Abstract
Sphingolipids are an important class of compounds that regulate signal transduction and other vital cellular processes. Herein, we report sensitive normal and reversed phase LC–MS/MS methods for quantitation of multiple sphingolipid classes. In the normal-phase ESI/MS/MS method, a high content of organic solvents was utilized, which, although it included hexane, ethyl acetate, acetonitrile containing 2% methanol, 1–2% acetic acid, and 5 mM ammonium acetate, resulted in a very efficient electrospray ionization of the ceramides (Cers) and hexosylceramides (MHCers). Three normal-phase LC–MS/MS methods using segmented phases were developed to specifically target Cers, MHCers, or sphingomyelins (SMs). This segmentation scheme increases the number of data points acquired for a given analyte and enhances the sensitivity and specificity of the measurements. Nine separate reversed phase chromatography methods were developed for the three classes of compounds. These assays were used for comparing the levels of Cers, SMs, and MHCers from mouse embryonic fibroblast (pMEF) and human embryonic kidney (HEK293) cells. These findings were then compared with the reported data from RAW264.7 mouse macrophage cells, BHK21 hamster cells, and human plasma and serum samples. The analysis of cell lines, using both normal and reversed phase chromatography, revealed discrimination based on the type of chromatography chosen, while sphingolipid assays of samples containing different amounts of protein showed different results, even after normalizing for protein content. Also, LC/MS/MS profiles were provided for the classes and individual compounds so that they could be used as “molecular profiles” for class or individual sample analysis.
Keywords: Ceramides, Hexosylceramides, Sphingomyelins, Normal-phase and reversed-phase LC–MS/MS, Quantitation, Mouse embryonic fibroblast, Human embryonic kidney cells
Introduction
Sphingolipids, such as ceramides (Cers), hexosylceramides (MHCers), and sphingomyelins (SMs), are an important class of compounds that play vital roles in cell architecture and function [1, 2]. They are highly conserved and are involved in a number of metabolic functions and signal transduction cascades [3–9]. Abnormalities in these compounds are associated with a variety of human diseases, including inborn errors of metabolism, diabetes, atherosclerosis, arrhythmias, myocardial infarction, Alzheimer’s, and other neurodegenerative diseases [4, 10–24]. Importantly, certain types of human malignancies, including breast, prostate, colon, ovary, and endometrium cancers, exhibit high levels of fatty acid synthase expression and activity, implicating a role for these compounds in the biology of cancer [25–29]. Considering their role in diseases, these Cers, MHCers, and SMs may represent reasonable biomarkers for providing diagnostic or prognostic information [17, 21, 30–33]. For example, sphingolipids can be potentially used as biomarkers for Alzheimer’s disease or other neurodegenerative disorders, disease progression, and therapeutic intervention [30].
Owing to their chemical diversity, no single analytical method is sufficient for studying all the analytes of each of the sub-classes/classes of the lipids. Liquid chromatography–tandem mass spectrometry (LC–MS/MS) methods for sphingolipid analysis, utilizing both electrospray (ESI) and atmospheric pressure chemical ionization (APCI) [34–44], have been reported. It is well established that each class of sphingolipids (i.e., Cers, SMs, and MHCers; the representative compounds with their product ions are shown in Fig. 1), does not separate into individual components by normal-phase chromatography. Instead, all components from a distinct class (e.g., Cers) will move as a single head-group when normal phase chromatography is used. In reversed-phase chromatography, however, each group of compounds (e.g., Cers) tends to separate into individual components [34–39].
Fig. 1.

Structures for some of the representative ceramides, hexosylceramides, and sphingomyelins and their associated specific product ions that were monitored. A core chain for a sphingoid base can be saturated or unsaturated and contains a 2-amino-1,3-dihydroxy moiety, and a notation d18:1Δ4; for example, a dihydroxy 18 carbon core chain with a double bond on the fourth carbon atom starting from the hydroxyl terminus of the core chain. The notation c18:0 is for the number of carbon atoms on the N-acyl side chain. All d18:1Δ4 and d18:0 ceramides, hexosylceramides, and sphingomyelins can form specific carbocation product ion fragments of m/z 264 and 266, respectively. Sphingomyelins will form a highly sensitive product ion choline phosphate of m/z 184
Herein we report specific normal-phase and reversed-phase LC–MS/MS methods, where the individual component of analytes from each class of sphingolipids is found to exhibit high sensitivity and good individual peak separations. The sensitivity and specificity of these assays were enhanced because in each method only a few analyte transitions were incorporated that allowed sufficient time to collect more data points on each analyte, and all individual components of analytes exhibited good selectivity. For analysis of analytes by normal-phase ESI/MS utilizing non-polar solvents such as hexane, the organic phase is mixed with 5% isopropanol and ≥50 mM buffer salt [43,44]. In the present context of normal phase chromatography, a high content of organic solvents that includes hexane, ethyl acetate, acetonitrile containing 2% methanol, 1% acetic acid, and 5 mM ammonium acetate was utilized, yet this method resulted in a very efficient electrospray ionization of the ceramides and hexosylceramides. For normal phase assay, three MS/MS methods were developed, and each of these methods was segmented to include only specifically targeted analytes from each sphingolipid class according to their chromatographic retention times. These three methods were sufficient to incorporate the entire range of analytes from the Cers, SMs, and MHCers. Due to the wider chromatographic selectivity of reversed-phase chromatography, a total of nine methods, three for each individual class of compounds, was developed. Subsequently, these optimized analytical methods were applied to quantitate and compare cellular sphingolipid contents from mouse embryonic fibroblasts (pMEF) and human embryonic kidney (HEK293) cells. We also show the evidence of quantitative discrimination related to the type of chromatography used, and the amount of protein present in compared samples.
Experimental Section
Materials
The following were purchased from Avanti Polar Lipids, Inc., Alabaster, AL. N-arachidonoyl-d-erythrosphingosine (Cer d18:1Δ4 c20:0); N-nervonoyl-d-erythrosphingosine (Cer d18:1Δ4 c24:1), N-palmitoyl-d-erythro-sphingosyl-phosphorylcholine (SM d18:1Δ4 c16:0); N-stearoyl-d-erythro-sphingosylphosphorylcholine (SM d18:1Δ4 c18:0); and LM 6002 internal standard, which is a 25-μM mixture of 10 different sphingolipids; Sphingosine (C17:1 base); Sphinganine (C17:0 base); Sphingosine-1-PO4 (C17:1 base); Sphinganine-1-PO4 (C17:0 base); Lactosyl(β) C12 Ceramide; 12:0 Sphingomyelin; Glucosyl(β) C12 Ceramide; 12:0 Ceramide; 12:0 Ceramide-1-PO4; and 25:0 Ceramide. Reagents and all HPLC-grade solvents were purchased from either Fisher Scientific (Pittsburgh, PA) or Sigma-Aldrich (St. Louis, MO). The HEK293 cell line was obtained from the American Type Culture Collection (ATCC; [#CRL-10892]), designation 293 C18.
HEK293 Cell Growth and Lysis
HEK293 cells were grown in suspension, using serum-free medium. After harvesting, the cells were washed three times in PBS buffer and the cell pellets were stored at −80 °C. To obtain the lysate, cells were resuspended in 50 mM NH4HCO3 (pH 7.9), placed in a Dounce homogenizer, and homogenized by 10 gentle strokes. The supernatant was collected after centrifugation at low speed (500×g) for 15 min, and assayed for protein content using a BCA assay.
Isolation of Primary Mouse Embryonic Fibroblasts (pMEF)
The cells were isolated from pregnant mice as follows. E 10.5 dpc (day post-coitum) embryos were separated from the yolk sac, washed twice with PBS buffer (pH 7.2), and trypsinized for 10 min. The cells were disaggregated by pipetting several times and suspended in 1 mL of pre-warmed (37 °C) DMEM supplemented with 10% FBS. The suspension was allowed to stand for 2–3 min at room temperature, and the visible clumps were removed. The suspension was centrifuged at 500×g for 3 min, and the cell pellet was collected, resuspended in MEF media (DMEM + 10% FBS), and plated on a 6-well plate. The plates were incubated at 37 °C with 3% O2 and 5% CO2 [45]. The medium was replaced the next day, and the cells cultured for 4–5 days. Forty-eight hours before extracting the lipids, the cells were shifted to serum-free DMEM medium. Total cell lysate was prepared by homogenizing the cells by applying 20 strokes using a Dounce homogenizer and homogenization buffer (50 mM tris, pH 7.4, 1 mM EDTA, 50 mM NaCl). Cell debris was removed using low-speed centrifugation (500×g for 15 min) and the sample assayed for protein content using BCA assay.
Preparation of Sphingolipid Extracts
Lipid extracts were prepared according to the method described by Merrill et al. [37–39]. In brief, to 50 μL of pMEL cell extract containing ~250 μg of protein, or 1 × 107 of HEK293 cell lysate taken in a 4-mL Teflon-capped glass vial (Lisher scientific, cat # W 224582) were added 0.5 mL of methanol (CH3OH), 0.250 mL of chloroform (CHC13), 50 μL of water (H2O), and 30 μL of 25 μM solution of LM-6002, providing 750 pmol of each of its individual constituent internal standards. The lipid aggregates were dispersed by sonicating 6 times, using a Branson tip sonicator at an amplitude setting of 21% for 10 s each, with a resting interval of 5 s between pulses. The samples were further sonicated for 1 h, using a bench top sonicator, and incubated overnight at 48 °C with shaking. After cooling the sample to ambient temperature, 75 μL of 1 M methanolic potassium hydroxide (KOH) was added, followed by incubation at 37 °C for 2 h with shaking to hydrolyze glycerophospholipids. The sample solution was divided into two equal aliquots. One aliquot was neutralized by the addition of 7 μL of glacial acetic acid (CH3COOH) and 2 mL of water. The mixture was extracted twice, using two 1.2-mL volumes of CHC13. The lower organic portions were collected, combined, and evaporated to dryness using a Savant Speed Vac Concentrator (GMI, Ramsey, MN). The dried sample was re-suspended in 300–400 μL of 1:3 (v/v) CHCL3 and normal-phase A (5 mM CH3COONH4 dissolved in 20 mL CH3OH, 15 mL CH3COOH, 270 mL CH3CN, 300 mL CH3COOCH2CH3, and 400 mL hexanes). The other half of the sample was evaporated to approximately 25 μL, using a Speed Vac Concentrator, and reconstituted by adding 300–400 μL of 1:1 (v/v) reversed mobile phase A (74/25/1 [v/v/v] H2O:CH3OH:HCOOH containing a final concentration of 5 mM HCOONH4) and reversed mobile phase B (99:1 [v/v] CH3OH:HCOOH containing a final concentration of 5 mM HCOONH4). The sample was vortexed for 1 min, followed by centrifugation at 13,200×g (Eppendorf Centrifuge 5415 D) for 2 min, and the supernatant was transferred to a fresh Eppendorf tube.
