Skip to main content
UKPMC Funders Author Manuscripts logoLink to UKPMC Funders Author Manuscripts
. Author manuscript; available in PMC: 2019 Jun 1.
Published in final edited form as: NMR Biomed. 2019 Mar 28;32(6):e4085. doi: 10.1002/nbm.4085

Localized rest and stress human cardiac creatine kinase reaction kinetics at 3 tesla

William T Clarke 1,2,*, Mark A Peterzan 1, Jennifer J Rayner 1, Rana A Sayeed 3, Mario Petrou 3, George Krasopoulos 3, Hannah A Lake 4, Betty Raman 1, William D Watson 1, Pete Cox 5, Moritz J Hundertmark 1, Andrew P Apps 1, Craig A Lygate 4, Stefan Neubauer 1, Oliver J Rider 1,**, Christopher T Rodgers 1,6,**
PMCID: PMC6542687  EMSID: EMS82330  PMID: 30920054

Abstract

Purpose

Changes in the kinetics of the creatine kinase (CK) shuttle are sensitive markers of cardiac energetics but are typically measured at rest and in the prone position. This study aims to measure CK kinetics during pharmacological stress at 3T, with measurement in the supine position. A shorter “stressed saturation transfer” (StreST) extension to the triple repetition time saturation transfer (TRiST) method is proposed. We assess scanning in a supine position and validate the MR measurement against biopsy assay of CK activity. We report normal ranges of stress CK forward rate (kfCK) for healthy volunteers and obese patients.

Theory and Methods

TRiST measures kfCK in 40 minutes at 3T. StreST extends the previously developed TRiST to also make a further kfCK measurement during <20min of dobutamine stress. We test our TRiST implementation in skeletal muscle and myocardium in both prone and supine positions. We evaluate StreST in the myocardium of six healthy volunteers and 34 obese subjects. We validated MR-measured kfCK against biopsy assays of CK activity.

Results

TRiST kfCK values matched literature values in skeletal muscle (kfCK = 0.25±0.03 s-1 vs 0.27±0.03 s-1) and myocardium when measured in the prone position (0.32±0.15 s-1), but a significant difference was found for TRiST kfCK measured supine (0.24±0.12 s-1). This difference was due to different respiratory- and cardiac-motion-induced B0 changes in the two positions. Using supine TRiST, cardiac kfCK values for normal-weight subjects were 0.15±0.09s-1 at rest and 0.17±0.15s-1 during stress. For obese subjects kfCK was 0.16±0.07s-1 at rest and 0.17±0.10 s-1 during stress. Rest myocardial kfCK and CK activity from LV biopsies of the same subjects correlated (R=0.43, p=0.03).

Conclusion

We present an independent implementation of TRiST on the Siemens platform using a commercially available coil. Our extended StreST protocol enables cardiac kfCK to be measured during dobutamine-induced stress in the supine position.

Keywords: 31P magnetic resonance spectroscopy, cardiac, creatine kinase, energy metabolism, high-energy phosphate, phosphorus, saturation transfer, TRiST, StreST

Introduction

The rate and flux of the creatine kinase (CK) exchange mechanism have been shown to be sensitive measures of heart failure(1), which is a prevalent and burdensome disease (2,3). The rate can be characterised by the pseudo first-order forward rate constant, kfCK. Phosphorus magnetic resonance spectroscopy (31P-MRS) enables non-invasive measurement of myocardial kfCK (4). In addition to measuring kfCK in myocardium at rest, measuring kfCK during pharmacologically-induced stress would enable us to understand the effect of a perturbed CK mechanism in the stressed human heart (1,5).

Schär et al introduced the triple repetition time saturation transfer (TRiST) sequence to measure CK kinetics by 31P-MRS at 3T (6). A TRiST acquisition lasts 40 min (out of complete protocol totalling 84 min); it measures kfCK in a one-dimensional coronal stack of slices covering the heart and chest wall (7). 1D-localised kfCK measurement during inotropic stress was achieved by Weiss et al at 1.5 T using the four-angle saturation transfer (FAST) and the derived “FASTest” method (1,4). However, FAST and FASTest rely on small-angle adiabatic pulses, which are not achievable at 3T due to radiofrequency power requirements, power deposition and T2 relaxation (8). The 3T TRiST protocol offers an established measurement technique which can be included in a larger cardiac 1H MR protocol on the same scanner. Whilst 7T 31P-MRS has been used for 3D-localised kfCK measurements, the existing published methods have long duration and the higher field strength restricts the recruitment of subjects who have undergone surgical procedures (9).

