P39T-EHumanEsophagusESCC1.15e-123.28e-010.0894
10280SIGMAR1P40T-EHumanEsophagusESCC2.97e-093.64e-010.109
10280SIGMAR1P42T-EHumanEsophagusESCC1.57e-269.43e-010.1175
10280SIGMAR1P44T-EHumanEsophagusESCC1.67e-163.90e-010.1096
10280SIGMAR1P47T-EHumanEsophagusESCC5.88e-164.27e-010.1067
10280SIGMAR1P48T-EHumanEsophagusESCC2.22e-112.26e-010.0959
10280SIGMAR1P49T-EHumanEsophagusESCC7.62e-151.94e+000.1768
10280SIGMAR1P52T-EHumanEsophagusESCC1.08e-318.12e-010.1555
10280SIGMAR1P54T-EHumanEsophagusESCC5.69e-164.36e-010.0975
10280SIGMAR1P56T-EHumanEsophagusESCC9.71e-069.68e-010.1613
10280SIGMAR1P57T-EHumanEsophagusESCC1.28e-144.31e-010.0926
10280SIGMAR1P61T-EHumanEsophagusESCC3.86e-194.79e-010.099
10280SIGMAR1P62T-EHumanEsophagusESCC3.78e-581.30e+000.1302
10280SIGMAR1P65T-EHumanEsophagusESCC2.73e-163.83e-010.0978
10280SIGMAR1P74T-EHumanEsophagusESCC1.40e-461.49e+000.1479
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
Colorectum (GSE201348)The 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.FAP: Familial adenomatous polyposis
CRC: Colorectal cancer
Colorectum (HTA11)The 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.AD: Adenomas
SER: Sessile serrated lesions
MSI-H: Microsatellite-high colorectal cancer
MSS: Microsatellite stable colorectal cancer
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:0006979ColorectumADresponse to oxidative stress145/3918446/187235.16e-093.23e-07145
GO:0062197ColorectumADcellular response to chemical stress109/3918337/187235.33e-071.95e-05109
GO:0000302ColorectumADresponse to reactive oxygen species78/3918222/187236.17e-072.21e-0578
GO:0070997ColorectumADneuron death114/3918361/187231.13e-063.72e-05114
GO:0034599ColorectumADcellular response to oxidative stress94/3918288/187232.03e-066.02e-0594
GO:1901214ColorectumADregulation of neuron death99/3918319/187231.26e-052.76e-0499
GO:0042542ColorectumADresponse to hydrogen peroxide52/3918146/187232.83e-055.30e-0452
GO:0051402ColorectumADneuron apoptotic process77/3918246/187238.07e-051.28e-0377
GO:0036473ColorectumADcell death in response to oxidative stress35/391895/187232.58e-043.24e-0335
GO:0034614ColorectumADcellular response to reactive oxygen species50/3918155/187236.25e-046.49e-0350
GO:0043523ColorectumADregulation of neuron apoptotic process64/3918212/187238.95e-048.63e-0364
GO:0010876ColorectumADlipid localization120/3918448/187231.59e-031.33e-02120
GO:0006869ColorectumADlipid transport108/3918398/187231.67e-031.39e-02108
GO:00069791ColorectumSERresponse to oxidative stress114/2897446/187231.75e-081.28e-06114
GO:00003021ColorectumSERresponse to reactive oxygen species65/2897222/187231.21e-077.29e-0665
GO:00621971ColorectumSERcellular response to chemical stress87/2897337/187235.33e-072.59e-0587
GO:00345991ColorectumSERcellular response to oxidative stress73/2897288/187238.52e-062.86e-0473
GO:00425421ColorectumSERresponse to hydrogen peroxide42/2897146/187233.10e-058.27e-0442
GO:00709971ColorectumSERneuron death84/2897361/187235.76e-051.35e-0384
GO:00514021ColorectumSERneuron apoptotic process60/2897246/187231.65e-043.13e-0360
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa05014ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa05022ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050141ColorectumADAmyotrophic lateral sclerosis164/2092364/84654.28e-181.27e-168.09e-17164
hsa050221ColorectumADPathways of neurodegeneration - multiple diseases201/2092476/84654.54e-181.27e-168.09e-17201
hsa050222ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050142ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050223ColorectumSERPathways of neurodegeneration - multiple diseases168/1580476/84656.23e-192.07e-171.50e-17168
hsa050143ColorectumSERAmyotrophic lateral sclerosis138/1580364/84659.89e-192.99e-172.17e-17138
