iroa is internal molecular standard  (IROA Technologies LLC)

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: MIMI Workflow : Detailed workflow illustrating input and output file formats for Preprocessing (mimi_cache_create) and Mass Analysis (mimi_mass_analysis) steps. Snippets of input abundance files and cache files for two independent Preprocessing runs are shown for the default natural atomic isotope ratios (blue headers; to identify metabolites in the test sample) and for an override file specifying \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$95\%$$\end{document} 13 C-labeled compounds (green headers; for the IROA-IS spike-in). In the cache files, natural minor isotopes for H and N are indicated in blue font; minor isotopes for C are in red font ( 13 C for natural ratios; 12 C for the spike-in). One or more cache files and MS peak lists (after calibration and peak picking; pink/orange headers) may be used as input for a single Mass Analysis run. A partial results table shows the layout for a run using both cache files and two sample replicates (data for the second replicate would appear as a second set of columns to the right). The same color scheme highlights output columns for corresponding inputs. The top row of the final output file contains the file path and name of the log file, which records metadata on how each workflow was run

Article Snippet: In brief, a diatom strain isolated from the Arabian Gulf was cultured in axenic conditions; the de-salted diatom extract was spiked with a 13 C-labeled IROA-IS internal molecular standard and FT-ICR-MS data were acquired using a time domain of 4 mega words across a mass range of 50–1000 m / z in negative ionization mode.

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: Effect of varying ppm error thresholds on peak assignments: Number of a monoisotopic and b fine-structure peak matches for peak lists from two technical replicates of a diatom sample (testdata1.asc and testdata1.asc) containing naturally abundant metabolites (blue/light blue bars) with a 13 C-labeled IROA-IS spike-in (orange/pink bars), when compared with a list of 8,529 unique chemical formulas for 16,089 distinct KEGG compounds ranging between 40–1000 Daltons. Comparisons were performed across a range of error thresholds against the theoretical masses of metabolites with either natural isotopic abundance (nat_nist) or 95 \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\%$$\end{document} 13 C-labeling (C13_95). a ) Number of distinct molecular features (monoisotopic masses) identified at varying -p settings of 0.1, 0.5, 1 ppm, with -vp held constant at 0.5 ppm. b ) Average number of minor isotopic variants detected per matched chemical formula at a -p setting of 0.5 and varying -vp values of 0.1, 0.5, 1 ppm

Article Snippet: In brief, a diatom strain isolated from the Arabian Gulf was cultured in axenic conditions; the de-salted diatom extract was spiked with a 13 C-labeled IROA-IS internal molecular standard and FT-ICR-MS data were acquired using a time domain of 4 mega words across a mass range of 50–1000 m / z in negative ionization mode.

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: MIMI Workflow : Detailed workflow illustrating input and output file formats for Preprocessing (mimi_cache_create) and Mass Analysis (mimi_mass_analysis) steps. Snippets of input abundance files and cache files for two independent Preprocessing runs are shown for the default natural atomic isotope ratios (blue headers; to identify metabolites in the test sample) and for an override file specifying \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$95\%$$\end{document} 13 C-labeled compounds (green headers; for the IROA-IS spike-in). In the cache files, natural minor isotopes for H and N are indicated in blue font; minor isotopes for C are in red font ( 13 C for natural ratios; 12 C for the spike-in). One or more cache files and MS peak lists (after calibration and peak picking; pink/orange headers) may be used as input for a single Mass Analysis run. A partial results table shows the layout for a run using both cache files and two sample replicates (data for the second replicate would appear as a second set of columns to the right). The same color scheme highlights output columns for corresponding inputs. The top row of the final output file contains the file path and name of the log file, which records metadata on how each workflow was run

Article Snippet: Fig. 3 Effect of varying ppm error thresholds on peak assignments: Number of a monoisotopic and b fine-structure peak matches for peak lists from two technical replicates of a diatom sample (testdata1.asc and testdata1.asc) containing naturally abundant metabolites (blue/light blue bars) with a 13 C-labeled IROA-IS spike-in (orange/pink bars), when compared with a list of 8,529 unique chemical formulas for 16,089 distinct KEGG compounds ranging between 40–1000 Daltons.

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: Effect of varying ppm error thresholds on peak assignments: Number of a monoisotopic and b fine-structure peak matches for peak lists from two technical replicates of a diatom sample (testdata1.asc and testdata1.asc) containing naturally abundant metabolites (blue/light blue bars) with a 13 C-labeled IROA-IS spike-in (orange/pink bars), when compared with a list of 8,529 unique chemical formulas for 16,089 distinct KEGG compounds ranging between 40–1000 Daltons. Comparisons were performed across a range of error thresholds against the theoretical masses of metabolites with either natural isotopic abundance (nat_nist) or 95 \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\%$$\end{document} 13 C-labeling (C13_95). a ) Number of distinct molecular features (monoisotopic masses) identified at varying -p settings of 0.1, 0.5, 1 ppm, with -vp held constant at 0.5 ppm. b ) Average number of minor isotopic variants detected per matched chemical formula at a -p setting of 0.5 and varying -vp values of 0.1, 0.5, 1 ppm

Article Snippet: Fig. 3 Effect of varying ppm error thresholds on peak assignments: Number of a monoisotopic and b fine-structure peak matches for peak lists from two technical replicates of a diatom sample (testdata1.asc and testdata1.asc) containing naturally abundant metabolites (blue/light blue bars) with a 13 C-labeled IROA-IS spike-in (orange/pink bars), when compared with a list of 8,529 unique chemical formulas for 16,089 distinct KEGG compounds ranging between 40–1000 Daltons.

