Method Article

Sample Preparation for Rapid Lipid Analysis in Drosophila Brain Using Matrix-Assisted Laser Desorption/Ionization Mass Spectrometry Imaging

DOI:

10.3791/63930

July 14th, 2022

* These authors contributed equally

In This Article

Summary

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

The aim of this protocol is to provide detailed guidance on the proper sample preparation for lipid and metabolite analysis in small tissues, such as the Drosophila brain, using matrix-assisted laser desorption/ionization (MALDI) mass spectrometry imaging.

Abstract

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

Lipid profiling, or lipidomics, is a well-established technique used to study the entire lipid content of a cell or tissue. Information acquired from lipidomics is valuable in studying the pathways involved in development, disease, and cellular metabolism. Many tools and instrumentations have aided lipidomics projects, most notably various combinations of mass spectrometry and liquid chromatography techniques. Matrix-assisted laser desorption/ionization mass spectrometry imaging (MALDI MSI) has recently emerged as a powerful imaging technique that complements conventional approaches. This novel technique provides unique information on the spatial distribution of lipids within tissue compartments, which was previously unattainable without the use of excessive modifications. The sample preparation of the MALDI MSI approach is critical and, therefore, is the focus of this paper. This paper presents a rapid lipid analysis of a large number of Drosophila brains embedded in optimal cutting temperature compound (OCT) to provide a detailed protocol for the preparation of small tissues for lipid analysis or metabolite and small molecule analysis through MALDI MSI.

Introduction

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

Lipids are involved in a wide range of biological processes and can be broadly classified into five categories based on their structural diversity: fatty acids, triacylglycerols (TAGs), phospholipids, sterol lipids, and sphingolipids1. The fundamental functions of lipids are to provide energy sources for biological processes (i.e., TAGs) and form cellular membranes (i.e., phospholipids and cholesterol). However, additional roles of lipids have been noted in development and diseases, and have been extensively studied in the biomedical field. For instance, reports have shown that fatty acids of different lengths may have unique therapeutic roles. Short fatty acid chains can be involved in defense mechanisms against autoimmune diseases, medium-length fatty acid chains produce metabolites that can mitigate seizures, and long fatty acid chains generate metabolites that can be used to treat metabolic disorders2. In the nervous system, glia-derived cholesterol and phospholipids have been shown to be vital for synaptogenesis3,4. Other types of lipids have shown promise in medical applications, including sphingolipids utilized in drug delivery systems and saccharolipids used to support the immune system5,6. The numerous roles and potential therapeutic applications of lipids in the biomedical field have made lipidomics—the study of the pathways and interactions of cellular lipids—a critical and increasingly important field.

Lipidomics makes use of analytical chemistry to study the lipidome on a large scale. The main experimental methods utilized in lipidomics are based on mass spectrometry (MS) coupled with various chromatography and ion-mobility techniques7,8. The use of MS in the area is advantageous due to its high specificity and sensitivity, speed of acquisition, and unique capabilities to (1) detect lipids and lipid metabolites occurring even at low and transient levels, (2) detect hundreds of different lipid compounds in a single experiment, (3) identify previously unknown lipids, and (4) distinguish between lipid isomers. Among the developments in MS, including desorption electrospray ionization (DESI), MALDI, and secondary ion mass spectrometry (SIMS), MALDI MSI has emerged as a powerful imaging technique that complements conventional MS-based approaches by providing unique information on the spatial distribution of lipids within tissue compartments9,10.

The typical workflow of lipidomics consists of sample preparation, data acquisition using mass-spectrometry technology, and data analysis11. The study of lipids and metabolites in samples has led to the emergence of techniques to understand the physiological and pathological conditions of metabolic processes in organisms. While understanding biological interactions is important, the sensitivity of lipids and metabolites makes them difficult to image and identify without dyes or other modification. Changes in metabolite levels or distribution may lead to phenotypic changes. One tool used for metabolomic profiling is MALDI MSI, a label-free, in situ imaging technique capable of detecting hundreds of molecules simultaneously. MALDI imaging allows for the visualization of metabolites and lipids in samples while preserving their integrity and spatial distribution. Previous technology for lipid profiling involved the use of radioactive chemicals to individually map lipids, while MALDI imaging forgoes this and allows for the detection of a range of lipids simultaneously.

