Abstract
Schizophrenia is one of the major psychiatric disorders, and lipids have focused on the important roles in this disorder. In fact, lipids related to various functions in the brain. Previous studies have indicated that phospholipids, particularly ones containing polyunsaturated fatty acyl residues, are deficient in postmortem brains from patients with schizophrenia. However, due to the difficulties in handling human postmortem brains, particularly the large size and complex structures of the human brain, there is little agreement regarding the qualitative and quantitative abnormalities of phospholipids in brains from patients with schizophrenia, particularly if corresponding brain regions are not used. In this study, to overcome these problems, we employed matrix-assisted laser desorption/ionization imaging mass spectrometry (IMS), enabling direct microregion analysis of phospholipids in the postmortem brain of a patient with schizophrenia via brain sections prepared on glass slides. With integration of traditional histochemical examination, we could analyze regions of interest in the brain at the micrometric level. We found abnormal phospholipid distributions within internal brain structures, namely, the frontal cortex and occipital cortex. IMS revealed abnormal distributions of phosphatidylcholine molecular species particularly in the cortical layer of frontal cortex region. In addition, the combined use of liquid chromatography/electrospray ionization tandem mass spectrometry strengthened the capability for identification of numerous lipid molecular species. Our results are expected to further elucidate various metabolic processes in the neural system.
Electronic supplementary material
The online version of this article (doi:10.1007/s00216-011-4909-3) contains supplementary material, which is available to authorized users.
Keywords: Schizophrenia, Postmortem brain, Imaging mass spectrometry (IMS), Matrix-assisted laser desorption/ionization (MALDI), Phospholipids
Introduction
Schizophrenia is one of the major psychiatric disorders, producing symptoms such as hallucinations and delusions [1]. Despite considerable worldwide research for over a century, the etiology of this illness remains incompletely understood. There are several hypotheses regarding the cause of schizophrenia, and a widely accepted one is the neurotransmitter hypothesis, which involves abnormal synaptic functions due to defects in neurotransmitter regulation, including their production, release, reuptake, and reception by neurotransmitter receptors [2]. Since the neuronal membrane is an important structural and functional site for the receptors, identification of neural lipid abnormalities in postmortem brains of schizophrenia patients has been also intensively pursued.
In the central nervous system, phospholipids are the most abundant lipids. They comprise a molecular family in which phosphoric acid is present in the ester form. Some classes of phospholipids are structurally distinct based on the head group linked to the phosphate attached at the sn-3 position of the glycerol backbone, such as phosphatidylcholines (PCs) and phosphatidylinositols (PIs). Depending on the compositions of the two fatty acyl residues linked at the sn-1 and sn-2 positions, phospholipids of the same class are further subdivided into molecular species. In particular, regarding stored fatty acyl residues in the phospholipids, polyunsaturated fatty acyl residues have been paid special attention in schizophrenia research because they are essential to maintaining normal membrane structure and function as well as to normal brain development [3]. Two types of PUFAs, the n-6 and n-3 series, primarily arachidonic acid [arachidonate, 20:4(n-6)] and docosahexaenoic acid [DHA, 22:6(n-3)], are designated by the location of the first double bond from the methyl group (see also Electronic Supplementary Material Fig. S1).
So far, the combined use of thin-layer chromatography (TLC) and gas chromatography (GC) has been widely adapted for analyzing lipids in schizophrenia research, which allows the separation of each phospholipid class by TLC, and then quantifying the fatty acid composition of each phospholipid class by GC. In early researches, Horrobin et al. reported defects in the fatty acid composition of phosphatidylethanolamines (PEs), particularly in the frontal cortex of patients with schizophrenia [4]. More recently, Schmitt et al. [5] reported decreased PCs and sphingomyelin (SMs) levels and increased phosphatidylserine (PS) levels in the thalamus. Further, McNamara et al. reported decreased DHA and vaccenic acid levels in the orbitofrontal cortex [6, 7]. Mass spectrometry (MS) has been widely adopted in relatively recent schizophrenia research. By using LC-MS, Schwarz et al. reported that PCs and free fatty acids are increased in the frontal cortex of a schizophrenia patient's brain [8].