Liquid Chromatography–Tandem Mass Spectrometry
Liquid chromatography–tandem mass spectrometry (LC–MS/MS) analysis was performed using a TSQ Discovery triple quadrupole mass spectrometer (Thermo Electron Corp., San Jose, CA, USA) equipped with an electrospray ionization (ESI) source. The mass spectrometer was coupled to an Agilent 1100 series HPLC system fitted with a 100-μL/min max flow controller and a 40-μL sample injection loop.
Normal-phase chromatography was performed using a binary system and a 7.5 cm × 3.0 mm × 3 μm Supelcosil LC-NH2 column operating at a flow rate of 100 μL/min and maintained at 37 °C. Initially, a high flow rate method was tried using this column; however, at the slow flow rate of 100 μL/min, good optimal results were observed. The mobile phase buffer A consisted of 5 mM CH3COONH4 dissolved in 20 mL CH3OH, 10 mL CH3COOH, 270 mL CH3CN, 300 mL CH3COOCH2CH3, and 400 mL hexanes. Mobile phase buffer B consisted of 5 mM CH3COONH4 in 99:1 (v/v) CH3OH: CH3COOH. Approximately 10 μL of sample was injected onto the column and the following gradient conditions were applied: 0% B was held for 5 min, increased to 18% mobile phase B over 1.5 min and held there for 2.5 min; increased to 65% B over 0.5 min and held there for 3.5 min; increased to 98% B over 5 min and held there for 3.5 min; and decreased to 0% B over 0.5 min. The column was re-equilibrated for 8 min prior to the next injection.
Reversed-phase chromatography was performed using a 5 cm × 1 mm i. d. × 5 μm Discovery C18 column (Supelco, Bellefonte, PA), operating at a flow rate of 100 μL/min and maintained at 37 °C. Mobile phase A consisted of 5 mM HCOONH4 in 74/25/1 (v/v/v) H2O:CH3OH:HCOOH, while mobile phase B consisted of 5 mM HCOONH4 in 99:1 (v/v) CH3OH:HCOOH. Lor each LC–MS/MS experiment, ca. 10 μL of sample was injected onto the column and was fractionated using the following gradient conditions: 10% B was held for 4 min; increased to 95% B over 3 min and held there for 4 min; increased to 99% B buffer over 6 min and held there for 6 min; decreased to 10% B over 0.5 min. The column was re-equilibrated for 6.5 min prior to the next injection. Both normal-phase and reversed-phase chromatography were performed in main-pass flow in a normal mode on a 40-μL injection volume and without any post-time column flow.
The ESI source conditions were optimized at a LC flow rate of 100 μL/min, using a mixture of LM 6002, brain porcine, and other Cer and SMs, including Cer d18:1Δ4 c12:0, Cer d18:1Δ4 c18:1, Cer d18:1Δ4 c18:0, Cer d18:1Δ4 c20:0, Cer d18:1Δ4 c24:1, Cer d18:1Δ4 c24:0, SM d18:1Δ4 c12:0, SM d18:1Δ4 c16:0, and SM d18:1Δ4 c18:0. The optimized source parameters were as follows: ionization mode, positive; sheath gas pressure, 7 psi; auxiliary gas pressure, 3 (arbitrary units); electrospray needle voltage, 4,500 V; capillary temperature, 300 °C; skimmer offset, −5 V. No in-source fragmentation was observed when the reference compounds were analyzed using direct infusion with skimmer offset values of −7 and less. However, at higher skimmer offset values of 15, ceramides seemed to undergo some water loss to form [M+H−H2O]+ ions.
Collision energies between 23 and 31V provided optimal fragmentation of [M+H]+ ions to product ions at m/z 264.2 and 266.2, corresponding to doubly dehydrated product ion fragments for unsaturated and saturated d18:1Δ4 or d18:0 sphingoid base backbones, respectively, from Cer and MHCer, and m/z 184.1, corresponding to the choline phosphate moiety of sphingomyelin. Collision-induced dissociation was performed using nitrogen gas within Q2, which was offset from Q1 by 10 V. Prior to running SRM experiments, precursor ion scans were performed for m/z 184, 264, and 266 to detect choline containing analytes or sphingolipid constituents with d18:1 or d18:0 sphingolipid base backbone. For experiments conducted using normal-phase chromatography, a total of three single-reaction monitoring (SRM) methods were constructed, each partitioned into 5 segments. Between six and eight analyte transitions from a specific sphingolipid class, along with the corresponding internal standard, were included in each segment to maximize the number of data points and attain maximum sensitivity. The first (3 min) and fifth segments (6 min) of each method contain fictional analyte transitions. In the second segment (3 min), transitions targeting Cer were included, while the third (10.5 min) and fourth segments (7.5 min) contain transitions to measure MHCers and SMs, respectively. Because no analytes were monitored in the fifth segment, a dummy transition was incorporated in this segment. For reversed-phase chromatography experiments, three individual SRM methods comprised of three segments were constructed for each class of compounds; therefore, for three classes of compounds Cers, MHCers, and SMs, nine individual methods were constructed as analytes from each sub-class, spanning a much wider zone. The first and the last segments, spanning 6 and 3 min, respectively, contain the fictional transition, as no analytes were eluted during these time spans, while the second segment (21 min) contains 6–7 analytes and their internal standard transitions.
The acquisition parameters common to all analytes were: scan width (m/z) 0.10; scan time, 0.20 s for each transition; peak width (FWHM) 0.70 for both Q1 and Q3; collision pressure 1.5 mTorr; and skimmer offset at −5 V. Other acquisition parameters and chromatographic retention times are listed in Tables 1, 2, and 3. Data acquisition and analysis were accomplished using Xcalibur software v.2.0.5 (Thermo Electron Corp.). Quantitation data was not corrected for the double bond differences since the degree of unsaturation is limited, due to the existence of up to only two double bonds. However data was corrected for the carbon number difference between a given molecular species and the selected internal standard (i.e., to include the difference in degrees of freedom due to varying carbon chain lengths, which results in different ionization efficiencies) according to the following formula: z1 = (1 + 0.011n + 0.0112 n (n − 1)/2)/(1 + 0.011s + 0.0112 s(s − 1)/2) [42].
Table 1.
Retention times and compound-specific SRM parameters for ceramides (Cer), hexosylceramides (MHCer), and sphingomyelins (SM) transitions that are included in the 2nd, 3rd, and 4th segments of the five-segmented normal-phase HPLC–ESI–MS/MS method 1
| Analyte | Segment Duration (min) | Precursor [M+H]+ → product ion (m/z) | Retention time |
Collision energy (V) | Tube lens (V) | |
|---|---|---|---|---|---|---|
| NP (min) | RP (min) | |||||
| Segment 1 | 3.00 (To waste) | 999.00 → 950.00 (dummy transition) | ||||
| Cer in Segment 2 | 3.00 | |||||
| Cer d18:1Δ4 c12:0 (ISTD) | 482.43 → 264.14 | 4.45 | 13.75 | 23 | 64 | |
| Cer d18:1Δ4 c16:0 | 538.62 → 264.16 | 4.36 | 16.64 | 24 | 65 | |
| Cer d18:0 c16:0 | 540.67 → 266.16 | 4.34 | 17.22 | 25 | 67 | |
| Cer d18:1Δ4 c18:1 | 564.52 → 264.16 | 4.32 | 13.23 | 24 | 69 | |
| Cer d18:1Δ4 c18:0 | 566.52 → 264.17 | 4.30 | 18.30 | 26 | 74 | |
| Cer d18:0 c18:0 | 568.63 → 266.16 | NO | 18.81 | 26 | 73 | |
| MHCer in Segment 3 | 10.50 | |||||
| MHCer d18:1Δ4 c12:0 (ISTD) | 644.51 → 264.08 | 11.36 | 13.18 | 29 | 74 | |
| MHCer d18:1Δ4 c16:0 | 700.54 → 264.11 | 9.96 | 16.46 | 28 | 73 | |
| MHCer d18:0 c16:0 | 702.50 → 266.11 | NO | 17.08 | 28 | 73 | |
| MHCer d18:1Δ4 c18:0 | 728.51 → 264.09 | 9.38 | 18.15 | 29 | 72 | |
| MHCer d18:0 c18:0 | 730.51 → 266.11 | NO | NO | 29 | 71 | |
| MHCer d18:1Δ4 c20:0 | 756.52 → 264.10 | 8.94 | 19.81 | 29 | 70 | |
| MHCer d18:0 c20 | 758.53 → 266.12 | NO | NO | 29 | 73 | |
| SM in Segment 4 | 7.50 | |||||
| SM d18:1Δ4 c12:0 (ISTD) | 647.49 → 184.01 | 17.76 | 13.51 | 23 | 79 | |
| SM d18:1Δ4 c16:0 | 703.58 → 184.01 | 17.59 | 16.41 | 27 | 57 | |
| SM d18:0 c16:0 | 705.56 → 183.97 | 17.26 | 17.09 | 37 | 71 | |
| SM d18:1Δ4 c18:0 | 731.58 → 183.95 | 17.52 | 18.07 | 31 | 73 | |
| SM d18:0 c18:0 | 733.59 → 183.95 | 17.19 | 18.81 | 26 | 53 | |
| SM d18:1Δ4 c20:0 | 759.61 → 183.91 | 17.44 | 19.79 | 27 | 72 | |
| SM d18:0 c20:0 | 761.62 → 183.98 | NO | 20.50 | 28 | 71 | |
| Segment 5 | 6.00 | 999.00 → 950.00 (dummy transition) | ||||
Table 2.