Lipid metabolism and homeostasis play important functions in cell physiology, such as the maintenance and development of the nervous system. One essential aspect of nervous system lipid metabolism is the lipid shuttling between neurons and glial cells, which is mediated by molecular carrier lipoproteins, including very-low-density lipoprotein (VLDL), low-density lipoproteins (LDL), and high-density lipoproteins (HDL)12. Lipoproteins contain apolipoproteins (Apo), such as ApoB and ApoD, which function as structural blocks of lipid cargo and as ligands for lipoprotein receptors. The neuron-glia crosstalk of lipids involves multiple players such as glia-derived ApoD, ApoE, and ApoJ, and their neuronal LDL receptors (LDLRs)13,14. In Drosophila, apolipophorin, a member of the ApoB family, is a major hemolymph lipid carrier15. Apolipophorin has two closely related lipophorin receptors (LpRs), LpR1 and LpR2, which are homologs of mammalian LDLR15,16. In previous studies, the astrocyte-secreted lipocalin Glial Lazarillo (GLaz), a Drosophila homolog of human ApoD, and its neuronal receptor LpR1 were discovered to cooperatively mediate neuron-glia lipid shuttling, thus regulating dendrite morphogenesis17. Therefore, it was speculated that the loss of LpR1 would cause a decrease in overall lipid content in the Drosophila brain. MALDI MSI would be a suitable tool for profiling the lipid contents in small tissues of LpR1−/− mutant and wild-type Drosophila brains, as demonstrated in this study.

Despite the growing popularity of MALDI MSI, the instrument's high cost and experimental complexity often impede its implementation in individual laboratories. Thus, most MALDI MSI studies are conducted using shared core facilities. As with other applications of MALDI MSI, a careful sample preparation process for lipidomics is critical to achieve reliable results. However, because sample slide preparation is typically performed in individual research laboratories, there is a possibility of variation in MALDI MSI acquisition. To combat this, this paper aims to provide a detailed protocol for the sample preparation of small biological samples prior to MALDI MSI measurement using lipid analysis of a large group of adult Drosophila brains in positive ion mode as an example11,17. However, some phospholipid classes and the majority of small metabolites are favorably detected by MALDI imaging in negative ion mode, which was described previously11. Therefore, with these two example studies, we hope to provide detailed sample preparation protocols of various combinations: free-standing large tissue versus embedded small tissue, thaw-mounting versus warm-slide mounting, and positive ion mode versus negative ion mode.

Access restricted. Please log in or start a trial to view this content.

Protocol

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

1. Fly head embedding

NOTE: The whole procedure takes ~45-60 min.

  1. Prepare the optimal cutting temperature compound (OCT compound) stage with a flat surface.
    1. Add OCT into a plastic cryomold (15 mm x 15 mm x 5 mm) to half of the depth of the cryomold and avoid bubble formation. Leave the mold on a flat surface for several minutes, and then transfer it onto dry ice.
    2. Keep the cryomold flat on the dry ice and allow the OCT to form a flat and even surface. Wait until the OCT is fully solidified in the mold. Use the frozen OCT stages immediately or store them at −80 °C.
  2. Anesthetize adult flies using CO2 (i.e., a CO2 pad).
    1. Prepare a Petri dish containing a piece of laboratory wipe. Use water to moisten part of the wipe to reduce the static electricity. Keep the wipe half wet and half dry.
    2. Under dissecting scope 1, use forceps to cut the fly head. Collect 4-5 heads each time and put them onto the dry area of the laboratory wipe.
      NOTE: The collection of 4-5 heads takes ~ 2 mins.
  3. Transfer the OCT stage from dry ice to the dissection scope.
    1. Take the OCT stage from dry ice to microscope 2, immediately transfer the heads to the OCT stage, and arrange them quickly, which takes ~30 s to avoid OCT melting. Leave ~1 mm of blank space around each fly brain to ensure adequate support from the OCT and 4-5 mm of blank space from the edge of the block to provide adequate room to handle the section. If the proboscis is too long, remove the tip; if it is not too long, keep it intact. Put the OCT stage back onto the dry ice and let it stay on for ~3 min to make sure the OCT stage remains frozen and solid.
    2. When the OCT stage is back on the dry ice and waiting for solidification, collect another round of heads. Repeat steps 1.2 and 1.3 to transfer additional samples onto the remaining space on the stage.
      NOTE: Eight heads are usually prepared for each genotype, and four genotypes are used in one OCT stage in this laboratory.
    3. Use two dissection microscopes, side by side, to avoid changing focus and increasing the time taken to transfer and arrange the heads on the OCT stage and to lower the risk of the OCT stage melting.
  4. After all the fly heads are aligned, let the OCT stage sit on the dry ice for another 5-10 min.
  5. Take the OCT stage away from the dry ice, put it on a flat surface (bench), and then, quickly, add a large amount of OCT compound to cover all the samples and fill the whole cryomold, which takes ~3 s.
  6. Immediately transfer the cryomold back to dry ice and freeze the whole OCT block containing the embedded tissues. Let the OCT stage sit on the dry ice for another 5-10 min. Label the samples on the margin of the cryomold.
  7. Store the frozen samples at −80 °C until ready for sectioning.

