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ZENODO
Dataset . 2025
Data sources: ZENODO
ZENODO
Dataset . 2025
Data sources: Datacite
ZENODO
Dataset . 2025
Data sources: Datacite
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MAMSI Supplementary Dataset

Authors: Kopecky, Lukas; Sands, Caroline; Gomez Romero, Maria; Misra, Shivani; Want, Elizabeth; Ebbels, Timothy;

MAMSI Supplementary Dataset

Abstract

Supplementary dataset for the "MAMSI: Integration of multi-assay liquid chromatography – mass spectrometry metabolomics data using multi-view machine learning" publication. This repository contains 3 dataset originating from 2 studies that were run at the UK National Phenome Centre (NPC). All of these datasets contain multi-assay metabolomics data: The AddNeuroMed study dataset was collected as part of the “European Collaboration for the Discovery of Novel Biomarkers for Alzheimer’s Disease (AD)” [1]. There are three LC-MS serum assays available: HILIC positive ionization assay (HILIC +), and lipidomic RPC positive ionization (Lipid RPC +) and negative ionization (Lipid RPC -) assays [2]. These data were converted to mzML format using ProteoWizard [3], pre-processed using XCMS [4] and nPYc toolbox [5] software resulting in 681, 4886 and 2091 features for HILIC +, lipid RPC +, and lipid RPC - respectively. A total of 577 subjects were available, 294 of those were female and 283 were male. The MY DIABETES study [6] comprises individuals of White, South Asian and African-Caribbean ancestry, mostly diagnosed with type 1 diabetes under the age of 30. Three LC-MS serum assays are available: HILIC +, Lipid RPC + and Lipid RPC -, containing 613, 1771 and 907 features respectively. There are also three urine assays: HILIC +, and RPC for small molecule separation in both positive ionization (SmMol RPC +) and negative ionization (SmMol RPC +) containing 2600, 12817 and 7142 features respectively [2]. All assays were pre-processed using ProteoWizard, XCMS and the nPYc toolbox software. A total of 984 subjects were available in this study, 540 of those were female and 444 were male. Table 1: National Phenome Centre LC-MS assay names and descriptions. NPC Assay Name CSV File Name Description HILIC + hpos HILIC positive ionisation assay Lipid RPC + lpos Lipidomic RPC positive ionisation assay Lipid RPC - lneg Lipidomic RPC negative ionisation assay SmMol RPC + rpos Small molecule separation positive ionisation assay SmMol RPC + rneg Small molecule separation negative ionisation assay

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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