Skip to main content
Mass Spectrometry logoLink to Mass Spectrometry
. 2024 Aug 8;13(1):A0151. doi: 10.5702/massspectrometry.A0151

Determination of Choline-Containing Compounds in Rice Bran Fermented with Aspergillus oryzae Using Liquid Chromatography/Tandem Mass Spectrometry

Masamitsu Maekawa 1,2,*,, Anna Iwahori 2,, Masaki Kumondai 1, Yu Sato 1, Toshihiro Sato 1, Nariyasu Mano 1,2
PMCID: PMC11331278  PMID: 39161737

Abstract

Choline-containing compounds are essential nutrients for human activity, as they are involved in many biological processes, including cell membrane organization, methyl group donation, neurotransmission, signal transduction, lipid transport, and metabolism. These compounds are normally obtained from food. Fermented brown rice and rice bran with Aspergillus oryzae (FBRA) is a fermented food product derived from rice and rice ingredients. FBRA exhibits a multitude of functional properties with respect to the health sciences. This study has a particular focus on choline-containing compounds. We first developed a simultaneous liquid chromatography/tandem mass spectrometry (LC/MS/MS) analysis method for seven choline-containing compounds. The method was subsequently applied to FBRA and its ingredients. Hydrophilic interaction chromatography (HILIC) and selected reaction monitoring were employed for the simultaneous analysis of seven choline-containing compounds. MS ion source conditions were optimized in positive ion mode, and the product ions derived from the choline group were obtained through MS/MS optimization. Under optimized HILIC conditions, the peaks exhibited good shape without peak tailing. Calibration curves demonstrated high linearity across a 300- to 10,000-fold concentration range. The application of the method to FBRA and other ingredients revealed significant differences between food with and without fermentation. In particular, betaine and α-glycerophosphocholine were found to be highest in FBRA and brown rice malt, respectively. The results indicated that the fermentation processing of rice ingredients results in alterations to the choline-containing compounds present in foods. The developed HILIC/MS/MS method proved to be a valuable tool for elucidating the composition of choline-containing compounds in foods.

Keywords: choline-containing compounds, simultaneous analysis, HILIC/MS/MS, fermented brown rice and rice bran with Aspergillus oryzae

INTRODUCTION

Choline is an essential nutrient that plays a multitude of vital roles within the human body. It is primarily obtained from the human diet.13) First, choline is essential for the biosynthesis of various phospholipids that are integral to maintaining the structural integrity of cell membranes.47) Second, choline functions as a cellular messenger.8,9) Third, choline is associated with the balance between phospholipids and cholesterol and thus plays a pivotal role in the synthesis of a substance essential for the removal of cholesterol from the liver.1,2) Consequently, inadequate choline supplementation results in the accumulation of fat in the liver.1013) Choline, in conjunction with other vitamins, including B12 and folate, plays a role in a process that is crucial for DNA synthesis.14,15) Choline is utilized in the synthesis of acetylcholine, a vital neurotransmitter.16,17) Acetylcholine is also implicated in memory and is intimately associated with cognitive functions.18,19) Choline combines with phospholipids and is metabolized into various phospholipids.1,17,20) In the initial stage of the synthesis of choline-containing lipids, choline is converted to phosphocholine by choline kinase.21) Phosphocholine is converted to phosphatidylcholine (PC) via cytidine diphosphate-choline and diacylglycerol. PC is degraded to lysophosphatidylcholine (LPC) by lipoprotein-associated phospholipase A2 or lecithin-cholesterol acyltransferase.2224) In addition, α-glycerophosphocholine is a metabolite that is deacylated by two fatty acids.25) Sphingomyelin is a sphingolipid that is formed by the conversion of choline from PC.26,27) In a manner analogous to glycerolipids, sphingomyelin is deacylated to lysosphingomyelin (LSM).28) These lyso-types of phospholipids function as lipid mediators within the human body.2932) Conversely, choline is oxidized to betaine via betaine aldehyde.33,34)

Choline is derived from a variety of dietary sources, including beef liver, chicken liver, salmon, and eggs.1) A deficiency in dietary choline has been associated with an increased risk of developing various disorders, including non-alcoholic fatty liver disease, cardiovascular disease, and chronic kidney disease. Furthermore, it has been linked to impaired cognitive function and the development of associated neuropsychiatric disorders.35)

Fermented brown rice and rice bran with Aspergillus oryzae (FBRA) is a multifunctional food that is thought to treat various diseases and is considered to be rich in various bioactive metabolites as well as fiber and carbohydrates.36) Evidence has been presented that FBRA has the potential to confer health benefits, including anti-cancer and anti-inflammatory effects.3740) The fermentation process increases the concentration of various antioxidant phytochemicals in FBRA. Consequently, fermentation enhances bioactive compounds in rice bran, which may contribute to its antioxidant potential.41) The bioactive components obtained from FBRA have been demonstrated to exert a range of biological activities.38,42,43) In summary, FBRA is regarded as a functional food with the potential to confer health benefits, particularly in the context of cancer prevention and enhancement of antioxidant capacity.

From the background information available on FBRA, we postulated that choline-containing compounds in FBRA, which are produced by the fermentation of rice ingredients, might increase during the fermentation process. The objective of this preliminary study was to quantify the choline-containing compounds in rice and ingredients derived from rice, including FBRA. Choline is a quaternary ammonium ion that is continuously and positively charged. Choline-containing compounds are all highly polar compounds with molecular weights below 1,000. Therefore, the elution of these compounds in liquid chromatography presents significant challenges. To address this challenge, various columns have been employed in previous studies.4446) Hydrophilic interaction liquid chromatography (HILIC) is a more effective method for retaining and separating polar compounds than other chromatographic techniques.4749) The use of a HILIC column can facilitate the attainment of more optimal peak shapes and enhanced reproducibility for choline-containing compounds.5052) In this study, we developed a simultaneous analysis method for seven choline-containing compounds (Fig. 1) using HILIC-mass spectrometry/mass spectrometry (HILIC/MS/MS). The method was subsequently applied to FBRA and other ingredients to analyze the contents of choline-containing compounds.