2. Cryosectioning the tissue

NOTE: When handling the indium tin oxide (ITO) slides, wear gloves at all times to avoid tissue contamination. Wearing a mask is also recommended to avoid breathing directly onto the slide.

  1. Confirm the ITO-coated side by testing the conductivity of the ITO slides using a voltmeter set to resistance. Mark the side with a resistance measurement as the side to adhere the tissue to. Label it and always set a laboratory wipe on the bottom of the slide to avoid slide contamination.
  2. Allow the tissues to equilibrate in the cryostat chamber for 30-45 min.
    1. To avoid the melting of the OCT, place all the necessary tools such as forceps and a thin-tipped artist brush in the cryostat chamber ahead of time to precool them.
  3. Clean the cryostat, preferably with 70% ethanol. Wipe the roll plate and stage and remove used blades. Use additional clean wipes to ensure that the ethanol has evaporated and that all the surfaces are dry before sectioning begins.
  4. Adjust the temperature of the cryostat chamber and specimen head according to the type of the tissue (e.g., −14 °C for liver, −20 °C for muscle, and −25 °C for skin10; −18 °C for fly heads in this protocol).
  5. Mount the tissue onto the specimen holder using OCT. Be careful to use enough OCT to cover the base of the OCT block and mount the block as flat as possible.
  6. Place a clean blade in the stage and lock it. Position the head of the specimen toward the stage as needed to achieve the desired cutting angle.
    1. Place the specimen block in an orientation where all genotypes/treatment groups are positioned vertically to the blade.
      NOTE: This ensures a consistent cutting plane and avoids cross-contamination from different groups. If cutting a different block of tissue, switch to a new blade between samples to prevent cross-contamination.
  7. Begin cutting in thick sections (50-100 µm) until the region of interest (e.g., the desired region of the brain) is found.
    1. Constantly brush off extra pieces with a precooled artist brush to keep the stage clean.
  8. Change the thickness of the sections to 10-12 µm once the desired region is reached.
    1. Adjust the chamber temperature slightly as necessary. For example, set a higher temperature if the section tends to flake or fall apart easily.
      NOTE: The recommended temperature for OCT blocks is −18 °C.
  9. Carefully collect the desired section and adhere it to the ITO slide. Perform this operation in the cryostat chamber.
    1. Take a room-temperature ITO slide and position it over the section, approach the section gently and quickly for the section to adhere to the slide without leaving traces on the cryostat stage.
      NOTE: The OCT will melt and cling to the slide.
  10. Place the slide aside in a rack or laboratory wipe outside the cryostat between the collections of multiple sections.
  11. If comparison across different samples of the same cohort is desired, place the sections from multiple samples onto a single slide for simultaneous analysis and minimal variation. If necessary, separate to two slides, as the MALDI target holder can accommodate two slides in a single run.
  12. Transport the slides in a vacuum box to a desiccator with desiccant as the bottom layer. Dry the slides under a vacuum for 30-60 min.
    NOTE: Alternatively, if the lab is not equipped with a vacuum desiccator, the slides should be kept at −20 °C throughout the process until storage at −80 °C within 24 h or shipping on dry ice to avoid the deterioration of lipids or metabolites.
  13. Proceed to matrix deposition. Use 2,5-dihydroxybenzoic acid (DHB) in methanol/water (70/30, v/v) as the matrix.
  14. If slides are not run immediately, either store the slides at −80 °C (up to 1 month for fly brain sections and 6 months for rodent brain sections), or immediately ship the sample to MALDI core facilities with adequate dry ice. For optimal storage and shipping, place the slides into a slide transporter and securely seal the opening with wax film. Seal with a zip bag, place it into another zip bag containing desiccant, and label the outside.
    NOTE: Refer to previous work for the followed steps of slide scanning, matrix deposition, and MALDI imaging procedures11.
  15. Perform matrix deposition using the automatic HTX M5 matrix sprayer and a 40 mg/mL solution of DHB in methanol/water (70/30, v/v). Spray the matrix at a customized flow rate of 0.12 mL/min and a nozzle temperature of 85 °C for 10 passes. Use an N2 gas pressure of 10 psi.
    NOTE: If the N2 gas pressure in the sprayer is lowered below 5 psi, a safety mechanism in the sprayer will shut the heater off at once to avoid any damage to the sprayer with a 1,300 mm/min spray velocity, 2 mm track spacing, 3 L/min flow rate, and 40 mm nozzle height.
  16. Use a MALDI time of flight (TOF) MS instrument (see the Table of Materials) in positive ion mode to acquire a mass spectrum within the mass ranges from m/z 50-1,000.
    1. To calibrate the instrument, spot 0.5 µL of red phosphorus emulsion in acetonitrile onto the ITO slides and use its spectra to calibrate the instrument in the 50-1,000 m/z mass range by applying a quadratic calibration curve2.
    2. Set the laser spot diameters to Medium, as it is the modulated beam profile for 40 µm raster width, and gather imaging data by summing 500 shots at a laser repetition rate of 1,000 Hz per array position.
    3. Use software (see the Table of Materials) to record and process the spectral data. Perform imaging data analysis using root mean square (RMS) normalization to generate ion images at a bin width of ±0.10 Da. Align the spectra of both the OCT and brain tissue from the same experiment using the software to evaluate the overlapping peaks and the ion suppression interference of the OCT (Supplemental Figure S1). After the experiment, process the MALDI slides containing the tissue samples by hematoxylin and eosin (H&E) staining, as previously described11.

