Open Access Article
C. L. Logan Mackay
a,
Jens Soltwisch
b,
Bram Heijs
cd,
Karl W. Smith‡
e,
Faye L. Cruickshank
a,
Annika Nyhuisf,
Klaus Dreisewerd
b and
Diego Cobice
*e
aSIRCAMS, EastChem School of Chemistry, University of Edinburgh, Scotland, UK
bInstitute of Hygiene, University of Münster, Münster, Germany
cMass Spectrometry Imaging Group, Leids Universitair Medisch Centrum, Leiden, The Netherlands
dCenter for Proteomics & Metabolomics, Leiden University Medical Centre, Leiden, The Netherlands
eMass Spectrometry Centre, Biomedical Science Research Institute (BMSRI), Ulster University, Coleraine, Northern Ireland, UK. E-mail: d.cobice@ulster.ac.uk; Tel: +44 (0)2892 604456
fBruker Daltonics GmbH & Co. KG, Bremen, Germany
First published on 18th October 2021
Prostate cancer is initially treated via androgen deprivation therapy (ADT), a highly successful treatment in the initial pursuit of tumour regression, but commonly restricted by the eventual emergence of a more lethal ‘castrate resistant’ (CRPC) form of the disease. Intracrine pathways that utilize dehydroepiandrosterone (DHEA) or other circulatory precursor steroids are thought to generate relevant levels of growth-stimulating androgens such as testosterone (T) and dihydrotestosterone (DHT). Decoding this tissue-specific metabolic pathway is key for the development of novel therapeutic treatments. Mass spectrometry imaging (MSI) is an analytical technique that allows the visualization of the distribution of numerous classes of biomolecules within tissue sections. The analysis of androgens by liquid chromatography mass spectrometry (LC/MS)-based methods however presents a challenge due to their generally poor ionization efficiency and low physiological endogenous levels. In MSI, on-tissue chemical derivatization (OTCD) has enabled the limits of steroids to be imaged within tissues to be pushed by overcoming poor ionization performance. However, isobaric interference of key androgen derivatives such as T and DHEA can severely hamper studying the intracrinology in several diseases. Here, we have evaluated the use of laser induced post-ionization (MALDI-2) combined with trapped ion mobility separation (TIMS) and orthogonal time-of-flight (QTOF) MS for the visualization of isobaric derivatized androgens in murine tumour xenograft at about 50 μm spatial resolution. With this combination, isobaric T and DHEA were separated in tissue sections and the signals of derivatized steroids enhanced by about 20 times. The combination of TIMS and MALDI-2 thus shows unique potential to study tissue intracrinology within target tissues. This could offer the opportunity for many novel insights into tissue-specific androgen biology.
![]() | ||
| Fig. 1 Main castrate resistant prostate cancer (CRPC) androgen pathway. Adapted from Chang et al.1 | ||
Mass spectrometry imaging (MSI) is a versatile and multiplex analytical method, allowing the production of a 2D ion image of multiple metabolites in biological tissues.6 Androgens have been demonstrated to show poor ionization efficiency in liquid chromatography/mass spectrometry (LC/MS) analysis due to the lack of both hydrogen donor or acceptor moieties. Moreover, their physiological endogenous levels are generally low.7 Chemical derivatization (CD) approaches have been extensively used in LC/MS-based platforms in order to enhance ion production yields. In combination with matrix-assisted laser desorption ionization (MALDI) MSI, on-tissue chemical derivatization (OTCD) has been able to push the limits of steroid imaging within tissues by increasing signal intensity and overcoming poor ionization performance.8,9 Previous studies have demonstrated the use of hydrazine-based derivatization reagents in androgen MSI for murine tissue sections.10,11 However, isobaric interference of key derivatized androgens such as T and DHEA, along with ion suppression effects, remain an issue as both androgen derivatives share the same monoisotopic mass and the same fragmentation patterns upon several dissociation mechanisms.10
To overcome these issues, we here assessed, for the first time, the use of laser-induced post-ionization (MALDI-2), combined with trapped ion mobility separation (TIMS) (MALDI-2-TIMS) in the identification and distribution analysis of isobaric derivatized androgen in a murine tumour xenograft model. MALDI-2 is a recently introduced method for enhanced MSI of numerous classes of biomolecules including sterols,12 in tissue sections at high lateral resolution.13
In this proof of concept study, two derivatization reagents, namely Girard-T (GT) and Dansyl Hydrazine (DS) were evaluated using a timsTOF fleX MALDI-2 platform from Bruker. The laser-induced post-ionization process significantly improved sensitivity of the derivatized androgens and TIMS provided fast orthogonal separation that efficiently unravels isobaric androgen spectra. The result is not only the ability to extract mass information from single isobars, but also to differ isobars based on their different collisional cross sections (CCS) and hence ion mobility drift times. In this way, the spatial distribution of both DHEA and T in a murine xenograft model was achieved.