Despite such intensive studies, however, considerable disagreements exist regarding the qualitative and quantitative abnormalities of lipids in the brains from patients with schizophrenia. For example, Shimon et al. revealed that PI levels are decreased in the postmortem brain of patients [9]; however, Shapiro found no difference in the PI amount by the same method [10]. Hamazaki et al. reported that n-3 fatty acids such as DHA were not remarkably altered but that n-6 fatty acids, such as arachidonic acid, were decreased in the hippocampus of brains from schizophrenia and bipolar disorder patients [11]. On the other hand, a study focusing on the orbitofrontal area reported a 20% decrease in DHA in schizophrenia patients [6]. Although several well-recognized reasons lead to variations in the experimental results of postmortem human samples, i.e., ethnogenesis, personal drug and disease history, and postmortem time, the abovementioned cases clearly indicate the importance of controlling experiments by using strictly corresponding brain regions. In fact, current lipid studies, including those by our group, demonstrate that brain lipids are distributed in a heterogeneous pattern even within small brain regions [12–14]; therefore, careful and precise dissection techniques are required in such studies, particularly when employing traditional biochemical methods.
Here, we utilized matrix-assisted laser desorption/ionization imaging mass spectrometry (MALDI-IMS) for regional analysis of lipids on brain tissue sections. In this emerging imaging technology, tissue sections were directly scanned by MALDI laser, and mass spectra were recorded for each data point. Based on the ion intensities obtained from each tissue location, two-dimensional distribution maps for multiple lipids could be simultaneously obtained through one measurement [15]. The current spatial resolution of IMS, as defined by laser diameter and accuracy of sample stage movement [16], could examine tissues at micrometric level [17]; we could also directly conduct lipid quantification from microregions on the postmortem brain sections. Furthermore, analyzed tissue sections could be histochemically stained; therefore, the obtained lipid distribution maps could be integrated to traditional histochemical images, thus precisely recognizing the part of brain being analyzed.
In this study, we revealed abnormal PC distributions within internal brain structures, namely, the frontal cortex and occipital cortex of a postmortem brain from a patient with schizophrenia. In addition, the combined use of the LC electrospray ionization tandem mass spectrometry (LC/ESI-MS/MS) system strengthened the capability of the technique for molecular identification.
Materials and methods
Human brain
The human brain samples including prefrontal cortex and occipital cortex were obtained following the protocols approved by the Fukushima Medical University. The postmortem brain of a patient with schizophrenia was supplied by the Postmortem Brain Bank of Fukushima for Psychiatric Research. This Brain Bank specializes in psychiatric diseases in Japan. The patient with schizophrenia was a 70-year-old male, and the postmortem interval was 18 h. An age- and sex-matched normal sample was obtained from the Choju Medical Institute, Fukushimura Hospital, Toyohashi. The patient characteristics are indicated in Table 1. Informed written consent was obtained from the families of both subjects. The patient with schizophrenia fulfilled the diagnostic criteria established by the American Psychiatric Association (Diagnostic and Statistical Manual of Mental Disorders (DSM-IV)).
Table 1.
Schizophrenia | Normal control | |
---|---|---|
Age at death | 74 | 73 |
Gender | Male | Male |
Cause of death | Pneumonia and heart failure | Pneumonia and acute myocardial infarction |
Brain hemisphere | Left | Left |
Postmortem interval | 18 h | 2 h |
Chemicals
Methanol, potassium acetate, and ultra pure water were purchased from Wako Chemical (Osaka, Japan). Calibration standard peptide and 2,5-dihydroxybenzoic acid (DHB) were purchased from Bruker Daltonics (Leipzig, Germany). All the chemicals used in this study were of the highest purity available. 9-Aminoacridine was purchased from Acronics (Pittsburgh, PA, USA). 1-Palmitoyl-2-oleyl-sn-glycero-3-phosphate, PC (diacyl-16/0:18:1), was purchased from Funakoshi Co. Ltd. (Tokyo, Japan).
Tissue section preparation for IMS and ESI-MS/MS
Tissues blocks were sectioned at −18 °C using a cryostat (CM 1950; Leica, Germany) to a thickness of 8 μm, as described in previous reports [18, 19]. Although brain blocks were held by an optimum cutting temperature (OCT) polymer, they were not embedded in it because it was considered that any residual polymer on the tissue slices might degrade the mass spectra [19]. The frozen sections were thaw-mounted on indium-tin-oxide (ITO)-coated glass slides (Bruker Daltonics). For LC/ESI-MS/MS, several sections were collected into glass vials for lipid extraction (approximately 10 mg for each), and total lipids were extracted by the Folch method [20].