Retention times and compound-specific SRM parameters for ceramides (Cer), hexosylceramides (MHCer), and sphingomyelins (SM) transitions that are included in the 2nd, 3rd, and 4th segments of the five-segmented normal-phase HPLC–ESI–MS/MS method 2
| Analyte | Segment Duration (min) | Precursor [M+H]+ → product ion (m/z) | Retention time |
Collision energy (V) | Tube lens (V) | |
|---|---|---|---|---|---|---|
| NP (min) | RP (min) | |||||
| Segment 1 | 3.00 (To waste) | 999.00 → 950.00 (dummy transition) | ||||
| Cer in Segment 2 | 3.00 | |||||
| Cer d18:1Δ4 c12:0 (ISTD) | 482.43 → 264.14 | 4.45 | 13.76 | 23 | 64 | |
| Cer d18:1Δ4 c20:0 | 594.55 → 264.16 | 4.25 | 20.02 | 24 | 74 | |
| Cer d18:0 c20:0 | 596.64 → 266.19 | NI | 20.67 | 25 | 75 | |
| Cer d18:1Δ4 c22:0 | 622.71 → 264.17 | 4.21 | 21.88 | 26 | 73 | |
| Cer d18:0 c22:0 | 624.61 → 266.18 | NI | 22.63 | 27 | 74 | |
| Cer d18:1Δ4 c24:1 | 648.59 → 264.19 | 4.19 | 21.92 | 28 | 71 | |
| MHCer in Segment 3 | 10.50 | |||||
| MHCer d18:1Δ4 c12:0 (ISTD) | 644.51 → 264.08 | 11.36 | 13.48 | 29 | 74 | |
| MHCer d18:1Δ4 c22:0 | 784.53 → 264.12 | 8.49 | 21.07 | 29 | 68 | |
| MHCer d18:0 c22:0 | 786.59 → 266.11 | NO | 21.85 | 29 | 70 | |
| MHCer d18:1Δ4 c24:1 | 810.59 → 264.12 | 8.45 | 21.11 | 29 | 73 | |
| MHCer d18:0 c24:1 | 812.64 → 266.11 | 8.12 | NO | 29 | 75 | |
| MHCer d18:1Δ4 c24:0 | 812.65 → 264.11 | 8.35 | 23.05 | 29 | 72 | |
| SM in Segment 4 | 7.50 | |||||
| SM d18:1Δ4 c12:0 (ISTD) | 647.49 → 184.01 | 17.76 | 13.38 | 23 | 79 | |
| SM d18:1Δ4 c22:0 | 787.64 → 184.01 | 17.38 | 21.43 | 26 | 72 | |
| SM d18:0 c22:0 | 789.65 → 183.97 | 16.85 | 22.34 | 27 | 71 | |
| SM d18:1Δ4 c23:0* | 801.65 → 183.92 | 17.33 | 22.48 | 27 | 73 | |
| SM d18:1Δ4 c24:1 | 813.66 → 183.95 | 17.34 | 21.48 | 28 | 75 | |
| SM d18:1Δ4 c24:0 or SM d18:0 c24:1 | 815.68 → 183.98 | 17.29 | 23.58 | 28 | 74 | |
| SM d18:0 c24:0 | 817.68 → 184.07 | 16.28 | 24.76 | 29 | 73 | |
| Segment 5 | 6.00 | 999.00 → 950.00 (dummy transition) | ||||
Table 3.
Retention times and compound-specific SRM parameters for ceramides (Cer), hexosylceramides (MHCer), and sphingomyelins (SM) transitions that are included in the 2nd, 3rd, and 4th segments of the five-segmented normal-phase HPLC–ESI–MS/MS method 3
| Analyte | Segment duration (min) | Precursor [M+H]+ → product ion (m/z) | Retention time |
Collision energy (V) | Tube lens (V) | |
|---|---|---|---|---|---|---|
| NP (min) | RP (min) | |||||
| Segment 1 | 3.00 (To waste) | 999.00 → 950.00 (dummy transition) | ||||
| Cer in Segment 2 | 3.00 | |||||
| Cer d18:1Δ4 c12:0 (ISTD) | 482.43 → 264.14 | 4.45 | 13.80 | 23 | 64 | |
| Cer d18:1Δ4 c24:0 | 650.61 → 264.15 | 4.16 | 24.15 | 28 | 79 | |
| Cer d18:0 c24:1 | 650.61 → 266.17 | NI | 22.01 | 28 | 73 | |
| Cer d18:0 c24:0 | 652.81 → 266.18 | 4.17 | 25.19 | 28 | 74 | |
| Cer d18:1Δ4 c26:1 | 676.83 → 264.18 | 4.15 | 24.19 | 27 | 75 | |
| Cer d18:0 c26:1 | 678.82 → 266.19 | NI | NI | 29 | 75 | |
| Cer d18:0 c26:0 | 680.78 → 266.18 | NI | NI | 29 | 78 | |
| MHCer in Segment 3 | 10.50 | |||||
| MHCer d18:1Δ4 c12:0 (ISTD) | 644.51 → 264.08 | 11.36 | 13.25 | 29 | 74 | |
| MHCer d18:0 c24:0 | 814.63 → 266.11 | 8.12 | 22.96 | 29 | 70 | |
| MHCer d18:1Δ4 c26:1 | 838.63 → 264.12 | 8.15 | 22.94 | 30 | 73 | |
| MHCer d18:0 c26:1 | 840.64 → 266.11 | 7.79 | NI | 30 | 70 | |
| MHCer d18:1Δ4 c26:0 | 840.63 → 264.12 | NI | 25.48 | 30 | 69 | |
| MHCer d18:0 c26:0 | 842.63 → 266.11 | NI | NI | 31 | 72 | |
| SM in Segment 4 | 7.50 | |||||
| SM d18:1Δ4 c12:0 (ISTD) | 647.49 → 184.00 | 17.76 | 13.46 | 23 | 79 | |
| SM d18:1Δ4 c25:1* | 827.68 → 184.07 | 17.37 | 22.50 | 29 | 74 | |
| SM d18:0 c25:0 | 829.68 → 183.94 | 17.34 | 24.77 | 29 | 75 | |
| SM d18:1Δ4 c26:1 | 841.69 → 183.93 | 17.28 | 23.55 | 28 | 77 | |
| SM d18:1Δ4 c26:0 or SM d18:0 c26:1 | 843.69 → 183.97 | 17.25 | 26.18 | 28 | 76 | |
| SM d18:0 c26:0 | 845.70 → 184.12 | 17.35 | 29 | 75 | ||
| Segment 5 | 6.00 | 999.00 → 950.00 (dummy transition) | ||||
NP Normal phase; RP reversed phase; NO not observed; NI not identified; V Volts; min minutes; m/z mass to charge ratio
The internal standard LM 6002 was added to each sample at the beginning of sample preparation, and the ratio of peak areas of an analyte versus internal standard was calculated. An advantage of this quantitative technique is that ionization suppression effects of the matrix, and the variation in ionization efficiency between standards and analytes are compensated.
Results and Discussion
Normal-Phase Liquid Chromatography–Tandem Mass Spectrometry
Ceramides, SMs, and MHCers can be resolved and quantitated using normal-phase liquid chromatography, since the separation is based on head group characteristics rather than on the presence of different lengths of fatty-N-acyl side chains [46, 47]. Therefore, the components of an individual sphingolipid class elute together when separated by normal-phase liquid chromatography, and a single peak, primarily due to lipophilic (hydrophobic) interaction, is displayed. Thus, all Cers elute with similar retention times, as do MHCers and SMs, etc., which are displayed as single peaks but at different retention times. Accordingly, the quantitative analysis of the head group classes by normal-phase chromatography is not capable of distinguishing the isotopic 13C contributions from [M+H+1]+ and [M+H+2]+ and other isomeric species, since it does not provide a distinction between the compounds containing an unsaturated (sphingosine) and/or saturated (sphinganine) base structures, as all the components are displayed at a single retention time. The MS/MS mass filters that are used to identify these analytes cannot differentiate between co-eluting compounds with overlapping m/z values, unless the transition ions used for SRM are widely different for each analyte that was monitored. Therefore, normal-phase chromatography is typically employed to quantitate total Cers or SMs inclusive of all low- and high-abundant species, rather than individual components of Cers and SMs. In normal-phase chromatography, although all lipid classes are separated, components of the same lipid class elute together; thus, there exists the possibility of inter-molecular interactions from individual components within the lipid class that may lead to some ion suppression. In comparative analysis, when performed, for example, between wild and mutant species, such effects during analysis do cancel each other out.
In the present non-polar LC–MS/MS method presented here, many of the components from each class of compounds (e.g., MHCer d18:1Δ4c16:0 [retention time, 9.96 min, Fig. 2, panel j], MHCer d18:1Δ4c18:0 [rt: 9.41 min, Fig. 2, panel l], MHCer d18:1Δ4c20:0 [rt: 8.91 min, Fig. 2, panel n] or between cer d18:1Δ4c16:0 [rt: 4.33 min, Fig. 2, panel c] and cer d18:1Δ4c18:0 [rt: 4.30, Fig. 2, panel f]) were well resolved. This method is also capable of differentiating between saturated (sphinganine-containing) and unsaturated (sphingosine-containing) isomorphous components that differ only by two hydrogen atoms (e.g., SM d18:1Δ4c18:0 [rt: 17.52 min, Fig. 2, panel t], and SM d18:0 c18:0 [rt: 17.16 min, Fig. 2, panel u]). The present method exhibits picogram-level sensitivity for each lipid class.