Fig. 1. Chemical structure of analytes. (A) choline, (B) acetylcholine, (C) betaine, (D) phosphocholine, (E) glycerophosphocholine, (F) lysophosphatidylcholine (sn-1, 16:0), and (G) lysosphingomyelin (d18:1).

Fig. 1. Chemical structure of analytes. (A) choline, (B) acetylcholine, (C) betaine, (D) phosphocholine, (E) glycerophosphocholine, (F) lysophosphatidylcholine (sn-1, 16:0), and (G) lysosphingomyelin (d18:1).

MATERIALS AND METHODS

Chemicals

The following compounds were procured from FUJIFILM Wako Pure Chemical Corporation (Osaka, Japan): ammonium formate, betaine-2H11, choline-2H9, formic acid, and α-glycerophosphocholine. The choline was procured from Tokyo Chemical Industry Co., Ltd. (Tokyo, Japan). The following compounds were procured from Merck KGaA (Darmstadt, Germany): acetylcholine chloride, betaine, phosphocholine chloride, and phosphocholine-2H9. Acetonitrile was procured from Kanto Kagaku (Tokyo, Japan). The following compounds were purchased from Avanti Polar Lipids, Co. Ltd. (Alabaster, AL, USA): α-glycerophosphocholine-2H9, LPC (sn-1/16:0), LSM, and LSM (d17:1). Ultrapure water was prepared using Puric-α (Organo Co. Ltd., Tokyo, Japan) and utilized in all experiments.

Liquid chromatography/tandem mass spectrometry (LC/MS/MS) equipment

The LC/MS/MS instrumentation was assembled using a QTRAP6500 (SCIEX, Framingham, MA, USA) quadrupole linear ion trap hybrid tandem mass spectrometer with an electrospray ionization (ESI) probe attached to the ion source and connected to an ultra-high-performance liquid chromatograph system (Nexera, Shimadzu, Kyoto, Japan). The analysis was conducted using LC/MS/MS in positive ion mode. The analytical software Analyst 1.6.2 (SCIEX) and the peak area integration software MultiQuant version 2.1.1 (SCIEX) were employed for the analysis and integration of peak areas, respectively. Statistical analysis was conducted using JMP Pro version 17.1 software (SAS Institute Inc., Cary, NC, USA).

Optimization of MS/MS conditions

The selected reaction monitoring (SRM) transitions were investigated using 1 μg/mL of each standard solution at a flow rate of 10 μL/min. The SRM parameters, namely the precursor ion (m/z) and product ion (m/z), declustering potential (DP), collision energy (CE), and cell exit potential (CXP), were optimized under SRM conditions. The ion source parameters in MS/MS were optimized through the use of a flow injection analysis of a standard mixture. The ion source parameters, including collision gas (CAD), curtain gas (CUR), turbo gas (GS1), nebulizer gas (GS2), turbo gas temperature (TEM), and ion spray voltage (ISV), were also optimized.

LC conditions

The mobile phases A and B were composed of 20 mM ammonium formate/formic acid (100:0.1, v/v) and acetonitrile, respectively, and were delivered in a gradient flow mode. The column utilized was an InertSustain Amide PEEK (2.1 mm i.d. × 150 mm, 1.9 μm, GL Sciences, Tokyo, Japan). The column temperature was set to 40°C. The gradient profile was configured as follows: B (%) 95→70→65→10→10, time (min); 0→4→8→8.1→15 min, with an equilibration period of 5 min at B 95%.

Preparation of stock and working solutions

All the analyte and internal standard (IS) solutions were prepared in a water/methanol (1:1, v/v) mixture. All the analyte solutions were combined and diluted to concentrations of 10,000, 3000, 1000, 300, 100, 30, 10, 5, 3, 2, and 1 ng/mL, respectively. Subsequently, each IS solution was combined and diluted to a concentration of 100 ng/mL, thereby preparing an IS mix solution. Calibration curves were generated by plotting the peak area of the diluted working standards against that of the IS.

Food samples and method for analysis of choline-containing compounds

A total of five distinct sample types were employed in this study: white rice, brown rice, rice bran, brown rice malt, and FBRA. White rice is produced by the removal of the germ and bran (the outer layer of the rice grain) from brown rice. Brown rice is rice that has undergone a process of removing the hull from the rice seed, leaving the germ and bran intact. Rice bran is a byproduct of milling brown rice and contains the seed coat and germ. Brown rice malt is produced by fermenting brown rice with malt. FBRA is a product derived from brown rice and rice bran by fermentation with Aspergillus oryzae. Fermentation of rice bran using Aspergillus oryzae was carried out according to standard procedures at Koken Co., Ltd. (Tobetsu-cho, Hokkaido, Japan).53) Rice bran was sprayed with water and mixed with steamed brown rice (1/10 the amount of rice bran) as a fermentation accelerant. The mixture was then processed in steam (10°C) for 40 min (first steaming) and then steamed in a drum-type fermenter at 100°C for 70 min (second steaming). The raw material was collected as follows. The steamed raw material was cooled to approximately 35°C using cold air and then allowed to undergo static fermentation in the fermentation liquid. The Aspergillus oryzae inoculation was carried out until the temperature of the intermediate product reached 40°C (about 12 hours after Aspergillus oryzae inoculation). The drum fermenter was then rotated. The intermediate product was further fermented while being stirred at a temperature of 37–43°C for about 20 hours. The fermentation product was then dried with hot air (approximately 50°C) for approximately 8 hours to obtain the FBRA (final product). As fresh FBRA has a high moisture content (approximately 30%), this sample (approximately 1 g) was dried at approximately 50°C for 1 hour. All samples were made into powder and stored at −20°C until use.