Access restricted. Please log in or start a trial to view this content.

Results

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

The loss of the neuronal receptor LpR1 of the astrocyte-secreted lipocalin Glial Lazarillo (GLaz), a Drosophila homolog of human ApoD, was hypothesized to be able to cause a decrease in overall lipid content in the Drosophila brain. To test this, MALDI MSI was used to profile the lipids in LpR1−/− mutant and wild-type Drosophila brains, which is elaborated on below.

The experiment was performed according to the workflow shown in

Access restricted. Please log in or start a trial to view this content.

Discussion

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

As demonstrated in the study on the variations in lipid composition in mutant and wild-type Drosophila brains, MALDI MSI can be a valuable label-free imaging technique for in situ analysis of molecular distribution patterns within organs of small insects. Indeed, because lipids are distributed in both the brain tissue and fat bodies of Drosophila heads, conventional lipidomics approaches based on liquid-chromatography and mass-spectrometry (LC-MS) can detect only combined signals from both regi...

Access restricted. Please log in or start a trial to view this content.

Disclosures

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

The authors have no conflicts of interest to disclose.

Acknowledgements

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,

Yuki X. Chen, Kelly Veerasammy, and Mayan Hein are supported by the Sloan Foundation CUNY Summer Research Program (CSURP). Jun Yin is supported by the intramural research program of the National Institutes of Health Project Number 1ZIANS003137. Support for this project was provided by a PSC-CUNY Award to Ye He and Rinat Abzalimov, jointly funded by The Professional Staff Congress and The City University of New York.

Access restricted. Please log in or start a trial to view this content.