Fig. 2.

Extracted ion chromatogram from SRM scans of precursor → double-dehydrated carbocation product fragment for the ceramides (transitions from molecular ions of 482–568), hexosylceramides (transitions from molecular ions of 644–758), and sphingomyelins (transitions from molecular ions of 644–758), including the respective internal standards by method 1 of the normal-phase liquid chromatography–tandem mass spectrometry
Three SRM-MS assays that rely on normal-phase separation to analyze Cers, SMs, and MHCers from mammalian cells, as described in the Experimental Section, were developed. Using these methods, as shown in Figs. 2, 3, and 4 and Tables 1, 2, and 3, Cers appear at retention times between 4.1 and 4.5 min, while MHCers and SMs elute over wider retention time ranges, (7.7–11.5 and 16.2–17.8 min, respectively). Compounds containing the sphingoid base backbone that differ by two hydrogen atoms, but contain equivalent numbers of all other atoms, are fully resolved for MHCers and reasonably well to partially resolved for SMs by using this method. A few trends are clearly discernable within the data. As the number of methylene groups within the Cers, MHCers, and SMs increase, the retention times decrease. For example, Cer d18:1Δ4 c16:0 appears at a retention time of 4.33 min (Fig. 2, panel C), while Cer d18:1Δ4 c18:0 appears at a retention time of 4.30 min (Fig. 2, panel f). Compounds with unsaturated sphingoid base backbones and their saturated counterparts containing the same number of non-hydrogen atoms but differing by only two hydrogen atoms, always appear as pairs, with the saturated compound eluting first. For example, SM d18:1Δ4 c22:0 (Fig. 3, panel Q) and SM d18:0 c22:0 (Fig. 3, panel r) appears at a retention time of 17.38 and 16.85 min, respectively. For compounds with an equivalent number of non-hydrogen atoms, the saturated compound elutes fastest, followed by the one in which the double bond is present on the sphingoid base backbone. When double bonds are present both on the sphingoid base and the fatty-N-acyl moiety, then such a compound elutes last. This is illustrated in the example for the following series of compounds with 18 carbon atoms on the sphingoid chain and 24 carbon atoms in the N-acyl fatty acid side chain, where the order of elution is: d18:0 c24:0 < d18:1Δ4 c24:0 < d18:0 c24:1 < d18:1Δ4 c24:1. Finally, the retention times shown for compounds possessing an unsaturation in both their sphingoid base backbone and side chain are similar to the compound that contains the same sphingoid base backbone but with two fewer methylene groups and does not possess any unsaturation in its N-acyl side chain. For example, the retention time exhibited for MHCer d18:1Δ4 c24:1 (Rt: 8.45 min, Fig. 3, panel 1) is similar to that of MHCer d18:1Δ4 c22:0 (Rt: 8.49 min. Fig. 3, panel j), or SM d18:1Δ4 c24:1 (Rt: 17.34 min. Fig. 3, panel t) is similar to that of SM d18:1Δ4 c22:0 (Rt: 17.38 min. Fig. 3, panel q).
Fig. 3.

Extracted ion chromatogram from SRM scans of precursor → double-dehydrated carbocation product fragment for the ceramides (transitions from molecular ions of 594–648), hexosylceramides (transitions from molecular weight of 784–812), and sphingomyelins (transitions from molecular ions of 787–817), including the respective internal standards by method 2 of the normal-phase liquid chromatography–tandem mass spectrometry
Fig. 4.

Extracted ion chromatogram from SRM scans of precursor → double-dehydrated carbocation product fragment for the ceramides (transitions from molecular ions of 650–679), hexosylceramides (transitions from molecular weight of 814–840), and sphingomyelins (transitions from molecular ions of 827–845), including the respective internal standards by method 3 of the normal-phase liquid chromatography–tandem mass spectrometry
Sphingolipid analysis of RAW264.7 cells using normal-phase LC–MS/MS has been reported previously by Shaner et al. [35]; however, individual analytes from each sphingolipid class were not chromatographically resolved. In their study, ceramides and hexosylceramides eluted as single peaks, as did SMs and lactosylceramides. If the components from each class of analytes are not resolved, there will be considerable overlap of not only the compounds with the same nominal masses such as isomeric and isobaric species, but also, due to the [M+H+1]+ and [M+H+2]+ carbon 13C isotopic contributions from 2 Da lower sphingoid core unsaturated compounds to a 2 Da higher sphingoid base saturated molecular species. This problem is compounded when the unsaturated analogue is more abundant than its corresponding saturated sphingoid base analogue. Theoretically, the isotopic contribution from [M+H+1]+ and [M+H+2]+ can be calculated based on the number and kind of atoms present or the intensity of the peak observed, and for the [M+H+2]+, should be in the theoretical range ca. 6–10%, depending upon the number of atoms present; in addition, the double 13C isotope must be contained in both the precursor and product ion. In the present experiments, the isotopic contributions to the saturated sphingoid base dihydro species due to [M+H+2]+ from the corresponding sphingoid base dehydro species (e.g., un-saturated d-18 sphingoid base with product ion of m/z 264.2), are found to be 6–10% of the amount of the unsaturated species, even if for example m/z 266.2 of the saturated d-18 sphingoid base product ion transition is monitored by SRM. Thus, the dehydro species almost always seems to exhibit a lingering (residual) small d-saturated product ion transition coming from the sphingoid base skeleton, similar to that arising from the dihydro species, or could as well be due to some isobaric contribution. Hence, unless the d-unsaturated and d-saturated analogues are chromatographically resolved, or if the retention times for both species are the same, the existence of the dihydro-saturated species can only be considered if the peak area of the saturated dihydro compound is more than 5–10% of the corresponding dehydro-unsaturated species.
The LC–MS/MS data for sphingolipids obtained from the analysis of HEK293 and MEF cells are presented in Tables 4 and 5, respectively. Table 4 presents the data obtained using normal-phase chromatography to analyze the HEK293E cells, while Table 5 provides comparative data obtained by both normal-phase and reversed-phase chromatography to analyze MEF cells. The quantitative data indicates that the ceramide levels in HEK293E cell present are ca. 10 nmol, while the levels for MHCers and SMs are <50 nmol each. Therefore, the fatty acid contribution from these sphingolipid classes is <200 nmol in this cell analysis.
Table 4.
Normal-phase liquid chromatography selected reaction monitoring data obtained for the evaluation of sphingomyelins (SM), ceramides (Cer), and hexosylceramides (MHCer) from HEK293 cells
| Analyte | SM |
Cer |
MHCer |
||||||
|---|---|---|---|---|---|---|---|---|---|
| Mean ± SD (pmol/1 × 107 cells) | CV (%) | Analyte (%) | Mean ± SD (pmol/1 × 107 cells) | CV (%) | Analyte (%) | Mean ± SD (pmol/1 × 107 cells) | CV (%) | Analyte (%) | |
| d18:1Δ4 c16:0 | 14,467.8 ± 372.1 | 2.7 | 44.7 | 2,220.8 ± 109.1 | 4.9 | 24.6 | 4,464.1 ± 102.8 | 2.3 | 9.2 |
| d18:0 c16:0 | 594.6 ± 17.5 | 3.1 | 1.8 | NO | – | – | 15.2 ± 0.8 | 5.2 | 0.0 |
| d18:1Δ4 c18:0 | 2,885.1 ± 102.4 | 3.8 | 8.9 | 324.3 ± 16.9 | 5.2 | 3.6 | 772.1 ± 20.9 | 2.7 | 1.6 |
| d18:1Δ4 c18:1 | NO | – | – | 20.5 ± 1.1 | 5.6 | 0.1 | NO | – | – |
| d18:0 c18:0 | 185.5 ± 5.0 | 2.9 | 0.6 | NO | – | – | 6.6 ± 0.1 | 1.6 | 0.0 |
| d18:1Δ4 c20:0 | 505.9 ± 17.1 | 3.7 | 1.6 | 131.7 ± 10.1 | 7.7 | 1.5 | 815.2 ± 32 | 3.9 | 1.7 |
| d18:0 c20:0 | 115.4 ± 3.4 | 3.2 | 0.4 | NO | – | – | NO | – | – |
| d18:1Δ4 c22:0 | 2,805.9 ± 152.7 | 6.0 | 8.7 | 1,053.5 ± 30.9 | 2.9 | 11.7 | 10,011.5 ± 283.9 | 2.8 | 20.6 |
| d18:0 c22:0 | 187.7 ± 10.2 | 6.1 | 0.6 | NO | – | – | 28.6 ± 0.9 | 3.1 | 0.1 |
| d18:1Δ4 c23:0 | 50.2 ± 3.0 | 6.6 | 0.2 | NO | – | – | NO | – | – |
| d18:1Δ4 c24:1 | 6,445.2 ± 340.7 | 5.9 | 19.9 | 2,279.2 ± 42.0 | 1.8 | 25.2 | 6,814.7 ± 275.5 | 4.0 | 14.0 |
| d18:1 c24:0 | 5,656.5 ± 257.1 | 5.1 | 17.5 | 2,868.4 ± 113.9 | 3.2 | 31.8 | 24,291.2 ± 1,122.6 | 4.6 | 49.9 |
| d18:0 c24:0 | 597.4 ± 39.0 | 7.4 | 1.8 | 73.0 ± 5.0 | 6.8 | 0.8 | NO | – | – |
| d18:1Δ4 c26:1 | 241.1 ± 23.9 | 11.5 | 0.7 | 51.6 ± 4.2 | 8.1 | 0.6 | 322.8 ± 30.4 | 9.4 | 0.7 |
| d18:1Δ4 c26:0 | 216.8 ± 19.3 | 10.3 | 0.7 | 4.8 ± 0.6 | 12.1 | 0.1 | 1,116.5 ± 97.3 | 8.7 | 2.3 |
| d18:0 c26:1 | 26.9 ± 1.9 | 8.2 | 0.1 | NO | – | – | 37.8 ± 3.2 | 8.4 | 0.1 |
| Total in the Cells | 32,389.6 ± 1,193.3 | 3.7 | 9,027.7 ± 286.9 | 3.1 | 48,696.2 ± 1,446.3 | 3.0 | |||
CV is based on triplicate run of samples. NO not observed; NI not identified
Table 5.