Sample preparation for LC/ESI-MS/MS
The ESI-MS/MS analysis was performed using a 4000Q-TRAP quadrupole linear ion trap hybrid mass spectrometer (Applied Biosystems/MDS Sciex, Concord, ON, Canada) with an ACQUITY Ultra Performance Liquid Chromatography (LC; Waters, Milford, MA, USA).
A chromatographic method was developed using an ACQUITY UPLCTM BEH C18 column (2.1 × 50 mm i.d., 1.7-μm particle), fitted with an identically packed guard column (2.1 × 5 mm; Waters, Milford, MA, USA). The column oven was maintained at 40 °C. The following gradient elution with mobile phase A (acetonitrile:methanol:water = 19:19:2 v/v/v, containing 0.1% formic acid and 0.028% ammonia) and mobile phase B (isopropanol, 0.1% formic acid, and 0.028% ammonia) was used at a flow rate of 0.4 mL/min:0–10 min:5% B → 5% B; 10–15 min:5% B → 50% B; 15–20 min:50% B → 50% B, and 20–25 min:5% B.
Precursor ion and neutral loss scanning for specific phospholipid classes
To identify the specific phospholipid classes, precursor ion scanning of the polar head group of PCs and SMs (m/z 184), and neutral loss scan of that of PE (m/z 141) were performed using the 4000Q-TRAP instrument; these methods are effective for detecting PCs because characteristic fragment ions are generated by collision-induced dissociation (CID) [21]. The level of collision energy is very important to the sensitive identification of focused molecules; therefore, optimal conditions for detecting the appropriate precursor ion and neutral loss were determined by preliminarily analyzing PC (diacyl-16:0/18:1) as standard lipid.
Spray coating of the matrix solution for IMS
A DHB solution (40 mg/mL DHB, 20 mM potassium acetate, 70% MetOH, 0.1% TFA) was used as the matrix solution for imaging the PCs. Here, 9-aminoacridine (10 mg/mL, dissolved in 70% methanol) was used for imaging the PEs. The matrix solution was sprayed over the tissue surface using a 0.2-mm nozzle caliber airbrush (Procon Boy FWA Platinum; Mr. Hobby, Tokyo, Japan). Tissue sections that were to be compared were simultaneously spray-coated with each matrix solution to equalize analyte extraction and co-crystallization conditions. The distance between the nozzle tip and the tissue surface was 10 cm, and the spraying period was fixed at 5 min. Approximately 100 μL of matrix solution was sprayed onto each brain section.
IMS conditions (single MS imaging)
Single MS imaging was performed using a MALDI TOF/TOF-type instrument (Ultraflex 2 TOF/TOF; Bruker Daltonics). This instrument was equipped with a 355-nm Nd:YAG laser. The data were acquired in the positive reflectron mode under an accelerating potential of 20 kV using an external calibration method. Signals between m/z 400 and 1,000 were collected. Raster scans on tissue surfaces were performed automatically using FlexControl and FlexImaging 2.0 software (Bruker Daltonics). The number of laser irradiations was 200 shots in each spot. Image reconstruction was performed using FlexImaging 2.0 software.
MS/MS and MS/MS imaging
Molecular identification was performed with LTQ-XL (Thermo Fisher Scientific) equipped with an intermediate-pressure MALDI ion source. Since the ions corresponding to PEs contain multiple ions within the same nominal mass, we performed MS/MS imaging with LTQ-XL at a raster scan pitch of 40 μm in negative ion detection mode. Image reconstruction was performed using Image Quest (Thermo Fisher Scientific).
Data analysis of IMS
We extracted the spectra in about 200 data point from gray matter by FlexImaging 2.0 software (Bruker Daltonics), and the intensities of assigned mass peaks were quantitated by FlexAnalysis 3.0 software (Bruker Daltonics). To relatively quantitative analyses, the mean intensity ratio of schizophrenia/normal of each assigned peaks was calculated in the frontal cortex and occipital cortex, and p value was calculated by t test using relative intensities of each data point in gray matter region to compare mean intensity ratio between schizophrenia and normal brain. Statistical differences between the data from the patient with schizophrenia and the control subject were assessed using an unpaired Student's t test. p < 0.01 was considered to be significant.