In this study, two hydrazine-based derivatization reagents were evaluated using previously described optimized reaction conditions8–10 to investigate the MALDI-2 signal enhancement and TIMS mobility separation performance (Fig. S1†). These reagents (Girard-T (GT) and Dansyl Hydrazine (DS)) (Fig. S1†) were screened off and on-tissue, and instrument parameters were optimized.
As shown in Fig. S2a,† testosterone GT-derivative (GT-T) was detected at m/z 402.3138 as a molecular ion (M+) with a mass accuracy (deviation from the calculated mass) of 5.7 ppm and a signal intensity of 5 × 106. Its sodium adduct was also observed at m/z 424.2947 [M + Na]+ with a mass accuracy of 2.8 ppm and a signal intensity of 5.5 × 105. Fig. S2b† displays dehydroepiandrosterone GT-DHEA detected at m/z 402.3143 (M+) with a mass accuracy of 6.9 ppm and a signal intensity of 6 × 106. Its sodium adduct was also detected at m/z 424.2946 [M + Na]+ with a mass accuracy of 2.6 ppm and a signal intensity of 1 × 106.
That both androgen derivatives displayed a sodium adduct is an interesting finding since these charged derivatives possess a quaternary amine moiety and sodium adduct formation therefore was not expected. Also, the detection of these ion species was not reported previously in the MALDI analysis of hydrazone derivatives. The adduct formation mechanism may be explained by the thermal proton transfer model,14 in which the absorption of laser light by matrix molecules results in an increased temperature, upon which the solid matrix melts and behaves in a similar manner to a polar solvent, before the occurrence of desorption. Adducts may then be generated by thermally induced reactions in a polar solvent-like matrix by proton transfer from the quaternary amine.
On the other hand, as is shown in Fig. S2c,† testosterone DS derivative (DS-T) displays a protonated mass at m/z 536.2942 [M + H]+ with a mass accuracy of 0.2 ppm and a signal intensity of 4 × 105. Sodiated adduct was also found at m/z 558.2757 [M + Na]+ with a mass accuracy of −0.7 ppm and a signal intensity of 2 × 105. The DHEA-DS derivative (DS-DHEA) was also detected (Fig. S2d†) as a radical cation at m/z 535.2868 (M+˙) with a mass accuracy of 0.9 ppm at 3.5 × 105 signal intensity and as a sodium adduct at m/z 558.2750 [M + Na]+ with a mass accuracy of −2.0 ppm and a signal intensity of 1.5 × 105.
It is important to note that even though both androgen derivatives can be resolved by mass, as DS-T is detected as protonated mass and DS-DHEA as radical cation, DS-T derivative may suffer from isobaric interference from the 13C isotope peak of DS-DHEA unless using ultra-high mass resolution analysers such as FT-ICR. The different behaviour of DS-derivatives regarding pseudomolecular ion formation may be attributable to their molecular structure. The protonation site of DS-T derivative could be either at the nitrogen of tertiary amine or hydrazine groups. In both scenarios the charge can be stabilized by the π–π system which, in case of testosterone, is extended to the steroid A ring due to its α,β-unsaturated carbonyl system at C4. Since DHEA-DS lacks this conjugated system, protonation is less energetically favoured, thus a radical cation may be formed by losing one electron from either the hydrazine or tertiary amine nitrogen by direct photo/thermal mechanism during the ionization process.