Comparative normal-phase and reversed-phase liquid chromatography-tandem mass spectrometric (SRM) data obtained for the evaluation of sphingomyelins (SM), ceramides (Cer), and hexosylceramides (MHCer) from mouse embryonic cells at the 1-mg protein level
| Analyte | Normal Phase LC/MS/MS |
Reversed Phase LC/MS/MS |
||||
|---|---|---|---|---|---|---|
| Mean ± SD (1 mg Protein Level) | CV (%) | Analyte (%) | Mean ± SD (1 mg Protein Level) | CV (%) | Analyte (%) | |
| SM | ||||||
| SM d18:1Δ4 c16:0 | 5,732.0 ± 402.9 | 7.0 | 55.1 | 6,804.4 ± 245.4 | 3.6 | 50.6 |
| SM d18:0 c16:0 | 208.4 ± 28.9 | 13.7 | 2.0 | 357.7 ± 6.7 | 1.9 | 2.7 |
| SM d18:1Δ4 c18:0 | 534.9 ± 59.8 | 11.2 | 5.1 | 682.4 ± 25.1 | 3.7 | 5.1 |
| SM d18:0 c18:0 | 7.0 ± 0.9 | 12.4 | 0.1 | 14.6 ± 1.4 | 9.4 | 0.1 |
| SM d18:1Δ4 c20:0 | 198.2 ± 13.8 | 7.0 | 1.9 | 230.9 ± 15.3 | 6.6 | 1.7 |
| SM d18:0 c20:0 | NI | – | 5.8 ± 0.5 | 8.4 | 0.1 | |
| SM d18:1Δ4 c22:0 | 442.0 ± 37.2 | 8.4 | 4.2 | 618.2 ± 25.9 | 4.2 | 4.6 |
| SM d18:0 c22:0 | NI | – | 12.6 ± 0.8 | 6.4 | 0.1 | |
| SM d18:1Δ4 c23:0 | 81.8 ± 4.1 | 5.0 | 0.8 | 111.5 ± 12.1 | 10.8 | 0.8 |
| SM d18:1Δ4 c24:1 | 2,166.9 ± 212.3 | 9.8 | 20.8 | 3,404.2 ± 156.1 | 4.6 | 25.3 |
| SM d18:1Δ4 c24:0 | 1,012.9 ± 102.5 | 10.1 | 9.7 | 1,157.2 ± 68.8 | 5.9 | 8.6 |
| SM d18:1Δ4 c26:0 | 19.2 ± 3.6 | 14.9 | 0.2 | 56.2 ± 1.8 | 3.2 | 0.4 |
| Total in pmol | 10,403.3 ± 705 | 7.0 | 13,456.6 ± 402.1 | 3.0 | ||
| Cer | ||||||
| d18:1Δ4 c16:0 | 62.8 ± 0.9 | 1.5 | 25.3 | 182.7 ± 1.6 | 0.9 | 48.3 |
| d18:0 c16:0 | 1.6 ± 0.1 | 8 | 0.6 | NI | – | – |
| d18:1Δ4 c18:1 | 1.4 ± 0.1 | 6.5 | 0.6 | 13.5 ± 0.8 | 5.7 | 3.6 |
| d18:1Δ4 c18:0 | 13.5 ± 0.1 | 0.5 | 5.4 | 20.4 ± 1.2 | 5.8 | 5.4 |
| d18:1Δ4 c20:0 | 5.8 ± 0.11 | 0.3 | 2.3 | 8.5 ± 0.8 | 9.6 | 2.2 |
| d18:1Δ4 c22:0 | 26.7 ± 0.7 | 2.5 | 10.7 | 20.5 ± 1.3 | 6.5 | 5.4 |
| d18:1Δ4 c24:1 | 66.2 ± 0.3 | 0.5 | 26.6 | 68.7 ± 4.9 | 6.4 | 18.2 |
| d18:1Δ4 c24:0 | 61.8 ± 0.9 | 1.4 | 25.3 | 62.1 ± 4.8 | 5.1 | 16.4 |
| d18:1Δ4 c26:1 | 7.8 ± 0.2 | 2.4 | 3.1 | 1.7 ± 0.1 | 6.2 | 0.4 |
| Total in pmol | 248.6 ± 1.4 | 1.6 | 378.1 ± 21.8 | 4.8 | ||
| MHCer | ||||||
| d18:1Δ4 c16:0 | 257.4 ± 39.9 | 15.5 | 30.3 | 481.2 ± 5.0 | 1.0 | 52.7 |
| d18:0 c16:0 | NI | – | NI | |||
| d18:1Δ4 c18:0 | 39.7 ± 5.1 | 12.9 | 4.7 | 20.5 ± 0.4 | 1.7 | 2.2 |
| d18:0 c18:0 | NI | – | NI | |||
| d18:1Δ4 c20:0 | 28.0 ± 3.5 | 12.5 | 3.3 | 16.4 ± 2.1 | 12.8 | 1.8 |
| d18:1Δ4 c22:0 | 92.3 ± 8.6 | 9.3 | 10.9 | 66.6 ± 7.9 | 11.9 | 7.3 |
| d18:0 c22:0 | NI | – | – | NI | – | |
| d18:1Δ4 c24:1 | 165.4 ± 19.1 | 11.5 | 19.5 | 127.2 ± 6.4 | 5.0 | 13.9 |
| d18:0 c24:1 | 3.9 ± 0.5 | 12.1 | 0.5 | NO | – | |
| d18:1Δ4 c24:0 | 256.7 ± 31.3 | 12.2 | 30.2 | 197.2 ± 11.9 | 6.0 | 21.6 |
| d18:1Δ4 c26:1 | 5.8 ± 0.7 | 11.5 | 0.7 | 3.8 ± 0.2 | 6.6 | 0.4 |
| Total in pmol | 849.3 ± 109.2 | 12.8 | 912.7 ± 24.4 | 2.7 | ||
Comparative Sphingolipid Measurements
Normal-phase LC–MS/MS methods were developed to quantify and compare the levels of SMs, Cers, and M in HEK293 and MEF cells (Tables 4, 5). In both cell types, d18:1Δ4 c16:0 represents ~45–55% of the total amount of SM, followed by d18:1Δ4 c24:1 (~20%) and d18:1Δ4 c24:0 (~17.5 and 10% in HEK293 and MEF cells, respectively). The major Cer present in HEK293 cells is d18:1Δ4 c24:0 (~32% of total), followed by d18:1Δ4 c16:0 (25%), d18:1Δ4 c24:1 (25%), and d18:1Δ4 c22:0 (17%). In MEF cells, a similar pattern was observed with d18:1Δ4 c16:0, d18:1Δ4 c24:1, d18:1Δ4 c24:0, and d18:1Δ4 c22:0 constituting about 80–90% of the total Cer content.
The measurement of monohexosylceramide, i.e., hexosylceramide (MHCer), levels in HEK293 cells using normal-phase chromatography, shows d18:1 c24:0 as the dominant MHCer (~50% of total), followed by d18:1Δ4 c22:0 (~21%), d18:1Δ4 c24:1 (~14%), and d18:1Δ4 c16:0 (~10%), respectively. In MEFs, d18:1Δ4 c16:0 (30%) and 18:1Δ4 c24:0 (30%) are the dominant MHCers, followed by d18:1Δ4 c24:1 (20%) and d18:1Δ4 c22:0 (11%). Overall, the Cer, MHCer, and SM profiles of the two cell types are similar, with the predominant species being the d18:1Δ4 c16:0, d18:1Δ4 c24:0, d18:1Δ4 c24:1, and d18:1Δ4 c22:0 molecules. Importantly, the sphingolipids mixture of internal standard containing C17 or C12 bases (LM6002) are unnatural synthetic lipids, and consequently, no endogenous signals of these categories were observed from the cell lines.
In the study by Shaner et al. [35], the most abundant SM in RAW264.7 mouse macrophage cells was d18:1Δ4 c16:0, followed by d18:0 c16:0 and d18:1Δ4 c24:1. These results are similar to what we observed for HEK293 and MEF cells, except that we found much lower levels of d18:0 c16:0. The levels of Cer d18:1Δ4 c24:0, d18:1Δ4 c16:0, and d18:1Δ4 c24:1 found using our method, are also similar to those reported by Merrill et al. While we and Merrill et al. found that MHCer d18:1Δ4 c16:0 was the most abundant MHCer in MEF cells, this lipid was the third most abundant species in HEK293 cells. Previously Koivusalo et al. [47] found only three SMs in the BHK21 hamster cells, SM, d18:1Δ4 c16:0 (65% of total sphingolipid content), SM d18:1Δ4 c24:1 (20%), and SM d18:1Δ4 c24:0 (15%), similar to the top three SMs observed in HEK293 and MEF cells. Other SMs in their studies might not have been observed, perhaps due to the lack of the sensitivity of their assay. Hammad et al. [48] performed the sphingolipidomic analysis of the serum and plasma samples of both healthy human males and females, and these authors reported d18:1Δ4 c16:0, and d18:1Δ4 c24:1 as the two most abundant sphingomyelins and monohexosylceramides, and d18:1Δ4 c24:0, d18:1Δ4 c24:1 as the two most abundant ceramide species. Thus, from all these quantitative analyses of different cells and tissues, we can say with some confidence that d18:1Δ4 c16:0 and d18:1Δ4 c24:1 might be the top sphingomyelin candidates, and Cer d18:1Δ4 c24:0, d18:1Δ4 c16:0, and d18:1Δ4 c24:1 might be the top three ceramide species present in many types of mammalian cells; and therefore, comparison of these dominant top sphingolipids in healthy and disease cells might provide some insights into the prognosis of health and disease. It should be noted that nerve tissues that are not studied here might have some other Cers and SMs, such as those that contain hydroxyl fatty acids in their chains as the dominating species.