hsa050224ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050144ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050225ColorectumMSSPathways of neurodegeneration - multiple diseases192/1875476/84652.79e-201.04e-186.36e-19192
hsa050145ColorectumMSSAmyotrophic lateral sclerosis156/1875364/84651.43e-194.62e-182.83e-18156
hsa050146ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa050226ColorectumMSI-HPathways of neurodegeneration - multiple diseases107/797476/84651.24e-185.72e-174.80e-17107
hsa050147ColorectumMSI-HAmyotrophic lateral sclerosis95/797364/84652.31e-211.50e-191.26e-1995
hsa050227ColorectumMSI-HPathways of neurodegeneration - multiple diseases107/797476/84651.24e-185.72e-174.80e-17107
hsa05014210EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa05022210EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
hsa0501438EsophagusESCCAmyotrophic lateral sclerosis266/4205364/84651.31e-202.20e-181.13e-18266
hsa0502238EsophagusESCCPathways of neurodegeneration - multiple diseases318/4205476/84656.10e-152.04e-131.05e-13318
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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
SIGMAR1SNVMissense_Mutationrs376256711c.524N>Ap.Arg175Glnp.R175QQ99720protein_codingtolerated(0.06)possibly_damaging(0.799)TCGA-E2-A15R-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapycyclophosphamideSD
SIGMAR1SNVMissense_Mutationc.338N>Gp.Ser113Cysp.S113CQ99720protein_codingdeleterious(0)probably_damaging(0.935)TCGA-C5-A1MK-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycarboplatinPD
SIGMAR1SNVMissense_Mutationnovelc.121N>Cp.Glu41Glnp.E41QQ99720protein_codingtolerated(0.3)possibly_damaging(0.611)TCGA-MA-AA41-01Cervixcervical & endocervical cancerFemale<65I/IIUnknownUnknownSD
SIGMAR1SNVMissense_Mutationnovelc.118N>Ap.Glu40Lysp.E40KQ99720protein_codingtolerated(0.22)benign(0.01)TCGA-VS-A9U7-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
SIGMAR1SNVMissense_Mutationnovelc.355C>Tp.Arg119Cysp.R119CQ99720protein_codingdeleterious(0.01)benign(0.288)TCGA-A6-2686-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
SIGMAR1SNVMissense_Mutationrs755288111c.562N>Ap.Asp188Asnp.D188NQ99720protein_codingdeleterious(0.01)probably_damaging(0.944)TCGA-AA-3949-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
SIGMAR1SNVMissense_Mutationc.628N>Tp.Leu210Phep.L210FQ99720protein_codingtolerated(0.12)probably_damaging(0.951)TCGA-AA-A01K-01Colorectumcolon adenocarcinomaFemale>=65III/IVChemotherapyfolinicCR
SIGMAR1SNVMissense_Mutationc.626N>Ap.Gly209Aspp.G209DQ99720protein_codingdeleterious(0.01)possibly_damaging(0.499)TCGA-AD-6964-01Colorectumcolon adenocarcinomaMale<65III/IVChemotherapyfolfoxPD
SIGMAR1SNVMissense_Mutationrs149409262c.529N>Ap.Val177Ilep.V177IQ99720protein_codingtolerated(0.08)benign(0.081)TCGA-AJ-A3BG-01Endometriumuterine corpus endometrioid carcinomaFemale>=65I/IIChemotherapycarboplatinPD
SIGMAR1SNVMissense_Mutationrs777650644c.553N>Ap.Ala185Thrp.A185TQ99720protein_codingtolerated(0.08)benign(0.164)TCGA-AX-A0IZ-01Endometriumuterine corpus endometrioid 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
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELantagonist178103764FLUVOXAMINE
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELSSR-125329A
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELOPC-14523
10280SIGMAR1DRUGGABLE GENOME, ION CHANNEL(+)-[3H]-PENTAZOCINECHEMBL231119422853801
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELIsoindoline derivative 1
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELIsoindoline derivative 2
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELSSR-125047
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELantagonist385612191
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELANAVEX 2-73
10280SIGMAR1DRUGGABLE GENOME, ION CHANNELBenzamide derivative 11
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