All rice samples were subjected to drying and milling processes, resulting in the formation of a powder. Subsequently, weighed sample powders were treated with a solution of methanol and water (1:1, v/v) in a 10-fold volume ratio (v/w). This mixture was then mixed for 1 hour, then subjected to sequential sonication for 1 hour, and centrifugation at 15,000 × g and 4°C for 10 min. Subsequently, an IS mix solution (50 μL) and methanol (50 μL) were added to the supernatant and thoroughly mixed. One microliter of the resulting solution was injected for LC/MS/MS analysis. The quantities of choline-containing compounds were determined using calibration curves. A Wilcoxon’s test was employed to investigate significant differences between each compound.

RESULTS AND DISCUSSION

Optimization of LC/MS/MS conditions for choline-related metabolites

We developed simultaneous analytical conditions for all the analytes and the ISs. The parameters of the SRM and ion source are presented in Table 1. In the product ion spectra, the most intense product ion at m/z 58 was observed for choline and betaine. In previous reports, m/z 60 was observed as the product ion,50) but in our results, m/z 58 was observed with the most intense, so we adopted the m/z 58 as the monitoring ion for choline. It is postulated that [NC3H8]+ is derived from the choline group. The product ions of acetylcholine (m/z 87) and phosphocholine (m/z 125) were considered to result from the neutral loss of 59 Da derived from the choline group [N(CH3)3]. The most intense product ion observed in the α-glycerophosphocholine experiment was choline (m/z 104). The LPC and LSM produced a phosphocholine group at m/z 184.54,55) The stable isotope-labeled compounds provided common CID patterns for the analytes, as detailed in Table 1A. The ion source parameters were optimized to maximize the intensity of all analytes (Table 1B).

Table 1. MS/MS conditions for choline-containing compounds.

A. SRM parameters and the retention time

Compound Category Q1
(m/z)
Q3
(m/z)
DP
(V)
EP
(V)
CE
(V)
CXP
(V)
Retention time (min)
Choline Analyte 104 58 40 10 39 8 4.65
Acetylcholine Analyte 146 87 20 10 19 4 4.23
Betaine Analyte 118 58 20 10 37 12 4.89
Phosphocholine Analyte 184 125 200 10 25 14 6.11
Glycerophosphocholine Analyte 258 104 20 10 23 12 5.84
LPC (sn-1, 16:0) Analyte 496 184 160 6 31 10 3.77
LSM (d18:1/18:0) Analyte 465 184 140 4 29 8 4.69
Choline-2H9 IS 113 66 30 6 35 12 4.65
Betaine-2H11 IS 129 68 36 8 23 14 4.89
Phosphocholine-2H9 IS 193 95 20 10 23 6 6.10
Glycerophosphocholine-2H9 IS 267 113 20 8 23 26 5.84
LSM (d18:1/17:0) IS 451 184 120 6 27 12 4.66

CE, collision energy; CXP, cell exit potential; DP, declustering potential; IS, internal standard; LPC, lysophosphatidylcholine; LSM, lysosphingomyelin; MS/MS, tandem mass spectrometry; SRM, selected reaction monitoring.

B. Ion source parameters

Items Optimized values
CUR 30 psi
GS1 80 psi
GS2 90 psi
ISV 5500 V
TEM 600°C
CAD 11 unit

CAD, collision gas; CUR, curtain gas; GS1, turbo gas; GS2, nebulizer gas; ISV, ion spray voltage; TEM, turbo gas temperature.

Subsequently, we investigated the LC/MS/MS conditions. The optimal conditions were those that led to the optimal peak shapes shown in Fig. 2. The analytes were successfully detected within 7 min without peak tailing in HILIC/MS/MS.

Fig. 2. Optimized SRM chromatograms of all compounds. SRM, selected reaction monitoring.

Fig. 2. Optimized SRM chromatograms of all compounds. SRM, selected reaction monitoring.

Calibration curves for analytes

Calibration curves were prepared for seven choline-containing compounds. The results are summarized in Table 2. The five compounds for which stable isotope-labeled compounds were available were used as IS. For the two compounds (LPC and LSM) for which it was not possible to procure a stable isotope label, a calibration curve was created by combining them with other molecules, and the combination with the highest linearity was selected. Six compounds were subjected to 1/x2 weighting, while betaine was subjected to 1/x weighting. A choline calibration curve with a 10,000-fold range was prepared. Similarly, analytes with stable isotope compounds were analyzed over a wide linear range. The linear range of LPC was the narrowest because it was corrected not only by the stable isotope but also by α-glycerophosphocholine-2H9.

Table 2. Calibration curves for choline-related compounds.