Impact of the Sample Protein Amount on Sphingolipids Quantitation
When different batches of MEF cell samples containing different amounts of protein were collected and processed for NP-LC/MS/MS, the quantitative data was irreproducible, even after normalization based on protein concentration. Initially, it was thought that this discrepancy in data might be due to a subtle variation in the cell preparation and collection technique, and consequently in the sample handling; hence, the samples might have varying matrix type of effects. However, this discrepancy might also be due to the different protein levels that were present in the samples when different amount of samples were taken; and if this is true, then at what range of protein content in the sample will the sample give consistent quantitative estimation of analytes. To test these hypotheses, aliquots of MEF cells containing different amount of proteins (i.e., 400, 250, 100, 50, and 25 μg of total protein levels) were processed for LC–MS analysis. The sphingolipid data for SMs and Cers along with their percentages are presented in Table 6. These samples were prepared identically and then processed at the same time. It is very clear from Table 6 that as the absolute amount of protein in the samples decreases, the total amount of Cer measured increases. At moderately high protein content (400 μg), the Cer levels measured were only half as great compared to those found in the sample containing the lowest amount of protein (25 μg). However, it is apparent that the overall percentages of the individual Cer components remain similar. Ceramide levels in the samples containing 50–250 μg of protein exhibited minimal differences. To measure Cer in cells, the absolute range of protein levels should be between 50 and 300 μg; otherwise, the data will lose quantitative integrity in terms of absolute amounts.
Table 6.
Comparative liquid chromatography selected reaction monitoring data obtained for the evaluation of sphingomyelin (SM), and ceramides (CER) from mouse embryonic fibroblast cells that contain different amount of absolute protein. Data is normalized to the 1-mg protein level
| Amount of Protein |
||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 400 μg |
250 μg |
100 μg |
50 μg |
25 μg |
||||||
| pmol | % | pmol | % | pmol | % | pmol | % | pmol | % | |
| Ceramides | ||||||||||
| Cer d18:1Δ4 c16:0 | 108.0 | 51.6 | 134.8 | 48.6 | 137.3 | 45.3 | 145.0 | 43.8 | 174.0 | 41.5 |
| Cer d18:1Δ4 c18:1 | 1.5 | 0.7 | 1.4 | 0.5 | 3.9 | 1.3 | 2.5 | 0.7 | 2.9 | 0.7 |
| Cer d18:1Δ4 c18:0 | 10.2 | 4.9 | 12.2 | 4.4 | 14.1 | 4.7 | 17.1 | 5.2 | 32.6 | 7.8 |
| Cer d18:1Δ4 c20:0 | 3.3 | 1.6 | 4.3 | 1.6 | 6.0 | 2.0 | 9.4 | 2.8 | 13.8 | 3.3 |
| Cer d18:1Δ4 c22:0 | 4.2 | 12.0 | 4.3 | 14.3 | 4.7 | 15.7 | 4.8 | 15.7 | 3.7 | |
| Cer d18:1Δ4 c24:1 | 44.0 | 21.0 | 62.5 | 22.6 | 74.3 | 24.5 | 83.6 | 25.3 | 117.2 | 28.0 |
| Cer d18:1Δ4 c24:0 | 32.2 | 15.4 | 48.8 | 17.6 | 51.4 | 17.0 | 54.8 | 16.6 | 63.1 | 15.0 |
| Cer d18:1Δ4 c26:1 | 1.0 | 0.5 | 1.1 | 0.4 | 1.3 | 0.4 | 2.5 | 0.7 | NO | – |
| Total | 209.1 | 277.1 | 302.7 | 330.6 | 419.2 | |||||
| Sphingomyelins | ||||||||||
| SM d18:1Δ4 c16:0 | 6,618.0 | 59.3 | 6,084.2 | 55.2 | 7,123.0 | 59.9 | 7,421.4 | 64.3 | 8,677.7 | 64.2 |
| SM d18:0 c16:0 | 174.8 | 1.6 | 199.9 | 1.8 | 194.1 | 1.6 | 155.9 | 1.4 | 206.7 | 1.5 |
| SM d18:1Δ4 c18:0 | 448.3 | 4.0 | 569.0 | 5.2 | 540.3 | 4.5 | 536.0 | 4.6 | 622.6 | 4.6 |
| SM d18:0 c18:0 | 9.4 | 0.1 | 9.0 | 0.1 | 0.1 | 6.1 | 0.1 | 6.4 | 0.0 | |
| SM d18:1Δ4 c20:0 | 141.1 | 1.3 | 184.7 | 1.7 | 172.8 | 1.5 | 160.2 | 1.4 | 182.0 | 1.3 |
| SM d18:0 c20:0 | 45.9 | 0.4 | 37.6 | 0.3 | NO | – | NO | – | NO | – |
| SM d18:1Δ4 c22:0 | 411.6 | 3.7 | 470.0 | 4.3 | 440.1 | 3.7 | 403.2 | 3.5 | 472.1 | 3.5 |
| SM d18:1Δ4 c23:0 | 80.8 | 0.7 | 89.9 | 0.8 | 82.6 | 0.7 | 69.7 | 0.6 | 85.6 | 0.6 |
| SM d18:1Δ4 c24:1 | 2,284.4 | 20.5 | 2,410.1 | 21.8 | 2,253.3 | 18.9 | 2,053.6 | 17.8 | 2,376.8 | 17.6 |
| SM d18:1Δ4 c24:0 | 818.9 | 7.3 | 861.4 | 7.8 | 967.6 | 8.1 | 648.1 | 5.6 | 828.0 | 6.1 |
| SM d18:0 c24:0 | 22.9 | 0.2 | 5.1 | 0.0 | 5.1 | 0.0 | NO | – | NO | – |
| SM d18:1Δ4 c25:1 | 45.2 | 0.4 | 43.6 | 0.4 | 45.5 | 0.4 | 34.6 | 0.3 | 32.8 | 0.2 |
| SM d18:1Δ4 c25:0 | 22.0 | 0.2 | 25.2 | 0.2 | 22.6 | 0.2 | 17.0 | 0.1 | NO | – |
| SM d18:1Δ4 c26:1 | 41.9 | 0.4 | 40.7 | 0.4 | 35.8 | 0.3 | 29.6 | 0.3 | 32.9 | 0.2 |
| Total amount | 11,165.2 | 11,030.5 | 11,891.7 | 11,535.3 | 13,523.6 | |||||
For SM, the data shows consistency between 50 and 400 μg of protein, whereas at 25 μg of protein, the total SM levels appear to be relatively high; however, some of the signals were of low intensity and showed poor peak shape. Therefore, if sphingolipids such as Cers, MHCers, and SMs are being measured in comparative samples, it is important to begin with samples containing similar amounts of total protein. The recommended protein level is between 50 and 300 μg.
It is known that analyzing lipids by direct infusion into the mass spectrometer at high concentrations (i.e., 10 pmol/μL or ca. 150 pmol/μL of total lipids), the relative response decreases strongly to increasing acyl chain length [47]. At lower concentrations (i.e., 5 or 60 pmol/μL of total lipids), however, the response is essentially linear with the chain length as lipid-lipid interactions and lipids-to-solution droplets crowding at the ESI inter-phase are minimized [42, 47]. It should, however, be noted that use of chromatography will essentially dilute this process because of the separation of analytes, and at a given duration of time not many analytes co-elute. This is particularly true for RP chromatography, where individual analytes from each class are well separated. Even with NP chromatography, all the sphingolipid classes viz. ceramides, hexosylceramides, and sphingomyelins are well separated into bands appearing at vastly different retention times, with many individual analytes from each class partially to fully resolved. Further, the volume of sample solution injected on to a column in this study is ca. 10–20 μL from a total sample volume of ca. 700–800 μL divided between the NP and RP chromatography; therefore, given the amount of protein assayed in these samples, the lipid contents in this injected volume might not be too high at all.
Sphingolipid Analysis Using Reversed-Phase Liquid Chromatography–Tandem Mass Spectrometry
We also developed reversed-phase LC–MS/MS methods to quantitate Cers, MHCers, and SMs. The SRM profiles are shown in Figs. 5, 6, and 7, respectively. Reversed-phase chromatography has higher selectivity and specificity for these compounds than normal phase chromatography, owing to its superior resolution of these molecules. The separation in reversed-phase chromatography is based on the hydrophobicity of the fatty-N-acyl side chains, rather than on head group separation of these molecules. For each class of analytes, three SRM methods were constructed, each employing between 5 and 7 analyte transitions, enabling the analysis of 18–20 molecules within each class. Excellent signals were observed for all SMs (Fig. 7); however, signals for MHCer were very poor for samples containing low and moderate levels of these compounds (Fig. 6). Some of the elution trends observed when separating the compounds using normal-phase chromatography were reversed in reversed-phase chromatography, e.g., as the number of methylene groups increased in each class of sphingolipids, their retention times increased, while the d-unsaturated and d-saturated still appeared as pair, the dihydro species appearing at a higher retention time, compared to the corresponding dehydro compound.
Fig. 5.