An increase in myocardial work can be reliably maintained, without physical exercise (and therefore motion), by administering dobutamine intravenously. However, the duration of intravenous infusion should be kept to a minimum length. Current guidelines prescribe 15 minute stress protocols(10) and they recommend patients should be scanned in the supine position, for safety in case of arrhythmia. Measuring kfCK within this timeframe is currently only possible using the “Two repetition time saturation transfer” (TwiST) method, published during the course of this study (7). However, although TwiST assumes a fixed phosphocreatine (PCr) intrinsic longitudinal relaxation time (T1*) i.e. in the hypothetical case of PCr not undergoing chemical exchange, it is not yet known whether T1* remains constant in clinically-relevant groups; e.g. obese, normal-weight, and heart failure.

We therefore propose to perform stress kfCK measurements at 3T in two steps: first, derive a per-subject baseline PCr T1* with TRiST; and second, performing two further scans during dobutamine-induced stress to record the stress kfCK in less than 20 minutes of dobutamine infusion. This stress saturation-transfer (StreST) protocol yields a stack of 1D-localised kfCK measurements at rest and stress. We describe below the implementation of StreST and validate the underlying TRiST method in skeletal muscle, in human myocardium in the prone position and subsequently in the supine position, where we correlate surgical left ventricular (LV) biopsy-obtained CK activity against pre-operative myocardial kfCK in a set of within-patient paired measurements. We then demonstrate StreST by using it to record normative ranges of rest and stress kfCK in the myocardium of normal volunteers and in older obese and age-matched control cohorts.

Theory

CK regenerates adenosine triphosphate (ATP) from PCr according to the equilibrium expression PCr2-+ MgADP- + H+ ⇌ Cr + MgATP2-. CK provides the temporal energy reserve in muscle. TRiST uses steady-state saturation of the terminal (γ) phosphate-group of ATP to measure kfCK, the pseudo first-order rate constant of the CK reaction in the forward (ATP-generating) direction. Since the 31P nuclei in PCr and γ-ATP are undergoing two-site exchange, continuous saturation of γ-ATP allows the forward exchange rate constant to be determined using

kfCK=1T1(1MPCrMPCrCtrl). [1]

Table 1 summarises each parameter’s physical meaning. TRiST measures T1,MPCr and MPCrCtrl. This requires three steps: two to measure MPCr and T1 using the dual-TR method(8), and a third to measure MPCrCtrl (see Figure 1).

Table 1.

Meaning of equation variables.

Symbol Meaning
M0,PCr Equilibrium longitudinal magnetisation of PCr
MPCrCtrl Measured steady-state longitudinal PCr magnetisation, with mirrored control saturation applied.
TRShort/Long Short and long TR, where both TRShort/Long<5T1.
MPCr Longitudinal PCr magnetisation, with on-resonance saturation of γ-ATP applied. TR ≈ 5T1
MPCr(TRShort/TRLong) Measured steady-state longitudinal PCr magnetisation, with on-resonance saturation of γ-ATP applied.
T1 Measured T1 in the presence of on-resonance saturation of γ-ATP applied.
T1* Intrinsic T1, i.e. without the effect of exchange.

Figure 1.

Figure 1

a Six-step StreST protocol (including TRiST as steps 1-4). b 1H localiser with 1D CSI grid overlaid. The coil position is marked in green. Orange = Skeletal muscle, Blue = myocardium, green = Most anterior myocardial slice (coil slice distance < 60 mm). c Spectra acquired from the 4 steps of TRiST on a healthy, normal-weight subject. d Spectra acquired during dobutamine stress as part of the extension StreST measurement. In c&d signal is normalised to the PCr peak value in step 1.

The intrinsic longitudinal relaxation time T1*, can be computed from(11)

T1*=T1MPCrCtrlMPCr. [2]

Therefore, by substituting Eq. [2], Eq. [1] may be recast in terms of T1* rather than T1 (4):

kfCK=1T1*(MPCrCtrlMPCr1). [3]

T1* is a hypothetical longitudinal relaxation constant for a molecule without chemical exchange. Assuming that T1* does not change from one scan to the next (e.g. in myocardium at rest vs under stress), then an additional measurement of kfCK may be made in two steps: measuring MPCrCtrl and MPcr. This is a similar assumption to that used in the “FASTer”/”FASTest” adaptation of the FAST method (4).

StreST protocol

Our new “StreST” protocol comprises a rest measurement of kfCK and PCr T1* using TRiST (four steps) and a measurement of kfCK during intravenous pharmacological stress (two additional steps). The six (4+2) steps are given in Table 2. All steps are completed in a single scanning session.

Table 2.

Acquisition parameters for the StreST protocol. The first four steps are those of TRiST(6). […] are parameters required for spill-over correction of kfCK.