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: MIMI Workflow : Detailed workflow illustrating input and output file formats for Preprocessing (mimi_cache_create) and Mass Analysis (mimi_mass_analysis) steps. Snippets of input abundance files and cache files for two independent Preprocessing runs are shown for the default natural atomic isotope ratios (blue headers; to identify metabolites in the test sample) and for an override file specifying \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$95\%$$\end{document} 13 C-labeled compounds (green headers; for the IROA-IS spike-in). In the cache files, natural minor isotopes for H and N are indicated in blue font; minor isotopes for C are in red font ( 13 C for natural ratios; 12 C for the spike-in). One or more cache files and MS peak lists (after calibration and peak picking; pink/orange headers) may be used as input for a single Mass Analysis run. A partial results table shows the layout for a run using both cache files and two sample replicates (data for the second replicate would appear as a second set of columns to the right). The same color scheme highlights output columns for corresponding inputs. The top row of the final output file contains the file path and name of the log file, which records metadata on how each workflow was run

Article Snippet: Snippets of input abundance files and cache files for two independent Preprocessing runs are shown for the default natural atomic isotope ratios (blue headers; to identify metabolites in the test sample) and for an override file specifying \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$95\%$$\end{document} 13 C-labeled compounds (green headers; for the IROA-IS spike-in).

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: Effect of varying ppm error thresholds on peak assignments: Number of a monoisotopic and b fine-structure peak matches for peak lists from two technical replicates of a diatom sample (testdata1.asc and testdata1.asc) containing naturally abundant metabolites (blue/light blue bars) with a 13 C-labeled IROA-IS spike-in (orange/pink bars), when compared with a list of 8,529 unique chemical formulas for 16,089 distinct KEGG compounds ranging between 40–1000 Daltons. Comparisons were performed across a range of error thresholds against the theoretical masses of metabolites with either natural isotopic abundance (nat_nist) or 95 \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\%$$\end{document} 13 C-labeling (C13_95). a ) Number of distinct molecular features (monoisotopic masses) identified at varying -p settings of 0.1, 0.5, 1 ppm, with -vp held constant at 0.5 ppm. b ) Average number of minor isotopic variants detected per matched chemical formula at a -p setting of 0.5 and varying -vp values of 0.1, 0.5, 1 ppm

Article Snippet: Snippets of input abundance files and cache files for two independent Preprocessing runs are shown for the default natural atomic isotope ratios (blue headers; to identify metabolites in the test sample) and for an override file specifying \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$95\%$$\end{document} 13 C-labeled compounds (green headers; for the IROA-IS spike-in).

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: MIMI Workflow : Detailed workflow illustrating input and output file formats for Preprocessing (mimi_cache_create) and Mass Analysis (mimi_mass_analysis) steps. Snippets of input abundance files and cache files for two independent Preprocessing runs are shown for the default natural atomic isotope ratios (blue headers; to identify metabolites in the test sample) and for an override file specifying \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$95\%$$\end{document} 13 C-labeled compounds (green headers; for the IROA-IS spike-in). In the cache files, natural minor isotopes for H and N are indicated in blue font; minor isotopes for C are in red font ( 13 C for natural ratios; 12 C for the spike-in). One or more cache files and MS peak lists (after calibration and peak picking; pink/orange headers) may be used as input for a single Mass Analysis run. A partial results table shows the layout for a run using both cache files and two sample replicates (data for the second replicate would appear as a second set of columns to the right). The same color scheme highlights output columns for corresponding inputs. The top row of the final output file contains the file path and name of the log file, which records metadata on how each workflow was run

Article Snippet: The expected 13 C-labeled IROA-IS spike-in composition of around 500-1000 KEGG compounds (https://www.iroatech.com/wp-content/uploads/2022/02/TruQuant-Yeast-Extract-QC-Workflow-Kit-USER-MANUAL_022022.pdf) [ ] also compares well with the 618 and 1140 matched features at 0.5 and 1 ppm, respectively.

Techniques: Labeling

Journal: BMC Bioinformatics

Article Title: MIMI: Molecular Isotope Mass Identifier for stable isotope-labeled Fourier transform ultra-high mass resolution data analysis

doi: 10.1186/s12859-025-06348-1

Figure Lengend Snippet: Effect of varying ppm error thresholds on peak assignments: Number of a monoisotopic and b fine-structure peak matches for peak lists from two technical replicates of a diatom sample (testdata1.asc and testdata1.asc) containing naturally abundant metabolites (blue/light blue bars) with a 13 C-labeled IROA-IS spike-in (orange/pink bars), when compared with a list of 8,529 unique chemical formulas for 16,089 distinct KEGG compounds ranging between 40–1000 Daltons. Comparisons were performed across a range of error thresholds against the theoretical masses of metabolites with either natural isotopic abundance (nat_nist) or 95 \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\%$$\end{document} 13 C-labeling (C13_95). a ) Number of distinct molecular features (monoisotopic masses) identified at varying -p settings of 0.1, 0.5, 1 ppm, with -vp held constant at 0.5 ppm. b ) Average number of minor isotopic variants detected per matched chemical formula at a -p setting of 0.5 and varying -vp values of 0.1, 0.5, 1 ppm

Article Snippet: The expected 13 C-labeled IROA-IS spike-in composition of around 500-1000 KEGG compounds (https://www.iroatech.com/wp-content/uploads/2022/02/TruQuant-Yeast-Extract-QC-Workflow-Kit-USER-MANUAL_022022.pdf) [ ] also compares well with the 618 and 1140 matched features at 0.5 and 1 ppm, respectively.

Techniques: Labeling