Isobaric GT-androgen derivatives were then subjected to TIMS separation based on their CCS. As shown in Fig. 2a, GT-T derivative exhibited two mobility signals at 1/K0 values of 1.208 and 1.190, presumably corresponding to its cis–trans isomeric structures across the enamine moiety double bond (C
N) on the A ring at C3. In contrast, the DHEA-GT derivative displayed only one mobility signal at 1.195 1/K0 (Fig. 2b) as the two isomeric structures could not be resolved, probably due to possible steric hindrance effects from the methyl group near the enamine moiety on the D ring at C17. Their sodiated adducts were also assessed and, interestingly displayed high, intensely distinct mobility signals at 1.251 1/K0 for GT-T (Fig. 2c) and 1.227 1/K0 for GT-DHEA (Fig. 2d).
If analysed from an equimolar mixture, the two isobaric androgen derivatives were resolved at M+ at 1.210 1/K0 for GT-T and 1.195 1/K0 for GT-DHEA (Fig. 2e) and at [M + Na]+ at 1.251 for GT-T and 1.227 for GT-DHEA with better resolution observed for the sodium adducts (Fig. 2f). This data suggested that there is a potential overlap of one GT-T isomer at 1.190 1/K0 with the GT-DHEA at 1.195 1/K0 at M+.
Mobilograms for dansyl derivatives are shown in Fig. 3. Protonated DS-T derivative exhibited two mobility signals at 1.296 and 1.253 1/K0 corresponding to its corresponding cis–trans isomeric structures, as previously observed for GT-derivatives (Fig. 3a). The radical DS-DHEA derivative only shows one intense mobility signal at 1.344 1/K0 (Fig. 3b). Regarding their sodium adducts, DS-T displayed two mobility signals at 1.394 and 1.353 1/K0 with only one signal observed for DS-DHEA at 1.381 1/K0, as shown in Fig. 3c and d.
From an equimolar mixture the two androgens derivatives were successfully resolved at [M + H]+ at 1.296/1.253 1/K0 for DS-T and at M+˙1.344 1/K0 for DS-DHEA (Fig. 3e). They were also resolved at [M + Na]+ mobility signals detected at 1.353 for GT-T and 1.381 1/K0 for GT-DHEA (Fig. 3f), with a better mobility resolution observed for the protonated/radical ions.
As clearly shown in Fig. 4a, GT-derivatives did not exhibit any signal enhancement upon MALDI-2. Since GT derivatives are already charged species, they apparently do not benefit from the MALDI-2 process. Similar observations have been made previously for example for quaternary phosphatidylcholines.15,16 On the contrary, signal intensity of DS-derivatives (accumulation of 20 random walk scans across the tissue) was enhanced upon MALDI-2 by about 20 times for DS-DHEA and 40 times for DS-T derivatives (Fig. 4b).
Since DS-derivatives are not charged species, they are more susceptible to ion suppression effects than GT-charged derivatives. In this case, MALDI-2 has substantially improved on-tissue signal intensity of DS-androgen derivatives.
The distributions of the endogenous isobaric androgens in the tissue was also assessed with and without MALDI-2. Signal of endogenous DS androgen derivatives without laser-induced post-ionization was considerable reduced as signal intensity for both DS derivatives were suppressed; for the DS-T derivative, the signal was almost undetectable as displayed in Fig. 4c. As a result, the MSI image of DS-DHEA at m/z 535.2862 (sum of cis–trans isomers at 1.381 and 1.345 1/K0) and DS-T at m/z 536.2948 (sum of cis–trans isomers at 1.296 and 1.253 1/K0) displayed low signal intensity, as shown in Fig. 4d and e, respectively. Upon enabling MALDI-2, tissue signal on the selected region of interest (ROI) was greatly improved, as shown in Fig. 4f. Consequently, MSI images signal intensities of DS-DHEA at m/z 535.2862 and DS-T at m/z 536.2948 were enhanced by approximately 5 times for DS-DHEA and by about 20 times for DS-T, as is shown in Fig. 4g and h respectively.
For molecular mapping of these androgens, GT was selected as derivatization reagent, because this achieved the best signal intensity and well-resolved mobilograms using sodium adducts for both T and DHEA derivatives.