Materials

List of materials used in this article
NameCompanyCatalog NumberComments
2,5-Dihydroxybenzoic acid (DHB)Millipore Sigma Aldrich85707-1G-F
Andwin Scientific CRYOMOLD 15X15X5Fisher ScientificNC9464347
Andwin Scientific Tissue-Tek CRYO-OCT CompoundFisher Scientific14-373-65
Artist brush MSC #5 1/8 X 9/16 TRIM RED SABLEFisher Scientific50-111-2302
autoflex speed MALDI-TOF MS systemBruker Daltonics IncMALDI-TOF MS instrument
BD Syringe with Luer-Lok TipsFisher Scientific14-823-16E
BD Vacutainer General Use Syringe NeedlesFisher Scientific23-021-020
Bruker Daltonics GLASS SLIDES MALDI IMAGNGFisher ScientificNC0380464
Drierite, with indicator, 8 mesh, ACROS OrganicsAC219095000
Epson Perfection V600 Photo ScannerAmazonPerfection V600
Fisherbrand 5-Place Slide MailerFisher ScientificHS15986
Fisherbrand Digital Auto-Range MultimeterFisher Scientific01-241-1
FlexImaging v3.0Bruker Daltonics IncBruker MS imaging analysis software
HPLC Grade MethanolFisher ScientificMMX04751
HPLC Grade WaterFisher ScientificW5-1
HTX M5 SprayerHTX Technologies, LLCAutomatic heated matrix sprayer
Kimberly-Clark Professional Kimtech Science Kimwipes Delicate Task WipersFisher Scientific06-666A
MSC Ziploc Freezer BagFisher Scientific50-111-3769
SCiLS Lab (2015b)SCiLS LabAdvanced MALDI MSI data analysis software
Thermo Scientific CryoStar NX50 CryostatFisher Thermo Scientific95-713-0
Thermo Scientific Nalgene Transparent Polycarbonate Classic Design DesiccatorFisher Scientific08-642-7