Results and discussion
Experimental scheme
Figure 1 shows the experimental scheme employed in this study. In hospitals, including brain bank-network institutes, because of the large size and complex structure of human brains, dissected postmortem brains are generally sectioned into several blocks and then stored at −80 °C until further use. In this study, we focused upon the frontal and occipital parts of the cerebral cortex, particularly because the frontal cortex region is known to exhibit apparent anatomical defects in the brains of schizophrenia patients [22, 23]. Frozen brain blocks were thinly sliced, and for LC/ESI-MS/MS, several sections were collected into glass vials for lipid extraction. Further, few successive sections were thaw-mounted on the ITO-coated glass slides for the MALDI imaging experiment. Total lipids were extracted from the collected tissues in the vials, and molecular species compositions of specific phospholipid classes were selectively identified by MS/MS scans, provided by LC/ESI-MS/MS. Next, MALDI-IMS was performed on the successive tissue sections, and ion peaks corresponding to the pre-identified lipid molecular species by LC/ESI-MS/MS were selected. Since mass spectra obtained by imaging have spatial information, in the next step, we analyzed only spectra from corresponding brain regions of the normal control and patient, although the shapes of the dissected brain blocks differed considerably. Using mass spectra extracted only from the frontal and occipital cortex regions, we identified lipid species whose detected ion intensities changed between the control and diseased brains. Finally, for the identified lipid species with abnormal expression amounts in the patient's brain, we validated them as designated lipid species by MS/MS of the tissue section.
Identification of individual molecular species of PCs, SMs, and PEs by LC/ESI-MS/MS
Before conducting MALDI-IMS experiments, we selectively identified the composition of lipid molecular species, namely, PCs, SMs, and diacyl-PEs in the total lipid extract from normal human brain using LC/ESI-MS/MS. By precursor ion scanning of the choline containing head group, we pre-identified PC and SM molecular species; diacyl-PE molecular species were identified by neutral loss scan of the phosphoethanolamine containing head group (Fig. 2). Such pre-elucidation of the targeted phospholipid molecular species was helpful in the IMS data interpretation described later. Since IMS experiments directly subject tissue section samples that are complex mixtures of numerous biological molecules, mass spectra obtained by IMS comprised hundreds of peaks derived from biological molecules as well as matrix clusters. In MALDI-IMS, molecular identification of such ions one by one is a time-consuming process. In this study, by pre-identifying the existing lipid molecular species by LC/ESI-MS/MS, we could pre-define the target mass peaks in the following IMS data analysis. This would be particularly important for a study with samples from human patients because available sample amounts are severely limited.
For the identification of phospholipids containing the choline head group, such as PC, lysoPC, and SM species, a specific fragment at m/z 184 (phosphorylcholine) is known and has been used as a specific target in identifying choline-containing phospholipids using product ion and precursor ion scanning methods [24–27]. Figure 2a shows a two-dimensional (2D) abundance map of PC and SM molecular species from the human brain obtained by LC/ESI-MS using the C18 reverse-phase column in the positive ion detection mode. The 2D map has the m/z value along the vertical axis and the retention time along the horizontal axis. The total ion chromatogram and averaged mass spectra are shown on the upper and left sides of the 2D map, respectively. When using a reverse-phase column, PCs and SMs elute in order from the hydrophilic to the more hydrophobic species. The length of fatty acyl chains mainly influences the elution order, and the number of double bonds in fatty acyl chains also influences the elution order. Based on the m/z value and relative retention time and previous reports [28, 29], we assigned 17 PC molecular species and three SM species as abundant PC and SM molecules in the human brain (Fig. 2b). In the same way, we also identified 11 diacyl-PE species by neutral loss scanning of m/z 141 (phosphoethanolamine head group), also in positive ion detection mode (Fig. 2c, d). One thing we have to note is that plasmalogen-type PE were less detected by this ESI-MS/MS method (J Am Soc Mass Spectrom 15(10):[36]). Having obtained qualitative data regarding molecular identification, we next proceeded to MALDI-IMS of the normal control and schizophrenia brains.
Microregion analysis of phospholipid molecular species in the brain sections
Next, we proceeded to microregion analysis of lipids in the brain sections from the control subject and the patient with schizophrenia. First, we performed MALDI-IMS of both brain sections in the positive ion detection mode. We employed an optimized experimental condition for PC and SM detection including composition of matrix solution [14] in order to selectively analyze PC and SM species. In particular, potassium salts added to the matrix solution caused merging of various lipid adducts (adducts with proton, sodium, and potassium) into one single potassiated species, thus making IMS data interpretation fairly easy [30]. After the IMS measurement, applied matrix crystals were removed by immersing the slides into methanol, and the tissue sections were stained with hematoxylin and eosin (HE). Stained sections were then observed by light microscopy, and based on the obtained microscopic image, we defined the cerebral cortex region of both sections (Fig. 3a) and applied them to the IMS data set.
