2.1 Recruitment of human subjects
Serum samples and data were obtained from 120 individuals who had visited the Musculoskeletal Function, Imaging, and Tissue Resource Core (FIT Core) of the Indiana Center for Musculoskeletal Health’s Clinical Research Center (Indianapolis, Indiana) between 3/2018 and 4/2019. The FIT Core serves to provide: 1) standardized performance of physical function tests and patient reported outcomes related to physical function, 2) imaging outcomes for body composition and bone health, and 3) the collection and banking of biological samples within the Indiana Biobank.
Participants are recruited to the FIT Core by investigators seeking outcomes related to musculoskeletal health for their research subjects, as well as via self-referral from the local community. The Core has Institutional Review Board approval from Indiana University to test all-comers who provide written informed consent, irrespective of current or previous health status.
The FIT Core collected samples and data from 1,518 individuals between 3/2018 and 4/2019. To be included in the current analyses, individuals needed to be 20-85 years of age, self-reported white and non-Hispanic, and without a self-reported major chronic disease. Individuals within each sex and each 15 year age group (20-35, 35-50, 50-65, and 65+ yrs) were ranked for their performance on the FIT Core’s hand grip strength test and test of the number of chair stands completed in 30 seconds. The 5 individuals within each sex and age range with the lowest, average, and highest composite rank were selected and grouped as low (LP), average (AP), and high (HP) performers, respectively (Table 1). The detailed characteristics of the study subjects shown in Supplementary Table 1.
2.2 Physical function
The FIT Core assessed dominant hand grip strength (Jamar Plus+ digital hand dynamometer; Sammons Preston, Bolingbrook, IL), the number of chair stands completed in 30 seconds, and the time taken to complete 5 chair stands, as we have previously described (25). In addition to raw values, grip strength and repeat chair stand outcomes were converted to age- and sex-matched z scores relative to reference data obtained in the FIT Core (25). Time to walk 4-m from a stationary start at normal speed (usual gait speed) and as quickly as possible without running (fast gait speed) were measured with a stopwatch and converted to speed (m/s), as we have previously reported (26).
Results from the repeat chair stand, usual gait speed, and a static balance test (ability balance for 10 seconds with feet side-by-side, semi-tandem, and tandem) were used to calculate the Short Physical Performance Battery (SPPB) score out of 12 (27). Distance walked in 6 minutes was measured according to the American Thoracic Society (28). The physical function (PF) domain of the NIH Patient Reported Outcomes Measurement Information System (PROMIS) computerized adaptive test (CAT) (PROMIS-CAT-PF) (version 1.2) and the physical functioning subscale of the Short Form 36 (SF-36 PF) were used to assess self-reported functional health.
2.3 Body composition and bone health
Appendicular skeletal muscle mass relative to height (ASM/height2; kg/m2) and whole-body aBMD, fat mass, percent were assessed by whole-body dual-energy x-ray absorptiometry (DXA) (Norland Elite; Norland at Swissray, Fort Atkinson, WI). Regional DXA using the same scanner assessed hip and spine aBMD.
2.4 Chemicals and Reagents
Aminobutyric acid standard compounds (S)-2-aminobutyric acid (L-AABA) and (R)-2-aminobutyric acid (D-AABA) were purchased from Thermo Fisher Scientific (Waltham, MA), and 4-aminobutyric acid (GABA) was purchased from Sigma-Aldrich (St. Louis, MO). Isotopic internal standard (IS) compounds DL-2-aminobutyric-2,3,3,4,4,4-d6 acid (D,L-AABA-d6) and (±)-3-amino-iso-butyric-2,3,3-d3 acid (D,L-BAIBA-d3) were obtained from CDN Isotopes (Pointe-Claire, Quebec, Canada), and 4-aminobutyric-d6 acid (GABA-d6) was purchased from Sigma-Aldrich (St. Louis, MO). Formic acid (reagent grade, ≥ 95%), Bovine Serum Albumin (BSA) were obtained from Sigma–Aldrich (St. Louis, MO). Phosphate Buffered Saline (PBS) was purchased from Fisher Scientific (Pittsburgh, PA). HPLC-MS grade acetonitrile, water, and methanol were purchased from J.T. Baker (Phillipsburg, NJ).
2.5 LC-MS/MS conditions
All components of LC-MS/MS system are from Shimadzu Scientific Instruments, Inc. (Columbia, MD). the LC system was equipped with pumps A and B (LC-30AD), and autosampler (SIL-30AC). The LC separation was conducted on a chiral SPP-TeicoShell column (150 × 4.6 mm, 2.7 µm, AZYP LLC., Arlington, TX) configured with a Synergi™ 4 µm Max-RP column as guard column (50 × 2.0 mm, Phenomenex, Torrance, CA). The MS/MS analysis was performed on Shimadzu LCMS-8050 triple quadrupole mass spectrometer.
Quantification of isomeric aminobutyric acids in human serum samples was followed the LC-MS/MS method published by our laboratory (15). Briefly, mobile phases are methanol (A) and water containing 0.005% formic acid and 2.5 mM ammonium formate (B). The MS instrument was operated and optimized under positive electrospray (+ESI) and multiple reaction monitoring modes (MRM). The m/z transitions (precursor to product ions) and their tuning voltages were selected from published paper (15) and further optimized based on the best MRM responses from instrumental method optimization software. All analyses and data processing were completed on Shimadzu LabSolutions V5.91 software (Shimadzu Scientific Instruments, Inc., Columbia, MD).
2.6 Sample Preparation for LC-MS/MS analysis
Ten microliter human serum samples and equal volume of IS mixture solution (1.2 µM, 0.1% formic acid in methanol, v/v) were added to 35 µL 0.1% (v/v) formic acid in methanol, followed by 20 min-shaking at room temperature and another 15 min-centrifugation at 15,000 ×g, 4°C to precipitate the proteins. The supernatant was directly transferred to autosampler vial and 45 μL of each sample was injected for LC-MS/MS analysis.
The samples of standard calibration curves were prepared by spiking the pure standards in surrogate matrix 5% (w/v) BSA in PBS (pH7.4). The samples for ten-point calibration curves were prepared by diluting the working solution to 0.02-10.24 µM for GABA, and 0.08-81.92 µM for AABA. Then ten microliters of each standard sample were taken and treated following the same preparation procedures of serum samples for LC-MS/MS analysis.
2.7 Statistical analysis
Data were summarized as mean ± SD. Comparisons among groupss were performed using Student’s t-test and one-way ANOVA with Tukey’s post-Hoc test (α=0.05). Association analysis was performed using both Pearson (r) correlations and Spearman (ρ) correlations, while scatter plots were used to decide the appropriate correlations for interpretations. To control for the effects of age and BMI, partial correlations were further calculated. SAS 9.4 (SAS Institute, Cary, NC, USA) was used for statistical analysis. Two-sided p-values <0.05 were considered as significant.