Reach Us +32 28082557
Matching Shotgun Metabolomic Ions from Urine Samples to Reference Standards and the HMDB Database for Metabolite Identification: It is Not as Straight-Forward as You Think.
ISSN: 2157-7064
Journal of Chromatography & Separation Techniques

Like us on:

Make the best use of Scientific Research and information from our 700+ peer reviewed, Open Access Journals that operates with the help of 50,000+ Editorial Board Members and esteemed reviewers and 1000+ Scientific associations in Medical, Clinical, Pharmaceutical, Engineering, Technology and Management Fields.
Meet Inspiring Speakers and Experts at our 3000+ Global Conferenceseries Events with over 600+ Conferences, 1200+ Symposiums and 1200+ Workshops on Medical, Pharma, Engineering, Science, Technology and Business
All submissions of the EM system will be redirected to Online Manuscript Submission System. Authors are requested to submit articles directly to Online Manuscript Submission System of respective journal.

Matching Shotgun Metabolomic Ions from Urine Samples to Reference Standards and the HMDB Database for Metabolite Identification: It is Not as Straight-Forward as You Think.

Iles RK1* and Trivedi DK2

1MAP Diagnostics, The BioPark, Welwyn Garden City, AL7 3AX, UK

2University of Manchester, 131 Princess Street, Manchester M1 7DN, UK

*Corresponding Author:
Iles RK
MAP Diagnostics, The BioPark
Welwyn Garden City, AL7 3AX, UK
Tel: 440-208-411-5440
E-mail: [email protected]

Received date: January 28, 2015; Accepted date: January 29, 2015; Published date: January 31, 2015

Citation: Iles RK, Trivedi DK (2015) Matching Shotgun Metabolomic Ions from Urine Samples to Reference Standards and the HMDB Database for Metabolite Identification: It is Not as Straight-Forward as You Think. J Chromatogr Sep Tech 6:e129. doi:10.4172/2157-7064.1000e129

Copyright: © 2015 Iles RK, et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Visit for more related articles at Journal of Chromatography & Separation Techniques


MDMB; Urinary metabolomics; Shotgun analysis; dihydrouracil; Progesterone; Molecular ion spectra

The analyst creed has always been “isolate, identify and quantify”, and thus for a century or more chemistry and analytical science has been dedicated to these aims. Initially, we only isolated our desired molecule as single entities from a complex mixture and then quantified it. Often this was laborious and complex. Rapid and resource efficient techniques developed; but the need to evaluate multi-components and their relative balance, or imbalance, in complex bio-systems has become the expectation in medicine and other disciplines. The need to run multiple specific molecular tests is extremely resource intensive. However, as we progressed we realised that we could simultaneously isolate (resolve) multiple analytes in complex mixtures quickly and quantitate these resolved molecules (at least relatively) by rapid powerful technologies such as chromatography coupled mass spectrometry. This has led to the development of the analytical specialties of proteomics and metabolomics [1].

The expectation has been that identification of resolved molecules would also be rapid and straight forward, particularly as mass spectrometry should give characteristic mass and mass fragmentation spectra [2,3]. However, this has not proven to be the case and only resolved molecules that are shown to be of interest (because in complex mixtures the resolved peak changes are associated with a condition or biological phenomena) are identified [4-6].

Often we match a resolved molecule to characteristics of a pure standard and spike the standard into the sample to observe intensification of the peak in question. However, ultimately, only mass spectral fragmentation is considered conclusive identification [7,8]. In this respect the aim is to match the MS/MS pattern of molecular ions of your resolved molecules with online reference library databases and hence achieve identifications within minutes.

Although these are logical strategies, the biological matrix and biological processing within a sample when subjected to one or other mass spectrometry technique introduce an element of what is best described as a Chaos effect (from Chaos theory where multiple small components alter significantly the end pattern).

The distributions of the atomic nuclei of a compounds component atom’s are generally well defined in a molecule; and even the more mobile electrons are within defined probability orbitals. In general these distributions of atomic molecular forces are stable and a given molecule will fragment, in a mass spectrometer, in a reproducible manner. However, fragmentation spectral databases are largely derived from pure standards, subject to mass analysis within a defined matrix and storage. The external forces acting on the same compound in a complex biological specimen are not the same. These may alter, in a minor way, the distribution of atomic forces and electron orbital distributions of the compound. Thus fragmentation may be effected and this could lead to characteristic spectra of a standard not quite matching the same molecule from a biological sample peak spectra. Thus, that identification of metabolites may, like weather forecasting, not be an exact matching science.

Experimental Examples

We have been examining metabolomic changes associated with maternal urine of those pregnant with an aneuploid fetus. Two principle component analytes, of m/z 114.07 and 315.2, were identified as major metabolomic marker peaks of fetal Down syndrome in maternal urine. We subsequently identified these as dihydrouracil (mass of 114.103 Da) and progesterone (mass of 314.46 Da) but this was not as straightforward as we hoped [9].

