mapping procedure Search Results


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(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
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MultiQTL Inc one-qtlmulti-trait interval mapping (mim) procedure
(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
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(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
One Qtl Single Trait Interval Mapping Procedure, supplied by MultiQTL Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Meso Scale Diagnostics LLC fast reverse-mapping procedure for vinyl polymer chains
(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
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MBF Bioscience neurolucida mapping procedures
(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
Neurolucida Mapping Procedures, supplied by MBF Bioscience, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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BioNano Genomics optical mapping procedure
(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
Optical Mapping Procedure, supplied by BioNano Genomics, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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BioNano Genomics dna isolation, labelling and optical mapping procedure
(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
Dna Isolation, Labelling And Optical Mapping Procedure, supplied by BioNano Genomics, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Pepscan Inc hisensetm epitope mapping procedure
(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction <t>eQTL</t> <t>in</t> <t>MetaBrain</t> Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.
Hisensetm Epitope Mapping Procedure, supplied by Pepscan Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
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Image Search Results


(A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction eQTL in MetaBrain Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.

Journal: bioRxiv

Article Title: Brain expression quantitative trait locus and network analysis reveals downstream effects and putative drivers for brain-related diseases

doi: 10.1101/2021.03.01.433439

Figure Lengend Snippet: (A) Spearman correlations between the 5 predicted cell count proportions. Lower triangle is within cortex samples, upper triangle is within cerebellum samples. (B) Predicted cell type proportions (x-axis) compared to cell type proportions measured using immunohistochemistry (IHC; y-axis) for 42 ROSMAP samples. Values in the plot are Pearson correlation coefficients. Cell count predictions for most cell types closely approximates actual IHC cell counts, although neurons are underestimated. (C) Number of cell type interacting eQTLs for Cortex-EUR deconvoluted cell types. The majority of interactions are with neurons and oligodendrocytes. Notably, most interactions are unique for one cell type in 90% of the cases. ( D, E, F ) Replication of cell type interacting eQTLs for STMN4 ( D ), FAM221A ( E ) and SLC25A27 ( F ), consisting of the scatterplot of the interaction eQTL in MetaBrain Cortex-EUR bulk RNA-seq (left) and a forest plot for the eQTL effect in the ROSMAP snRNA-seq data (right). Scatterplot: the x-axis shows the estimated cell type proportion, the y-axis shows the gene expression, each dot represents a sample. Colors indicate SNP genotype, with yellow being the minor allele. Values under the alleles are Spearman correlation coefficients. Forest plot: Spearman coefficients with effect direction relative to the minor allele when replicating the eQTL effect in ROSMAP single nucleus data (n=38). Error bars indicate 95% confidence interval. Each row denotes a cell type specific dataset: excitatory neurons (EX), oligodendrocytes (OLI), inhibitory neurons (IN), astrocytes (AST), oligodendrocyte precursor cells (OPC), microglia (MIC), pericytes (PER) and endothelial cells (END). Cell types highlighted in bold reflect the equivalent to the cell type used in the interaction eQTL.

Article Snippet: Since the procedures for eQTL mapping were identical between MetaBrain and eQTLGen, our results highlight the relevance of tissue-specific eQTL mapping to accurately assess the directionality of eQTLs, which can elucidate eQTLs with opposite allelic effects .

Techniques: Cell Counting, Immunohistochemistry, RNA Sequencing, Gene Expression