References

Loading...
$$\rightleftharpoonup{xx}$$ $$\longleftharp{xx}$$, $$\longrightharp{xx}$$,
  1. Park, J., et al. Bioactive lipids and their derivatives in biomedical applications. Biomolecules & Therapeutics. 29 (5), 465-482 (2021).
  2. Augustin, K., et al. Mechanisms of action for the medium-chain triglyceride ketogenic diet in neurological and metabolic disorders. Lancet Neurology. 17 (1), 84-93 (2018).
  3. Baldwin, K. T., Eroglu, C. Molecular mechanisms of astrocyte-induced synaptogenesis. Current Opinion in Neurobiology. 45, 113-120 (2017).
  4. Mauch, D. H., et al. Cns synaptogenesis promoted by glia-derived cholesterol. Science. 294 (5545), 1354-1357 (2001).
  5. Hannun, Y. A., Obeid, L. M. Sphingolipids and their metabolism in physiology and disease. Nature Reviews Molecular Cell Biology. 19 (3), 175-191 (2018).
  6. Zhou, F., Ciric, B., Zhang, G. X., Rostami, A. Immunotherapy using lipopolysaccharide-stimulated bone marrow-derived dendritic cells to treat experimental autoimmune encephalomyelitis. Clinical and Experimental Immunology. 178 (3), 447-458 (2014).
  7. Carrasco-Pancorbo, A., Navas-Iglesias, N., Cuadros-Rodriguez, L. From lipid analysis towards lipidomics, a new challenge for the analytical chemistry of the 21st century. Part I: Modern lipid analysis. TrAC Trends in Analytical Chemistry. 28 (3), 263-278 (2009).
  8. Navas-Iglesias, N., Carrasco-Pancorbo, A., Cuadros-Rodriguez, L. From lipids analysis towards lipidomics, a new challenge for the analytical chemistry of the 21st century. Part II: Analytical lipidomics. TrAC Trends in Analytical Chemistry. 28 (4), 393-403 (2009).
  9. Yang, K., Han, X. Lipidomics: Techniques, applications, and outcomes related to biomedical sciences. Trends in Biochemical Sciences. 41 (11), 954-969 (2016).
  10. Norris, J. L., Caprioli, R. M. Analysis of tissue specimens by matrix-assisted laser desorption/ionization imaging mass spectrometry in biological and clinical research. Chemical Reviews. 113 (4), 2309-2342 (2013).
  11. Veerasammy, K., et al. Sample preparation for metabolic profiling using MALDI mass spectrometry imaging. Journal of Visualized Experiments. (166), e62008(2020).
  12. Tracey, T. J., Steyn, F. J., Wolvetang, E. J., Ngo, S. T. Neuronal lipid metabolism: Multiple pathways driving functional outcomes in health and disease. Frontiers in Molecular Neuroscience. 11, 10(2018).
  13. Jackson, C. L., Walch, L., Verbavatz, J. M. Lipids and their trafficking: An integral part of cellular organization. Developmental Cell. 39 (2), 139-153 (2016).
  14. Wang, H., Eckel, R. H. What are lipoproteins doing in the brain. Trends in Endocrinology and Metabolism. 25 (1), 8-14 (2014).
  15. Palm, W., et al. Lipoproteins in Drosophila melanogaster-Assembly, function, and influence on tissue lipid composition. PLoS Genetics. 8 (7), 1002828(2012).
  16. Parra-Peralbo, E., Culi, J. Drosophila lipophorin receptors mediate the uptake of neutral lipids in oocytes and imaginal disc cells by an endocytosis-independent mechanism. PLoS Genetics. 7 (2), 1001297(2011).
  17. Yin, J., et al. Brain-specific lipoprotein receptors interact with astrocyte derived apolipoprotein and mediate neuron-glia lipid shuttling. Nature Communications. 12 (1), 2408(2021).
  18. Tuthill, B. F., Searcy, L. A., Yost, R. A., Musselman, L. P. Tissue-specific analysis of lipid species in Drosophila during overnutrition by UHPLC-MS/MS and MALDI-MSI. Journal of Lipid Research. 61 (3), 275-290 (2020).
  19. Kaya, I., Jennische, E., Lange, S., Malmberg, P. Multimodal chemical imaging of a single brain tissue section using ToF-SIMS, MALDI-ToF and immuno/histochemical staining. Analyst. 146 (4), 1169-1177 (2021).
  20. Phan, N. T., Fletcher, J. S., Ewing, A. G. Lipid structural effects of oral administration of methylphenidate in Drosophila brain by secondary ion mass spectrometry imaging. Analytical Chemistry. 87 (8), 4063-4071 (2015).
  21. Dienel, G. A. Metabolomic and imaging mass spectrometric assays of labile brain metabolites: Critical importance of brain harvest procedures. Neurochemical Research. 45 (11), 2586-2606 (2020).
  22. Schwartz, S. A., Reyzer, M. L., Caprioli, R. M. Direct tissue analysis using matrix-assisted laser desorption/ionization mass spectrometry: Practical aspects of sample preparation. Journal of Mass Spectrometry. 38 (7), 699-708 (2003).
  23. Phan, N. T., Mohammadi, A. S., Dowlatshahi Pour, M., Ewing, A. G. Laser desorption ionization mass spectrometry imaging of Drosophila brain using matrix sublimation versus modification with nanoparticles. Analytical Chemistry. 88 (3), 1734-1741 (2016).
  24. Niehoff, A. C., et al. Analysis of Drosophila lipids by matrix-assisted laser desorption/ionization mass spectrometric imaging. Analytical Chemistry. 86 (22), 11086-11092 (2014).
  25. Enomoto, Y., Nt An, P., Yamaguchi, M., Fukusaki, E., Shimma, S. Mass spectrometric imaging of GABA in the Drosophila melanogaster adult head. Analytical Sciences. 34 (9), 1055-1059 (2018).
  26. Yang, E., Gamberi, C., Chaurand, P. Mapping the fly malpighian tubule lipidome by imaging mass spectrometry. Journal of Mass Spectrometry. 54 (6), 557-566 (2019).
  27. Blanksby, S. J., Mitchell, T. W. Advances in mass spectrometry for lipidomics. Annual Review of Analytical Chemistry. 3, 433-465 (2010).
  28. Han, X. Lipidomics for studying metabolism. Nature Reviews Endocrinology. 12 (11), 668-679 (2016).
  29. Wang, M., Wang, C., Han, X. Selection of internal standards for accurate quantification of complex lipid species in biological extracts by electrospray ionization mass spectrometry-What, how and why. Mass Spectrometry Reviews. 36 (6), 693-714 (2017).

Access restricted. Please log in or start a trial to view this content.

Reprints and Permissions

Request permission to reuse the text or figures of this JoVE article

Request Permission

Tags

Lipidomics AnalysisMALDI Mass SpectrometryLipid ProfilingCryo SectioningMatrix DepositionOCT EmbeddingBrain Lipid Homeostasis

Related Articles