As shown in Fig. 5, endogenous T and DHEA were detected as GT derivatives at m/z 424.2947, corresponding to the [M + Na]+ species with a mass accuracy of 2.3 ppm (Fig. 5i). T and DHEA were successful resolved by their distinct CCS of their sodium adducts at 1.259 1/K0 and 1.231 1/K0, respectively, as shown in Fig. 5a. Spatial distributions shown discrete localization within the tumour tissue with perfect co-localization were observed for both steroids (Fig. 5c and d).
Histological staining with haematoxylin and eosin (H&E) (Fig. 5b) was used to assess if any distinct morphological regions or differential cell types could be observed in the tissue that may be related to the intracrine conversion of androgens. The distributions of T and DHEA showed potential areas of differentiation, as indicated in Fig. 5e and f. A magnification is indicated up to 5× on the tissue regions of interest indicated in Fig. 5g.
Upon magnification, blood cells were distinguished from the mesenchymal stroma cells present, displaying nuclei stained as the darker coloured purple spots at 5×. Basal cells of the stroma are also observed as the uniform cells bordering the darker tissue staining of the blood vessels (highlighted in red). The blood vessels were less uniform and looked disordered within the tissue stains. No further differentiation of cell types was observed at these potential sites, and no distinct cell types were observed when correlating them with derivatized androgen signal detected. To confirm the identification of both active androgens in the tumour tissue, LC/MS was performed on tissue homogenate, giving a concentration of 31 pg g−1 for T and 52 pg g−1 for DHEA (Fig. S5†).
This offers the opportunity for many novel insights into tissue-specific androgens biology. Importantly, the use of this platform facilitates the analysis of previously inaccessible biologically relevant isobaric steroids through adaptation of existing chemical derivatisation methods. This platform may be applicable to other carbonyl containing molecules such as aldehydes, enolates and also amides/esters, in which case, will be feasible prior carbonyl activation. This technique may also be extended to study other poor ionisable carbonyl-containing molecules in biological relevant tissues such as kidney, brain and adrenal gland.
:
10
:
0.1 (v/v/v) methanol
:
water
:
trifluoroacetic acid (TFA) (10 mL) and were introduced to the ImagePrep® device (Bruker Daltonik, Bremen GmbH & Co. KG). A custom-edited method was created on the ImagePrep operating system as previously described by Smith et al.17 One-step was programmed to run for approximately 1 hour to achieve reaction completion. Conditions were as follows; ‘matrix thickness’ was manual set to 40 cycles, spray power at 25% and a fixed spray time of 2.2 s. Incubation time was set at 30 s with a fixed drying time of 60 s, which led to a final OTCD time of approximately 60 min per slide and a reagent density of 0.05 mg cm−2 for GT and 0.06 mg cm−2 for DS. The ImagePrep has an in-built sensor that is designed to monitor and control the thickness of MALDI matrices applied to sample slides. However, this feature was not used for reagent application.
:
30 (v/v) acetonitrile
:
water + 0.1% v/v TFA) was applied in four passes using a modified 3D printer, as described in Tucker et al.18 A flow rate of 0.1 mL min−1 with a gas pressure of 2 bar, bed temperature of 30 °C, a z-height of 30 mm and stage velocity of 1100 mm min−1, averaging a run time of 24 min per slide. A uniform coating of matrix was achieved with a coverage of 0.11 mg cm−2. Matrix deposition conditions were evaluated—see ESI† for further details.
| MALDI | Matrix-assisted laser desorption/ionization |
| MALDI-2 | Matrix-assisted laser desorption/ionization combined with laser-induced post-ionization |
| TIMS | Trapped ion mobility spectrometry |
| tof | Time-of-flight |
| OTCD | On-tissue chemical derivatization |
| CD | Chemical derivatization |
| MSI | Mass spectrometry imaging |
| T | Testosterone |
| DHEA | Dehydroepiandrosterone |
| CRPC | Castrate resistance prostate cancer |
| MS | Mass spectrometry |
| LC/MS | Liquid chromatography/mass spectrometry |
Footnotes |
| † Electronic supplementary information (ESI) available: Method development including histological staining, LC-MS/MS tissue homogenate confirmatory analysis and additional figures and tables. See DOI: 10.1039/d1ra06086d |
| ‡ Current address: National High Magnetic Field Laboratory (NHFML), Tallahassee, FL, USA. |
| This journal is © The Royal Society of Chemistry 2021 |