Analyte IS Slope Intercept Correlation coefficient Weighting LLOQ
(ng/mL)
ULOQ
(ng/mL)
Choline Choline-2H9 0.27984 2.46808 0.99575 1/x2 1 10,000
Acetylcholine Choline-2H9 0.99342 −0.04749 0.99779 1/x2 3 10,000
Betaine Betaine-2H11 0.0262 0.61983 0.99681 1/x 5 10,000
Phosphocholine Phosphocholine-2H9 0.00095 0.11448 0.99541 1/x2 10 10,000
Glycerophosphocholine Glycerophosphocholine-2H9 0.00535 0.00073 0.99708 1/x2 2 10,000
LPC (sn-1, 16:0) Glycerophosphocholine-2H9 0.00172 0.03764 0.98973 1/x2 30 10,000
LSM (d18:1/18:0) LSM (d18:1/17:0) 0.0087 −0.01043 0.99487 1/x2 2 5,000

IS, internal standard; LLOQ, lower limit of quantification; LPC, lysophosphatidylcholine; LSM, lysosphingomyelin; ULOQ, upper limit of quantification.

Application of the method to rice-related foods

The LC/MS/MS method was employed to analyze several rice-based ingredients (Fig. 2). The complete results are presented in Table 3, and the individual contents of each analyte are illustrated in Fig. S1. The choline concentration is highest in rice bran (Fig. S1A). The analysis revealed that brown rice exhibits a higher concentration of choline than white rice. Brown rice malt and FBRA exhibit relatively low levels of choline content (Fig. S1A). Acetylcholine has its highest concentration in rice bran, followed by FBRA (Fig. S1B). Betaine has its highest concentration in FBRA, representing the highest amount observed in all analytes (Fig. S1C) and samples (Table 3). Phosphocholine was detected only in white rice and brown rice (Fig. S1D). The result suggested that phosphocholine is metabolized into other compounds by fermentation processing. By contrast, the α-glycerophosphocholine concentration is higher in fermented rice foods, rice bran, brown rice malt, and FBRA than in white rice and brown rice (Fig. S1E). LPC and LSM concentrations are higher in white rice and brown rice than in fermented rice foods (Fig. S1F and G). In these LC/MS/MS analyses, it was found that fermentation processing affects the levels of choline-containing compounds in foods. Figure 3 illustrates the changes that occur. Betaine in FBRA was the choline-related compound with the highest concentration of all the samples in this study. Betaine has several health benefits. First, betaine is beneficial for non-alcoholic hepatitis.56) By converting homocysteine to methionine, betaine may reduce the risk of heart disease.57,58) The association of choline intake with betaine and the inflammation process in free-eating is suggested.59) In addition, betaine has a neuroprotective role, potentially preserving cognitive functions and preventing neurological disorders.60) Betaine supplements may help improve muscle strength and body composition and reduce muscle loss.61,62) In addition, betaine has a protective effect against Alzheimer's disease.63) Figure S1E illustrates that α-glycerophosphocholine is present in greater quantities in fermented rice foods. α-Glycerophosphocholine is currently under investigation for its potential to improve cognitive function.6466) In addition, it is postulated that it functions as a precursor to acetylcholine, a neurotransmitter implicated in memory, cognitive function, and attention. Consequently, it may enhance the effectiveness of acetylcholinesterase inhibitors, which are employed for the treatment of Alzheimer’s disease, potentially improving behavioral symptoms, functional outcomes, and cognitive symptoms.67) The fermentation process of rice affects the composition of choline-containing compounds, and it is hypothesized that FBRA supplements may have beneficial effects on human health. However, it should be noted that an analytical method validation was not performed, which may have implications for the reliability of the results obtained.

Table 3. The amounts of choline and the related metabolites in rice-related foods.

Analyte White rice
(ng/mg)
Brown rice
(ng/mg)
Rice bran
(ng/mg)
Brown rice malt
(ng/mg)
FBRA
(ng/mg)
Choline 34.5 ± 10.6 102 ± 20.9 450 ± 55.5 17.2 ± 4.12 41.7 ± 11.3
Acetylcholine 0.191 ± 0.0825 0.802 ± 0.140 10.6 ± 1.99 1.79 ± 0.332 7.06 ± 2.03
Betaine 4.85 ± 9.13 5.11 ± 1.24 32.6 ± 5.33 51.8 ± 27.7 677 ± 111
Phosphocholine 46.5 ± 53.3 33.4 ± 41.2 N.D. N.D. N.D.
Glycerophosphocholine 33.1 ± 8.33 83.4 ± 31.1 553 ± 262 961 ± 170 555 ± 124
LPC (sn-1, 16:0) 56.3 ± 20.5 54.9 ± 24.4 13.5 ± 24.0 22.4 ± 8.11 11.9 ± 10.4
LSM (d18:1/18:0) 0.258 ± 0.324 0.13 ± 0.00707 0.126 ± 0.00506 N.D. 0.122 ± 0.00439

FBRA, fermented brown rice and rice bran with Aspergillus oryzae; LPC, lysophosphatidylcholine; LSM, lysosphingomyelin.

Fig. 3. Summary of fermentation effect on the content of choline-containing compounds in rice ingredients. FBRA, fermented brown rice and rice bran with Aspergillus oryzae.

Fig. 3. Summary of fermentation effect on the content of choline-containing compounds in rice ingredients. FBRA, fermented brown rice and rice bran with Aspergillus oryzae.

CONCLUSION

In this study, we developed a simultaneous analysis method for seven choline-containing compounds using HILIC/MS/MS and applied the method to quantify them in FBRA and its ingredients. Concentrations of betaine and α-glycerophosphocholine, which have been linked to numerous beneficial health effects, significantly increased through fermentation processing in FBRA and brown rice malt. This suggests that the production of rice ingredients by fermentation may be a promising avenue for food-based health development. Consequently, further investigation will be necessary in the future.