Extracted ion chromatogram from SRM scans of precursor → double-dehydrated carbocation product fragment for all the ceramides, as observed by three reversed-phase methods. All three reversed-phase methods contain only transitions from ceramides. Each method also comprises a transition from the ceramide internal standard
Fig. 6.

Extracted ion chromatogram from SRM scans of precursor → double-dehydrated carbocation product fragment for all the hexosylceramides (MHCer), as observed using three reversed-phase methods. All three reversed-phase methods contain only transitions from MHCer. Each method also comprises a transition from the MHCer internal standard
Fig. 7.

Extracted ion chromatogram from SRM scans of precursor → double-dehydrated carbocation product fragment for all the sphingomyelins (SM), as observed by three reversed-phase methods. All three reversed-phase methods contain only transitions from SM. Each method also comprises a transition from the SM internal standard
Obtaining the necessary sensitivity for some of the low-abundant species, particularly for hexosylceramides in reversed-phase chromatography, may require injecting larger amounts of material onto the column. This need can be a limiting factor when little biological sample is available. Furthermore, the interaction of Cers, MHCers, and SMs with the solvents used in reversed- and normal-phase chromatography differ. Owing to their choline head group, SMs have stronger dipole-dipole and H-bonding type of interactions with reversed-phase solvents, compared to weaker van der Waals, London-London and other dispersion forces with normal-phase solvents. Consequently, SMs resolve better under reversed-phase conditions. Although ESI normally does not ionize efficiently under the high content of non-polar organic solvents, such as hexane, CHCl3, ethyl acetate or ether, but in the presence of 5 mM CH3COONH4 dissolved in 20 mL CH3OH and containing 1–2% CH3COOH, the ceramides and MHCers seem to exhibit good ionization efficiency and good sensitivity, in comparison to their ionization efficiency with reversed-phase solvents. It should be noted that the run times in both normal- and reversed-phase chromatography are almost identical (ca. 22 min); however, in normal-phase chromatography, each of the three classes of sphingolipids is displayed within a narrow elution time window of its own: Cers elute between 3.7 and 4.5 min, MHCers between 8 and 12 min, and SMs between 16 and 19 min, thus making it possible to combine analytes from each sub-class together into different segments to run them concurrently in each method. The individual MRM pair that uniquely identifies each species can then be summed to yield the total class species. In reversed-phase chromatography compounds from each class of sphingolipids are well resolved, with retention time ranging widely between 12 and 27 min. Further, because of a large elution window between the internal standard that was used and the respective analytes of that class, each sub-class of sphingolipids was run separately, instead of juxtaposing the peaks over each other chromatographically. Because of this larger elution window, as, for example, there is more than 10 min difference between the elution time of Cer d18:1Δ4 c12:0 internal standard and the analyte Cer d18:1Δ4 c24:1, there remains a strong possibility for ionization differences between earlier and later eluting analytes, in comparison to the use of only one either earlier or later eluting internal standard, which might result in a disparity of data between the normal- and reversed-phase chromatography. However, data from Table 5 shows the calculated amounts of individual Cers, MHCers, and SMs obtained by both reversed- and normal-phase chromatography, indicating the overall bias is less for SMs. For Cers and MHCers, the earlier eluting analytes exhibit higher amounts in comparison to the use of only one earlier eluting internal standard for each. Thus, it seems prudent to use more than two internal standards that span the entire elution window for each class of analytes when reversed-phase chromatography is performed.
As the NP and RP-LC/MS/MS quantitation results were inconsistent between the two, a solution containing four reference standards, two each of ceramides and sphingomyelins, viz. Cer d18:1Δ4 c20:0, Cer d18:1Δ4 c24:1, SM d18:1Δ4 c16:0, and SM d18:1Δ4 c18:0, were prepared at the 1-μg/mL level and then spiked in equal amounts and studied by both NP and RP-LC/MS/MS. The peak areas obtained by NP chromatography for these reference standards were 2.85 × 107, 3.19 × 108, 4.64 × 108, and 2.41 × 108, while under reversed-phase conditions, the respective peak areas were 9.63 × 107, 1.17 × 107, 2.01 × 109, 1.04 × 109; these results also suggest different ionization efficiencies in NP and RP chromatograph. Thus, data obtained with these spiked reference standards also suggested the similar discriminatory results between the NP and RP chromatography. Recovery between 70–80% and 90–95% were observed for samples processed by normal-phase and reversed-phase, respectively, using the comparative calculations of the peak areas of individual components from neat and LM6002 prespiked sample.
A series of reliable, efficient, and highly sensitive LC–MS (SRM) methods using normal-phase and reversed-phase liquid chromatography was developed to quantitate mammalian Cers, MHCers, and SMs containing saturated and unsaturated sphingoid base cores. In the context of normal phase chromatography a high content of organic solvents still provided efficient electrospray ionization of the ceramides and hexosylceramides. Using non-polar solvents in normal phase chromatography, even low abundant Cers having similar retention times were implicitly resolved, while reversed-phase chromatography was used to resolve the Cer compounds explicitly. SMs could be resolved using either type of chromatography, however, reversed-phase chromatography provided better specificity, selectivity, and sensitivity. Hexosylceramides were best resolved and quantitated using normal phase chromatography. Because the interaction of Cers, MHCers, and SMs differs between normal-phase and reversed-phase solvents and there is a possibility of some ion suppression effects, it is essential to link the quantitative results to the type of chromatography utilized. An absolute total amount of protein amounts between 100 and 300 μg is essential to get consistent quantitative results for all the sphingolipids. Overall, the quantitative results show that for MEF and HEK293 cells, more than 75% of the Cers, MHCers, and SMs exist as d18:1Δ4 c16:0, d18:1Δ4 c24:1, and d18:1Δ4 c24:0.
Acknowledgments
This project has been funded in whole or in part with federal funds from the National Cancer Institute, National Institutes of Health, under contract HHSN261200800001E. The content of this publication does not necessarily reflect the views or policies of the Department of Health and Human Services, nor does mention of trade names, commercial products, or organizations imply endorsement by the US Government.
Abbreviations
- Cers
Ceramides
- MHCers
Hexosylceramides or monohexosylceramides
- SMs
Sphingomyelins
- LC–MS/MS
Liquid chromatography–tandem mass spectrometry
- Rt
Retention time
- MA and AA
Manually and automatic integrated areas
- MRM
Multiple reaction monitoring
- d-saturated
The sphingoid base core without any double bonds
- d-unsaturated
Sphingoid base core containing double bonds
- Notation d18:1Δ4 c16:0
A dihydroxy 18 carbon sphingoid base core structure with a double bond on the fourth carbon atom starting from the hydroxyl terminus of the core chain, and the c16:0 represents the number of carbon atoms linked to the amino side chain
Contributor Information
M. Athar Masood, Laboratory of Proteomics and Analytical Technologies, SAIC-Frederick, Inc., National Cancer Institute at Frederick, Frederick, MD 21702-1201, USA.
Raghavendra P. Rao, Laboratory of Cell and Developmental Signaling, National Cancer Institute at Frederick, Frederick, MD 21702-1201, USA
Jairaj K. Acharya, Laboratory of Cell and Developmental Signaling, National Cancer Institute at Frederick, Frederick, MD 21702-1201, USA
Josip Blonder, Laboratory of Proteomics and Analytical Technologies, SAIC-Frederick, Inc., National Cancer Institute at Frederick, Frederick, MD 21702-1201, USA.