Because of the low availability of postmortem human brain, it is generally difficult to acquire tissue blocks containing complete corresponding brain regions. In this case, the control brain block contained only gray matter regions, while the brain block from the schizophrenia patient contained both gray and white matter. We extracted data only from the corresponding brain areas by the imaging-based analysis. We defined regions of interest (ROI) on the frontal and occipital lobes, according to the microscopic images of HE-stained tissue sections. From the defined regions of interest, approximately 200 spectra for each were collected, and mass peaks were detected and then their intensities were calculated. Electronic Supplementary Material Fig. S2 shows the representative mass spectrum obtained; from the numerous mass peaks detected, we assigned 17 mass peaks as the pre-identified PC and SM molecular species. Ion intensity values of the 17 ions from the extracted spectra (800 spectra in total) were calculated and compared between the control and patient samples.
The results are summarized in Table 2. In the table, the green cells represent increase in the amount, while red represents a reduced amount in the patient as compared to the normal control. Table lines representing each lipid species are arranged in order of the greatest increasing to decreasing trend in the frontal cortex of the patient. PC (diacyl-16:0/20:4) was the most increased species in the frontal cortex, while PC (diacyl-16:0/18:1) was the most reduced species in both the frontal and occipital cortex. Here, we particularly focused on the molecular species whose level was significantly altered in the frontal but not in the occipital cortex because such an abnormal pattern may reflect anatomical defects that may be attributed to schizophrenia [22, 23]; this molecule was identified as PC (diacyl-16:0/20:4).
Table 2.
Molecular weight | LC/ESI-MS/MS | Rate of increase in frontal cortex compared to normal | Rate of increase in occipital cortex compared to normal | ||
---|---|---|---|---|---|
Ratio | p value | Ratio | p value | ||
820.53 | PC (diacyl-16:0/20:4) | 1.32 | <0.01 | 1.09 | <0.01 |
797.59 | SM (20:0) | 1.26 | <0.01 | 1.30 | <0.01 |
744.49 | PC (diacyl-16:0/14:0) | 1.18 | <0.01 | 1.13 | <0.01 |
796.53 | PC (diacyl-16:0/18:2) | 1.12 | <0.01 | 1.02 | 0.21 |
770.51 | PC (diacyl-16:0/16:1) | 1.10 | <0.01 | 0.95 | 0.01 |
846.54 | PC (diacyl-18:1/20:4) | 1.08 | <0.01 | 1.08 | <0.01 |
772.53 | PC (diacyl-16:0/16:0) | 1.07 | 0.01 | 0.84 | <0.01 |
844.53 | PC (diacyl-16:0/22:6) | 1.03 | 0.14 | 1.04 | 0.04 |
870.54 | PC (diacyl-18:1/22:6) | 1.00 | 0.95 | 1.27 | <0.01 |
848.56 | PC (diacyl-18:0/20:4) | 0.99 | 0.57 | 0.77 | <0.01 |
826.57 | PC (diacyl-18:0/18:1) | 0.98 | 0.39 | 0.93 | <0.01 |
769.56 | SM (18:0) | 0.98 | 0.30 | 0.82 | <0.01 |
872.56 | PC (diacyl-18:0/22:6) | 0.97 | 0.04 | 1.13 | <0.01 |
800.56 | PC (diacyl-16:0/18:0) | 0.97 | 0.06 | 0.86 | <0.01 |
824.56 | PC (diacyl-18:1/18:1) | 0.94 | <0.01 | 0.85 | <0.01 |
822.54 | PC (diacyl-16:0/20:3) | 0.94 | <0.01 | 0.94 | <0.01 |
798.54 | PC (diacyl-16:0/18:1) | 0.86 | <0.01 | 0.75 | <0.01 |
These molecular species were identified by LC/ESI-MS/MS
In Fig. 3b, we have shown the distribution of the PCs. Ion images are arranged in the same order as in Table 2. These images demonstrated that each PC and SM molecular species have a rather heterogeneous distribution pattern even within cerebral cortex brain blocks, implicating the importance of precise tissue dissection when employing conventional biochemical analysis. On the other hand, taking advantage of the imaging analysis, we could adjust accurate corresponding regions for comparing differently shaped samples. In Fig. 4a, b, we plotted ion abundances of the PCs along with the distance from the cortical to the deep layer of the cerebral cortex. The graphs for PC (diacyl-16:0/20:4) and PC (diacyl-16:0/18:1) revealed that both—the increase in PC (diacyl-16:0/20:4) and the reduction in PC (diacyl-16:0/18:1)—in the patient were particularly observed in the cortical layer of the cortex (arrows). Regarding the PEs, since their ionization efficiency was relatively low in the positive ion detection mode when compared to the choline-containing lipids, we analyzed