ACKNOWLEDGMENT

We express our gratitude to Genmaikoso Co., Ltd. (Sapporo, Japan) for its generous grant, which has enabled us to defray a portion of our budget. Moreover, they provided us with food samples that have proven to be invaluable in our research endeavors.

CONFLICTS OF INTEREST

The authors declare no conflicts of interest.

SUPPORTING INFORMATION

Figure S1

ABBREVIATIONS

CAD

collision gas

CE

collision energy

CXP

cell exit potential

CUR

curtain gas

DP

declustering potential

FBRA

fermented brown rice and rice bran with Aspergillus oryzae

GS1

turbo gas

GS2

nebulizer gas

HILIC

hydrophilic interaction chromatography

ISV

ion spray voltage

LC/MS/MS

liquid chromatography/tandem mass spectrometry

LPC

lysophosphatidylcholine

LSM

lysosphingomyelin

SRM

selected reaction monitoring

TEM

turbo gas temperature

Mass Spectrom (Tokyo) 2024; 13(1): A0151

REFERENCES

  • 1).S. H. Zeisel, M.-H. Mar, J. C. Howe, J. M. Holden. Human Nutrition and Metabolism Concentrations of Choline-Containing Compounds and Betaine in Common Foods, 2003. https://academic.oup.com/jn/article/133/5/1302/4558590 (accessed March 5, 2021). [DOI] [PubMed]
  • 2).S. H. Zeisel, J. K. Blusztajn. Choline and human nutrition. Annu. Rev. Nutr. 14: 269–296, 1994. [DOI] [PubMed] [Google Scholar]
  • 3).R. Obeid, T. Karlsson. Choline – A scoping review for Nordic Nutrition Recommendations 2023. Food Nutr. Res. 67: 1–11, 2023. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4).S. H. Zeisel, M. D. Niculescu. Perinatal choline influences brain structure and function. Nutr. Rev. 64: 197–203, 2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5).S. K. Tayebati, F. Amenta. Choline-containing phospholipids: Relevance to brain functional pathways. Clin. Chem. Lab. Med. 51: 513–521, 2013. [DOI] [PubMed] [Google Scholar]
  • 6).D. Lingwood, K. Simons. Lipid rafts as a membrane-organizing principle. Science 327: 46–50, 2010. [DOI] [PubMed] [Google Scholar]
  • 7).J. Ohanian, V. Ohanian. Sphingolipids in mammalian cell signalling. Cell. Mol. Life Sci. 58: 2053–2068, 2001. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8).E. Brailoiu, S. Chakraborty, G. C. Brailoiu, P. Zhao, J. L. Barr, M. A. Ilies, E. M. Unterwald, M. E. Abood, C. W. Taylor. Choline is an intracellular messenger linking extracellular stimuli to IP3-evoked Ca2+ signals through Sigma-1 receptors. Cell Rep. 26: 330–337.e4, 2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9).Y. Fujita, T. Nagakura, H. Uchino, M. Inazu, T. Yamanaka. Functional expression of choline transporters in human neural stem cells and its link to cell proliferation, cell viability, and neurite outgrowth. Cells 10: 453, 2021. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10).Q. M. Anstee, R. D. Goldin. Mouse models in non-alcoholic fatty liver disease and steatohepatitis research. Int. J. Exp. Pathol. 87: 1–16, 2006. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11).A. Ikawa-Yoshida, S. Matsuo, A. Kato, Y. Ohmori, A. Higashida, E. Kaneko, M. Matsumoto. Hepatocellular carcinoma in a mouse model fed a choline-deficient, L-amino acid-defined, high-fat diet. Int. J. Exp. Pathol. 98: 221–233, 2017. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12).T. Suga, H. Yamaguchi, J. Ogura, S. Shoji, M. Maekawa, N. Mano. Altered bile acid composition and disposition in a mouse model of non-alcoholic steatohepatitis. Toxicol. Appl. Pharmacol. 379: 114664, 2019. [DOI] [PubMed] [Google Scholar]
  • 13).S. Shoji, M. Maekawa, J. Ogura, T. Sato, N. Mano. Identification cholesterol metabolites altered before the onset of nonalcoholoic steatohepatitis by targeted meabolomics. Biochim. Biophys. Acta Mol. Cell Biol. Lipids 1867: 159135, 2022. [DOI] [PubMed] [Google Scholar]
  • 14).S. Friso, S. Udali, D. De Santis, S. W. Choi. One-carbon metabolism and epigenetics. Mol. Aspects Med. 54: 28–36, 2017. [DOI] [PubMed] [Google Scholar]
  • 15).K. Erdoĝan, N. T. Sanlier, N. Sanlier. Are epigenetic mechanisms and nutrition effective in male and female infertility? J. Nutr. Sci. 12: e103, 2023. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16).T. Ohkubo. The importance of the choline compound and influence on exercise function. Oleoscience 20: 157–162, 2020. (in Japanese) [Google Scholar]
  • 17).A. M. Wiedeman, S. I. Barr, T. J. Green, Z. Xu, S. M. Innis, D. D. Kitts. Dietary choline intake: Current state of knowledge across the life cycle. Nutrients 10: 1513, 2018. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18).P. E. Gold. Acetylcholine: Cognitive and brain functions. Neurobiol. Learn. Mem. 80: 177, 2003. [DOI] [PubMed] [Google Scholar]