Timothy D. Veenstra, Laboratory of Proteomics and Analytical Technologies, SAIC-Frederick, Inc., National Cancer Institute at Frederick, Frederick, MD 21702-1201, USA
References
- 1.Eyster KM (2003) The membrane and lipids as integral participants in signal transduction: lipid signal transduction for the non lipid biochemist. Adv Physiol Edu 31:5–16 [DOI] [PubMed] [Google Scholar]
- 2.Merrill AH Jr, Stokes TH, Momin A, Park H, Portz BJ, Kelly S, Wang E, Sullards MC, Wang MD (2009) Sphingolipidomics: a valuable tool for understanding the roles of sphingolipids in biology and disease. J Lipid Res 50:S97–S102 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Oskouian B, Saba JD (2004) Death and taxis: what non-mammalian models tell us about sphingosine-1-phosphate. Semin Cell Dev Biol 15:529–540 [DOI] [PubMed] [Google Scholar]
- 4.Acharya U, Acharya JK (2005) Enzymes of sphingolipid metabolism in Drosophila melanogaster. Cell Mol Life Sci 62:128–142 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Holthius JC, Pomorski T, Raggers RJ, Sprong H, Van Meer G (2001) The organizing potential of sphingolipids in intracellular membrane transport. Physiol Rev 81:1689–1723 [DOI] [PubMed] [Google Scholar]
- 6.Dickson RC (1998) Sphingolipid functions in Saccharomyces cerevisiae: comparison to mammals. Annu Rev Biochem 67:27–48 [DOI] [PubMed] [Google Scholar]
- 7.Futerman AH, Hannun YA (2004) The complex life of simple sphingolipids. EMBO Rep 5:777–782 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Hla T (2004) Physiological and pathological actions of sphingosine-1-phosphate. Semin Cell Dev Biol 15:513–520 [DOI] [PubMed] [Google Scholar]
- 9.Spiegel S, Milstein S (2003) Exogenous and intracellularly generated sphingosine-1-phosphate can regulate cellular processes by divergent pathways. Biochem Soc Trans 31:1216–1219 [DOI] [PubMed] [Google Scholar]
- 10.Crawford MA, Doyle W, Drury P, Lennon A, Costeloe K, Leighfield M (1989) n-6 and n-3 fatty acids during early human development. J Intern Med 225:159–169 [DOI] [PubMed] [Google Scholar]
- 11.Innis SM (1991) Essential fatty acids in growth and development. Prog Lipid Res 1:39–103 [DOI] [PubMed] [Google Scholar]
- 12.Acharya U, Patel S, Koundakjian E, Nagashima K, Han X, Acharya JK (2003) Modulating sphingolipid biosynthetic pathway rescues photoreceptor degeneration. Science 299:1740–1743 [DOI] [PubMed] [Google Scholar]
- 13.Wang X, Rao RP, Cholady TK, Masood MA, Southon E, Zhang H, Berthet C, Nagashima K, Veenstra TK, Tessarolla L, Acharya U, Acharya JK (2009) Mitochondrial degeneration and not apoptosis is the primary cause of embryonic lethality in ceramide transfer protein mutant mice. J Cell Biol 184:143–158 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Rao RP, Yuan C, Allegood JC, Rawat SS, Edwards MB, Wang X, Merrill AH Jr, Acharya U, Acharya JK (2007) Ceramide transfer protein function is essential for normal oxidative stress response and lifespan. Proc Nat Acad Sci USA 104:11364–11369 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Acharya JK, Dasgupta U, Rawat SS, Yuan C, Sanxaridis PD, Yonamine I, Karim P, Nagashima K, Brodsky MH, Tsunoda S, Acharya U (2008) Cell non-autonomous function of ceramidase in photoreceptor homeostasis. Neuron 57:69–79 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Ma D (2007) Lipid mediators in membrane rafts are important determinants of human health and disease. Appl Physiol Nutr Metab 32:341–350 [DOI] [PubMed] [Google Scholar]
- 17.Ichi I, Nakahara K, Kiso K, Kojo S (2007) Effect of dietary cholesterol and high fat on ceramide concentration in rat tissues. Nutrition 23:570–574 [DOI] [PubMed] [Google Scholar]
- 18.Ozbayraktar FB, Ulgen KO (2009) Molecular facets of sphingolipids: mediators of diseases. Biotechnol J 4:1028–1041 [DOI] [PubMed] [Google Scholar]
- 19.Wymann MP, Schneiter R (2008) Lipid signaling in disease. Nat Rev Mol Cell Biol 9:162–176 [DOI] [PubMed] [Google Scholar]
- 20.Cowart L (2009) A bioactive sphingolipids: players in the pathology of metabolic disease. Trends Endocrinol Metab 20:34–42 [DOI] [PubMed] [Google Scholar]
- 21.Katsikas H, Wolf C (1995) Blood sphingomyelins from two European countries. Biochim Biophys Acta 1258:95–100 [DOI] [PubMed] [Google Scholar]
- 22.Lemaitre RN, King IB, Mozaffarian D, Kuller LH, Tracy RP, Siscovick DS (2003) n-3 Polyunsaturated fatty acids, fatal ischemic heart disease, and nonfatal myocardial infarction in older adults: the cardiovascular health study. Am J Clin Nutr 77:319–325 [DOI] [PubMed] [Google Scholar]
- 23.Simon JA, Hodgkins ML, Browner WS, Neuhaus JM, Bernert JT Jr, Hulley SB (1995) Serum fatty acids and the risk of coronary heart disease. Am J Epidemiol 142:469–476 [DOI] [PubMed] [Google Scholar]
- 24.Kang JX, Leaf A (1996) The cardiac antiarrhythmic effects of polyunsaturated fatty acids. Lipids 31:S41–S44 [DOI] [PubMed] [Google Scholar]
- 25.Wang Y, Kuhajda FP, Li JN, Pizer ES, Han WF, Sokoll LJ, Chan DW (2001) Fatty acid synthase (FAS) expression in human breast cancer cell culture supernatants and in breast cancer patients. Cancer Lett 167:99–104 [DOI] [PubMed] [Google Scholar]
- 26.Benedettini E, Nguyen P, Loda M (2008) The pathogenesis of prostate cancer: from molecular to metabolic alterations. Diagn Histopathol 14:195–201 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Ogino S, Kawasaki T, Ogawa A, Kirkner CJ, Loda M, Fuchs CS (2007) Fatty acid synthase overexpression in colorectal cancer is associated with microsatellite instability, independent of CpG island methylator phenotype. Hum Pathol 38:842–849 [DOI] [PubMed] [Google Scholar]
- 28.Zhou W, Han WF, Landree LE, Thupari JN, Pinn ML, Bililign T, Kim EK, Vadlamudi A, Medghalchi SM, Meskini RE, Ronnett GV, Townsend CA, Kuhajda FP (2007) Fatty acid synthase inhibition activates AMP-activated protein kinase in SKOV3 human ovarian cancer cells. Cancer Res 67:2964–2971 [DOI] [PubMed] [Google Scholar]
- 29.Pizer ES, Lax SF, Kuhajda FP, Pasternack GR, Kurman RJ (1998) Fatty acid synthase expression in endometrial carcinoma: correlation with cell proliferation and hormone receptors. Cancer 83:528–537 [PubMed] [Google Scholar]
- 30.Meilke MM, Lyketsos GG (2010) Alterations of the sphingolipid pathway in Alzheimer disease: New biomarkers and treatment targets. Neuromolecular Med. doi: 10.1007/s12017-010-8121-y [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Abnet CC, Borkowf CB, Qiao YL, Albert PS, Wang E, Merrill AH Jr, Mark D, Dong WJ, Taylor PR, Dawsey SM (2001) Sphingolipids as biomarkers of fumonisin exposure and risk of esophageal squamous cell carcinoma in China. Cancer Causes Control 12:821–828 [DOI] [PubMed] [Google Scholar]
- 32.Lands B (2009) Measuring blood fatty acids as a surrogate indicator for coronary heart disease risk in population studies. World Rev Nutr Diet 100:22–34 [DOI] [PubMed] [Google Scholar]
- 33.Lands B (2009) Planning primary prevention of coronary disease. Curr Atheroscler Rep 11:272–280 [DOI] [PubMed] [Google Scholar]
- 34.Griel AE, Cao Y, Bagshaw DD, Cifelli AM, Holub B, Etherton PMK (2008) A macadamia nut-rich diet reduces total and LDL cholesterol in mildly hypercholesterolemic men and women. J Nutr 138:761–767 [DOI] [PubMed] [Google Scholar]
- 35.Shaner RL, Allegood JC, Park H, Wang E, Kelly S, Haynes CA, Sullards MC, Merrill AH Jr (2009) Quantitative analysis of sphingolipids for lipidomics using triple quadrupole linear ion trap mass spectrometers. J Lipid Res 50:1692–1707 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Haynes CA, Allegood JC, Park H, Sullards MC (2009) Sphingolipidomics: methods for comprehensive analysis of sphingolipids. J Chromatgr B 877:2696–2708 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Sullards MC, Allegood JC, Kelly S, Wang E, Haynes CA, Park H, Chen Y, Merrill AH Jr (2007) Structure-specific, quantitative methods for analysis of sphingolipids by liquid chromatography–tandem mass spectrometry: “Inside-Out” sphingolipidomics. Methods Enzymol 432:83–115 [DOI] [PubMed] [Google Scholar]
- 38.Sullards MC, Merrill AH Jr (2001) Analysis of sphingosinel-phosphate, ceramides, and other bioactive sphingolipids by high-performance liquid chromatography–tandem mass spectrometry. Sci STKE 67:1–11 [DOI] [PubMed] [Google Scholar]
- 39.Merrill AH Jr, Sullards MC, Allegood JC, Kelly S, Wang E (2005) Sphingolipidomics: high-throughput, structure-specific, and quantitative analysis of sphingolipids by liquid chromatography–tandem mass spectrometry. Methods 36:207–224 [DOI] [PubMed] [Google Scholar]
- 40.Sullards C (2000) Analysis of SM, glucosylceramide, ceramide, sphingosine, and sphingosine1-phosphate by tandem mass spectrometry. Methods Enzymol 312:32–45 [DOI] [PubMed] [Google Scholar]
- 41.Han X (2002) Characterization and direct quantitation of ceramide molecular species from lipid extracts of biological samples by electrospray ionization tandem mass spectrometry. Anal Biochem 302:199–212 [DOI] [PubMed] [Google Scholar]
- 42.Han X, Gross RW (2005) Shotgun lipidomics: electrospray ionization mass spectrometric analysis and quantitation of cellular lipidomes directly from crude extracts of biological samples. Mass Spectrom Rev 24:367–412 [DOI] [PubMed] [Google Scholar]
- 43.Masukawa Y, Narita H, Shimizu E, Kondo N, Sugai Y, Oba T, Homma R, Ishikawa J, Takagi Y, Kitahara T, Takema Y, Kita K (2008) Characterization of overall ceramide species in human stratum corneum. J Lipid Res 49:1466–1476 [DOI] [PubMed] [Google Scholar]
- 44.Masukawa Y, Tsujimura H, Narita H (2006) Liquid chromatography–mass spectrometry for comprehensive profiling of ceramide molecules in human hair. J Lipid Res 47:1559–1571 [DOI] [PubMed] [Google Scholar]
- 45.Parrinello S, Samper E, Krtolica A, Goldstein J, Melov S, Campisi J (2003) Oxygen sensitivity severely limits the replicative lifespan of murine fibroblasts. Nat Cell Biol 5:741–747 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Watson AD (2006) Lipidomics: a global approach to lipid analysis in biological systems. J Lipid Res 47:2101–2111 [DOI] [PubMed] [Google Scholar]
- 47.Koivusalo M, Haimi P, Heikinheimo L, Kostiainen R (2001) Quantitative determination of phospholipid compositions by ESI-MS: effects of acyl chain length, unsaturation, and lipid concentration on instrument response. J Lipid Res 42:663–672 [PubMed] [Google Scholar]
- 48.Hammad SM, Pierce JS, Soodavar F, Smith KJ, Al Gadban MM, Rembiesa B, Klein RL, Hannun YA, Bielawski J, Bielawska A (2010) Blood sphingolipidomics in healthy humans: impact of sample collection methodology. J Lipid Res 51:3074–3087 [DOI] [PMC free article] [PubMed] [Google Scholar]