these in the negative detection mode using 9-aminoaciridine as a matrix [31]. Furthermore, to achieve a high detection selectivity, we performed MS/MS imaging of the PE species for two abundant pre-identified species because PCs remain detectable as −CH3+ ions if 9-aminoaciridine is used as a matrix in the negative ion detection mode [32]. In fact, as Electronic Supplementary Material Fig. S3 shows, ions corresponding to PEs contained several ions other than PE, but we could successfully visualize PE (diacyl-18:0/22:6) and PE (diacyl-18:0/22:4) by visualizing ion transition in which specific fatty acyl residues were produced from their precursor ions (Fig. 4c and Electronic Supplementary Material Fig. S3), though significant alteration was not altered.
Finally, we validated the assignments of PC molecular species by tissue MS/MS, particularly for molecules demonstrating considerable alteration rates in Table 2. Figure 5 shows the product ion spectra for the ions corresponding to the six PC and SM molecules; in each spectrum, the presence of a choline containing head group and phosphate was confirmed. Neutral losses (NL) of 59 and 183 u from precursor ions, corresponding to trimethylamine and phosphocholine, respectively, were used as diagnostic ions in product ion mass spectra [33]. Furthermore, we confirmed detailed fatty acid constituents of each PC by replacing adducted alkali metal from potassium to lithium, by adding 20 mM of lithium acetate in the matrix solution [30]. MS/MS subjecting such lithium-adducted molecules provides increased acyl-chain loosed fragment ions; therefore, we could precisely identify the fatty acid moiety ([NL] of acyl-chain; see Electronic Supplementary Material Figs. S4 and S5). Overall, the six molecular species were identified as PC and SM molecules. On the other hand, the ion at m/z 848 was revealed to contain both PC (diacyl-18:0/20:4) and galactosylceramide, and therefore, its data was eliminated from this investigation (data not shown). We also note regarding lyso-phospholipids; we certainly detected the lyso-phospholipid species particularly of the lyso-PCs (LPCs) by both MALDI and ESI-MS. However, since their amounts are much smaller than diacyl-phospholipids, therefore, they are likely to be sensitive to postmortem degradation. Thus, we here omitted discussion on them.
Lipid analysis linked to brain functional mapping in postmortem human brains
Through this study, we found that PC (diacyl-16:0/20:4) containing arachidonic acid was increased in the prefrontal cortex of the patient with schizophrenia; no such increase was found in the occipital cortex. As mentioned above, we particularly focused on the molecular species whose level showed a significant alteration in the frontal but not in the occipital cortex because such a defect pattern may reflect the anatomical defects attributable to schizophrenia [22, 23]. Our finding agrees with those of a previous study by McNamara et al. who found that among male schizophrenia patients, the arachidonic acid:DHA ratio was increased in the frontal cortex [6].
Our methodology in this study had the specific advantage of enabling small-region analysis of lipid molecular species along with spatial information. This could uncover abnormalities in local lipid metabolism within postmortem human brains. Each region of the human brain cortex is known to have heterogeneous functions, especially high-level ones, including social skills for communication [34]. Since schizophrenia patients exhibit abnormalities in such higher function, it is particularly important to link previous biochemical analyses—including lipid analyses—to brain functional mapping. We propose that our methodology would enable such evaluation. Although the present study is only a feasibility study, we are currently conducting large-scale case-control studies using postmortem brains provided by our brain bank network [35].
Electronic supplementary material
Below is the link to the electronic supplementary material.
Acknowledgments
Open Access
This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited.
Footnotes
Published in the special issue Biomedical Mass Spectrometry with Guest Editors Hisao Oka and Mitsutoshi Setou.
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