  • 19).J. T. Coyle, D. L. Price, M. R. DeLong. Alzheimer’s disease: A disorder of cortical cholinergic innervation. Science 219: 1184–1190, 1983. [DOI] [PubMed] [Google Scholar]
  • 20).M. Anari, M. K. Montgomery. Phospholipid metabolism in the liver – Implications for phosphatidylserine in non-alcoholic fatty liver disease. Biochem. Pharmacol. 213: 115621, 2023. [DOI] [PubMed] [Google Scholar]
  • 21).D. L. Davis, U. Mahawar, V. S. Pope, J. Allegood, C. Sato-Bigbee, B. W. Wattenberg. Dynamics of sphingolipids and the serine palmitoyltransferase complex in rat oligodendrocytes during myelination. J. Lipid Res. 61: 505–522, 2020. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22).S. H. Law, M. L. Chan, G. K. Marathe, F. Parveen, C. H. Chen, L. Y. Ke. An updated review of lysophosphatidylcholine metabolism in human diseases. Int. J. Mol. Sci. 20: 1149, 2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 23).J. Aoki, A. Inoue, S. Okudaira. Two pathways for lysophosphatidic acid production. Biochim. Biophys. Acta Mol. Cell Biol. Lipids 1781: 513–518, 2008. [DOI] [PubMed] [Google Scholar]
  • 24).S. Yaginuma, J. Omi, K. Kano, J. Aoki. Lysophospholipids and their producing enzymes: Their pathological roles and potential as pathological biomarkers. Pharmacol. Ther. 246: 108415, 2023. [DOI] [PubMed] [Google Scholar]
  • 25).S. C. Morash, H. W. Cook, M. W. Spence. Lysophosphatidylcholine as an intermediate in phosphatidylcholine metabolism and glycerophosphocholine synthesis in cultured cells: An evaluation of the roles of 1-acyl- and 2-acyl-lysophosphatidylcholine. Biochim. Biophys. Acta Lipids Lipid Metab. 1004: 221–229, 1989. [DOI] [PubMed] [Google Scholar]
  • 26).A. H. Merrill Jr., D. D. Jones. An update of the enzymology and regulation of sphingomyelin metabolism. Biochim. Biophys. Acta Lipids Lipid Metab. 1044: 1–12, 1990. [DOI] [PubMed] [Google Scholar]
  • 27).J. P. Slotte. Biological functions of sphingomyelins. Prog. Lipid Res. 52: 424–437, 2013. [DOI] [PubMed] [Google Scholar]
  • 28).Y. A. Hannun, L. M. Obeid. Principles of bioactive lipid signalling: Lessons from sphingolipids. Nat. Rev. Mol. Cell Biol. 9: 139–150, 2008. [DOI] [PubMed] [Google Scholar]
  • 29).Y. A. Hannun, L. M. Obeid. Sphingolipids and their metabolism in physiology and disease. Nat. Rev. Mol. Cell Biol. 19: 175–191, 2018. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30).Y. Yatomi, M. Kurano, H. Ikeda, K. Igarashi, K. Kano, J. Aoki. Lysophospholipids in laboratory medicine. Proc. Jpn. Acad., Ser. B, Phys. Biol. Sci. 94: 373–389, 2018. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31).R. Sugihara, M. Taneike, T. Murakawa, T. Tamai, H. Ueda, R. Kitazume-Taneike, T. Oka, Y. Akazawa, H. Nishida, K. Mine, A. Hioki, J. Omi, S. Omiya, J. Aoki, K. Ikeda, K. Nishida, M. Arita, O. Yamaguchi, Y. Sakata, K. Otsu. Lysophosphatidylserine induces necrosis in pressure overloaded male mouse hearts via G protein coupled receptor 34. Nat. Commun. 14: 4494, 2023. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 32).A. Inoue, F. Raimondi, F. M. N. Kadji, G. Singh, T. Kishi, A. Uwamizu, Y. Ono, Y. Shinjo, S. Ishida, N. Arang, K. Kawakami, J. S. Gutkind, J. Aoki, R. B. Russell. Illuminating G-protein-coupling selectivity of GPCRs. Cell 177: 1933–1947.e25, 2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 33).H. Zou, N. Chen, M. Shi, M. Xian, Y. Song, J. Liu. The metabolism and biotechnological application of betaine in microorganism. Appl. Microbiol. Biotechnol. 100: 3865–3876, 2016. [DOI] [PubMed] [Google Scholar]
  • 34).S. V. Konstantinova, G. S. Tell, S. E. Vollset, O. Nygård, Ø. Bleie, P. M. Ueland. Divergent associations of plasma choline and betaine with components of metabolic syndrome in middle age and elderly men and women. J. Nutr. 138: 914–920, 2008. [DOI] [PubMed] [Google Scholar]
  • 35).N. G. Vallianou, D. Kounatidis, S. Psallida, F. Panagopoulos, T. Stratigou, E. Geladari, I. Karampela, D. Tsilingiris, M. Dalamaga. The interplay between dietary choline and cardiometabolic disorders: A review of current evidence. Curr. Nutr. Rep. 13: 152–165, 2024. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36).A. Watanabe, L. Balas, D. Saigusa, J. Ogura, T. Durand, N. Mano, H. Yamaguchi. Analytical evaluation of fatty acid esters of hydroxy fatty acid quantity in fermented brown rice and rice bran (FRBA). Food Chem. Adv. 1: 100040, 2022. [Google Scholar]