Dihydrouracil Matching

During our experiments in which samples were resolved by HILIC and Reverse Phase HPLC and subjected to electrospray ionisation, ion trap - time of flight (IT – ToF) MS/MS mass spectrometry following. The dihydrouracil standard was observed to form [M+H]+ ions and hence, m/z = 115.05 was trapped in IT instead of m/z of 114.07 which is the molecular ion for what we now believe to be in vivo dihydrouracil resolved in urine samples. The MS/MS ions obtained from running standard Dihydrouracil (115.05 m/z) were compared with the Down syndrome aneuploidy principal component identified metabolomic marker with m/z 114.07.

The dihydrouracil standard, being a pure standard, ionised better than the proposed endogenous dihydrouracil present in the urine samples. This may explain why, during MS/MS fragmentation, standard preparation dihydrouracil appeared to more readily form [M+H]+ ions whereas in vivo dihydrouracil in the urine samples formed abundance of molecular ions with a positive charge: Following MS/MS of dihydrouracil standard resolved by LC-MS, Sparidans et al. [10] reported obtaining product ions m/z – 73, due to loss of H2CCO; m/z- 55 ,from the loss of NH2CONH2 and m/z – 56, due to the formation of NH2CONH3 + and theses are therefore described as characteristic molecular ions of dihydrouracil in the HMDB database. Figure 1 shows possible fragments of dihydrouracil. A fragment ion with m/z of 57.3, observed in the urine sample as well as dihydrouracil standard analysis could also be due to a double charged dihydrouracil. An ion of m/z of 57 could also be observed if the molecule ionises into two equal fragments (C2H3NO). The formation of molecular cation from C3H5NO could produce fragments with a positive charge and m/z of 71.04 which was observed in the urine samples and is also listed within the MS/MS reference spectra of dihydrouracil within HMDB.


Figure 1: Proposed MS/MS fragmentation of endogenous dihydrouracil from a urine matrix

The product ions with m/z values of 93.31, 69.77 and 56.74 were obtained for the dihydrouracil standard and these matched with product ions of a precursor ion with m/z of 114.07 in urine sample. The ion with m/z of 56.4 and its ortholog [M+H]+ ion with m/z of 57.4 were found to be a common fragment ion in endogenous urinary and standard dihyroruracil MS/MS spectra respectively. Dihydrouracil standard and the unknown ion with m/z of 114.07 in the urine samples had identical retention times in HILIC and RPLC. However, as demonstrated the parent ion and mass spectral patterns only partly matched in comparative experiments and that registered in the HMDB.

Progesterone Matching

The mechanism of MS/MS fragmentation of steroids in general and progesterone in particular, is complex and mainly involves σ-bond cleavages [11]. Figure 2 shows the possible fragmentation pattern that progesterone may undergo to form these ions.


Figure 2: Proposed MS/MS fragmentation of endogenous Progesterone from urine matrix

In our study, the three major fragment ions observed in the urine samples and when a progesterone standard was run had m/z values of 109.07, 123.1 and 133.1. However, the most abundant ion in our comparative study was observed to be m/z of 255.2. The m/z of 255.2 and 133.1 are not registered in the HMDB as known progesterone MS/ MS spectral fragments. Zhang et al. [12], using tandem MS conditions, reported that majority of fragmentations occurred by the cleavage of peripheral groups followed by the cleavage of the rings [12]. The cleavage of ring A with intact C=O and CH3 groups may give the fragment with m/z of 109.07 and formula of C7H9O•. As suggested by Hammerum and Djerassi [13] ketene elimination and cleavage of ring B seems to be fragmentation mechanism evident in formation of ion with m/z of 109.07 as well as m/z of 123.1. Partial loss of ring B and total loss of ring C and D from the intact progesterone could produce the fragment with m/z of 133.1. However, the extent to which hydrogen rearrangement takes place within progesterone is unknown and how a complex matrix will effect that re-arrangement is entirely speculative.

The relative abundance of m/z 255.2 could be due to the easier fragmentation of the peripheral functional groups in most of the progesterone present in the urine matrix samples and spiked standard. Thus, under these conditions along with loss of peripheral groups on rings A and D and with loss of hydrogen on ring D, hydrogen rearrangement may take place leading to formation of positively charged molecule (C19H27• ) with m/z of 255.2. 5.


As more data from in vivo metabolomic samples and perhaps more sophisticated adaptive matching software, are added to the HMDB, rapid identification of marker metabolites will be made with higher degrees of confidence. Until then analytical skill, experience and judgment are critical to the speciality. On balance we are reasonably certain that the metabolomic markers of Down syndrome identified in our study are endogenous dihydrouracil and progesterone; but with only marginally more confidence than the supercomputer, chaos theory modelled, weather forecast for the next day.


Select your language of interest to view the total content in your interested language
Post your comment

Share This Article

Article Usage

  • Total views: 12221
  • [From(publication date):
    March-2015 - Sep 15, 2019]
  • Breakdown by view type
  • HTML page views : 8423
  • PDF downloads : 3798