  • 37).T. Kuno, Y. Hirose, Y. Yamada, K. Hata, S. H. Qiang, N. Asano, T. Oyama, H. Zhi, T. Iwasaki, H. Kobayashi, H. Mori. Chemoprevention of mouse urinary bladder carcinogenesis by fermented brown rice and rice bran. Oncol. Rep. 15: 533–538, 2006. [PubMed] [Google Scholar]
  • 38).L. Umeyama, S. Kasahara, M. Sugawara, S. Yokoyama, I. Saiki, Y. Hayakawa. Anti-inflammatory effect of fermented brown rice and rice bran with Aspergillus oryzae on mice. Tradit. Kampo Med. 8: 60–65, 2021. [Google Scholar]
  • 39).K. Onuma, Y. Kanda, S. Suzuki Ikeda, R. Sakaki, T. Nonomura, M. Kobayashi, M. Osaki, M. Shikanai, H. Kobayashi, F. Okada. Fermented brown rice and rice bran with Aspergillus oryzae (FBRA) prevents inflammation-related carcinogenesis in mice, through inhibition of inflammatory cell infiltration. Nutrients 7: 10237–10250, 2015. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40).Y. Yu, J. Zhang, J. Wang, B. Sun. The anti-cancer activity and potential clinical application of rice bran extracts and fermentation products. RSC Adv. 9: 18060–18069, 2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41).S. Ogawa, K. Takafuji, S. Tsubuku, Y. Horie, S. Ikegawa, T. Higashi. Isotope-coded derivatization based LC/ESI-MS/MS methods using a pair of novel reagents for quantification of hydroxycinnamic acids and hydroxybenzoic acids in fermented brown rice product. J. Pharm. Biomed. Anal. 142: 162–170, 2017. [DOI] [PubMed] [Google Scholar]
  • 42).T. Murai, S. Jin, M. Itoh, Y. Horie, T. Higashi, S. Ikegawa. Analysis of steryl glucosides in rice bran-based fermented food by LC/ESI-MS/MS. Steroids 158: 108605, 2020. [DOI] [PubMed] [Google Scholar]
  • 43).K. Tanaka, Y. Horie, H. Nemoto, H. Kosaka, M. Jo, Y. Tezuka. Analysis of volatile constituents in fermented brown rice and rice bran by Aspergillus oryzae (FBRA). Journal of Computer Aided Chemistry 18: 42–45, 2017. [Google Scholar]
  • 44).S. Becker, A. Schulz, S. Kreyer, J. Dreßler, A. Richter, C. Helmschrodt. Sensitive and simultaneous quantification of 16 neurotransmitters and metabolites in murine microdialysate by fast liquid chromatography-tandem mass spectrometry. Talanta 253: 123965, 2023. [DOI] [PubMed] [Google Scholar]
  • 45).H. Takeda, Y. Izumi, M. Takahashi, T. Paxton, S. Tamura, T. Koike, Y. Yu, N. Kato, K. Nagase, M. Shiomi, T. Bamba. Widely-targeted quantitative lipidomics method by supercritical fluid chromatography triple quadrupole mass spectrometry. J. Lipid Res. 59: 1283–1293, 2018. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 46).K. Nakatani, Y. Izumi, M. Takahashi, T. Bamba. Unified-hydrophilic-interaction/anion-exchange liquid chromatography mass spectrometry (unified-HILIC/AEX/MS): A single-run method for comprehensive and simultaneous analysis of polar metabolome. Anal. Chem. 94: 16877–16886, 2022. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 47).M. Wang, R. Zhang, S. Zhang, X. Zhou, Y. Song, Q. Wang. Simultaneous quantitation of multiple myeloma related dietary metabolites in serum using HILIC-LC-MS/MS. Food Nutr. Res. 67: 1–12, 2023. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 48).Y. Xiong, C. Shi, F. Zhong, X. Liu, P. Yang. LC-MS/MS and SWATH based serum metabolomics enables biomarker discovery in pancreatic cancer. Clin. Chim. Acta 506: 214–221, 2020. [DOI] [PubMed] [Google Scholar]
  • 49).L. Lin, Z. Huang, Y. Gao, X. Yan, J. Xing, W. Hang. LC-MS based serum metabonomic analysis for renal cell carcinoma diagnosis, staging, and biomarker discovery. J. Proteome Res. 10: 1396–1405, 2011. [DOI] [PubMed] [Google Scholar]
  • 50).Y. Xiong, Y. Y. Zhao, S. Goruk, K. Oilund, C. J. Field, R. L. Jacobs, J. M. Curtis. Validation of an LC-MS/MS method for the quantification of choline-related compounds and phospholipids in foods and tissues. J. Chromatogr. B Analyt. Technol. Biomed. Life Sci. 911: 170–179, 2012. [DOI] [PubMed] [Google Scholar]
  • 51).E. Lamy, L. Pilyser, C. Paquet, E. Bouaziz-Amar, S. Grassin-Delyle. High-sensitivity quantification of acetylcholine and choline in human cerebrospinal fluid with a validated LC-MS/MS method. Talanta 224: 121881, 2021. [DOI] [PubMed] [Google Scholar]
  • 52).C. Steuer, P. Schütz, L. Bernasconi, A. R. Huber. Simultaneous determination of phosphatidylcholine-derived quaternary ammonium compounds by a LC-MS/MS method in human blood plasma, serum and urine samples. J. Chromatogr. B Analyt. Technol. Biomed. Life Sci. 1008: 206–211, 2016. [DOI] [PubMed] [Google Scholar]
  • 53).Y. Horie, A. Goto, S. Tsubuku, M. Itoh, S. Ikegawa, S. Ogawa, T. Higashi. Changes in polyamine content in rice bran due to fermentation with Aspergillus oryzae analyzed by LC/ESI-MS/MS combined with derivatization. Anal. Sci. 35: 427–432, 2019. [DOI] [PubMed] [Google Scholar]
  • 54).A. Iwahori, M. Maekawa, A. Narita, A. Kato, T. Sato, J. Ogura, Y. Sato, M. Kikuchi, A. Noguchi, K. Higaki, T. Okuyama, T. Takahashi, Y. Eto, N. Mano. Development of a diagnostic screening strategy for Niemann–Pick diseases based on simultaneous liquid chromatography-tandem mass spectrometry analyses of N-palmitoyl-O-phsphocholine-serine and sphingosylphosphorylcholine. Biol. Pharm. Bull. 43: 1398–1406, 2020. [DOI] [PubMed] [Google Scholar]
  • 55).M. Maekawa, I. Jinnoh, Y. Matsumoto, A. Narita, R. Mashima, H. Takahashi, A. Iwahori, D. Saigusa, K. Fujii, A. Abe, K. Higaki, S. Yamauchi, Y. Ozeki, K. Shimoda, Y. Tomioka, T. Okuyama, Y. Eto, K. Ohno, P. T. Clayton, H. Yamaguchi, N. Mano. Structural determination of lysosphingomyelin-509 and discovery of novel class lipids from patients with Niemann–Pick disease type C. Int. J. Mol. Sci. 20: 5018, 2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56).M. F. Abdelmalek, P. Angulo, R. A. Jorgensen, P. B. Sylvestre, K. D. Lindor. Betaine, a promising new agent for patients with nonalcoholic steatohepatitis: Results of a pilot study. Am. J. Gastroenterol. 96: 2711–2717, 2001. [DOI] [PubMed] [Google Scholar]
  • 57).M. K. Arumugam, M. C. Paal, T. M. Donohue, M. Ganesan, N. A. Osna, K. K. Kharbanda. Beneficial effects of betaine: A comprehensive review. Biology 10: 456, 2021. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 58).Z. Wang, E. Klipfell, B. J. Bennett, R. Koeth, B. S. Levison, B. DuGar, A. E. Feldstein, E. B. Britt, X. Fu, Y.-M. Chung, Y. Wu, P. Schauer, J. D. Smith, H. Allayee, W. H. W. Tang, J. A. DiDonato, A. J. Lusis, S. L. Hazen. Gut flora metabolism of phosphatidylcholine promotes cardiovascular disease. Nature 472: 57–63, 2011. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 59).P. Detopoulou, D. B. Panagiotakos, S. Antonopoulou, C. Pitsavos, C. Stefanadis. Dietary choline and betaine intakes in relation to concentrations of inflammatory markers in healthy adults: The ATTICA study. Am. J. Clin. Nutr. 87: 424–430, 2008. [DOI] [PubMed] [Google Scholar]
  • 60).T. Ohnishi, S. Balan, M. Toyoshima, M. Maekawa, H. Ohba, A. Watanabe, Y. Iwayama, Y. Fujita, Y. Tan, Y. Hisano, C. Shimamoto-Mitsuyama, Y. Nozaki, K. Esaki, A. Nagaoka, J. Matsumoto, M. Hino, N. Mataga, A. Hayashi-Takagi, K. Hashimoto, Y. Kunii, A. Kakita, H. Yabe, T. Yoshikawa. Investigation of betaine as a novel psychotherapeutic for schizophrenia. EBioMedicine 45: 432–446, 2019. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 61).S. A. Craig. Betaine in human nutrition. Am. J. Clin. Nutr. 80: 539–549, 2004. [DOI] [PubMed] [Google Scholar]
  • 62).S. Chen, J. Chen, C. Wang, T. He, Z. Yang, W. Huang, X. Luo, H. Zhu. Betaine attenuates age-related suppression in autophagy via Mettl21c/p97/VCP axis to delay muscle loss. J. Nutr. Biochem. 125: 109555, 2024. [DOI] [PubMed] [Google Scholar]
  • 63).J. Sun, S. Wen, J. Zhou, S. Ding. Association between malnutrition and hyperhomocysteine in Alzheimer’s disease patients and diet intervention of betaine. J. Clin. Lab. Anal. 31: e22090, 2017. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 64).U. Kansakar, V. Trimarco, P. Mone, F. Varzideh, A. Lombardi, G. Santulli. Choline supplements: An update. Front. Endocrinol. (Lausanne) 14: 1148166, 2023. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 65).S. H. Lee, B. Y. Choi, J. H. Kim, A. R. Kho, M. Sohn, H. K. Song, H. C. Choi, S. W. Suh. Late treatment with choline alfoscerate (L-alpha glycerylphosphorylcholine, α-GPC) increases hippocampal neurogenesis and provides protection against seizure-induced neuronal death and cognitive impairment. Brain Res. 1654: 66–76, 2017. [DOI] [PubMed] [Google Scholar]
  • 66).K. Matsubara, M. Okuda, S. Shibata, S. Miyaki, T. Ohkubo, H. Izu, T. Fujii. The delaying effect of alpha-glycerophosphocholine on senescence, transthyretin deposition, and osteoarthritis in senescence-accelerated mouse prone 8 mice. Biosci. Biotechnol. Biochem. 82: 647–653, 2018. [DOI] [PubMed] [Google Scholar]
  • 67).A. F. Cantone, C. Burgaletto, G. Di Benedetto, A. Pannaccione, A. Secondo, C. M. Bellanca, E. Augello, A. Munafò, P. Tarro, R. Bernardini, G. Cantarella. Taming microglia in Alzheimer’s disease: Exploring potential implications of choline alphoscerate via α7 nAChR modulation. Cells 13: 309, 2024. [DOI] [PMC free article] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Figure S1


Articles from Mass Spectrometry are provided here courtesy of Mass Spectrometry Society of Japan

RESOURCES