# θ TR (s) Saturation target Scan averages Duration (min) Measured parameters
1 90° ≥15 - 2 9 M0,PCr, M0,γ-ATP TRiST StreST
2 90° 2 (TRShort) γ-ATP 18 11 MPCr(TRShort),[Mγ-ATP(TRShort)]
3 90° 10 (TRLong) γ-ATP 8 21 MPCr(TRLong),[Mγ-ATP(TRLong)]
4 90° ≥15 Control 2 9 MPCrCtrl,Mγ-ATPCtrl

5 90° ≥15 Control 2 9 MPCrCtrl,Mγ-ATPCtrl
6 90° ≥15 γ-ATP 2 9 MPCr,[Mγ-ATP]

In future studies using the proposed StreST protocol, subjects will be scanned in the supine position, instead of the prone position used in the original TRiST studies. Prone scanning is considered to be unsafe for a cardiac monitoring perspective, especially when scanning patients with heart failure who may be at greater risk of dangerous arrhythmia. 1/400 patients receiving dobutamine experience a life-threatening arrhythmia (12).

Methods

All subjects were recruited in a manner approved by the local research ethics committee. All participants gave written informed consent.

Hardware, sequence & spectral analysis

All experiments used a 3T TIM Trio MR scanner (Siemens, Erlangen, Germany). The scanner’s body coil was used for 1H localisation. A 10 cm loop transmit-receive surface coil (Pulse Teq, Chobham, UK) tuned to the phosphorus frequency was used for spectroscopy. The 31P coil was matched for each subject using an RF sweeper (Morris Instruments Inc., Ottawa, Canada). Coil loading was measured by inversion-recovery on a phenylphosphonic acid/ethanol/chromium acetylacetonate fiducial fixed at the centre of the coil, as described in reference (13), and expressed as a “reference voltage” (the RMS RF voltage giving a 1 ms 180° pulse). The 31P coil was positioned above the apical myocardium of the subject. The positioning was checked using 1H localiser images of the heart and coil fiducial, repositioning was carried out based on those images.

TRiST was implemented on the Siemens platform, following the description in reference (6), as follows. The vendor’s 1D chemical shift imaging (CSI) sequence was modified to continuously selectively saturate a chosen frequency whilst waiting to detect an R-wave from an electrocardiogram (ECG) monitor attached to the subject. Once an R-wave was detected saturation was continued for a further “trigger delay” until diastole, at which point an adiabatic half-passage (AHP) excitation pulse, 1D phase encoding gradients and free-induction-decay readout were applied. Diastole was chosen to minimise myocardial motion.

The selective saturation was provided by a train of amplitude-modulated delay alternating with nutation for tailored excitation (DANTE) pulses (6). B1-insensitive 90° excitation was provided by frequency-cycled AHP pulses (8).

Spectra were analysed, as in reference (6), by measuring the amplitude of the phased and apodized PCr peak relative to the baseline. Raw data from TRiST scans on the 3T Achieva Philips scanner at Johns Hopkins were kindly supplied by Dr Schar and used to validate our fitting approach. kfCK,T1andT1* were calculated as described in the theory section (Eq. 1) and reference (6). The amount of direct (or spill-over) saturation of PCr by the DANTE pulse (“Q”) was calculated as the ratio of MPCrCtrl/M0,PCr. (Q = 1 in the ideal case when there is no direct saturation, but only saturation via chemical exchange from saturated γ-ATP.) Spectra from cardiac slices were selected using the transverse 1H localiser and analysed on a per-slice basis.

Literature values

We surveyed the literature for values of kfCK in human myocardium and skeletal muscle (Table 3). We used the arithmetic means of the literature kfCK values and standard deviations for both tissues as a reference to validate our results.

Table 3.

Literature values for human in vivo kfCK in normal volunteers at rest.

Reference Method1 Localisation2 Field (T) N Study mean ± SD or range (s-1)
Myocardium
(1) FAST 1D-CSI 1.5 16 0.32±0.07
(25) FAST 1D-CSI 1.5 14 0.32±0.06
(26) FAST 1D-CSI 1.5 15 0.33±0.07
(6) TRiST 1D-CSI 3 8 0.32±0.07
(7) TwiST 1D-CSI 3 12 0.33±0.08
(27) TDST 1D-ISIS 3 15 0.32±0.05

average 0.323±0.067

Skeletal muscle (Calf)
(6) TRiST 1D-CSI 3 6 0.26±0.04
(28) ST - 3 6 0.31±0.04
(28) ST - 7 6 0.35±0.03
(29) ST TSE 3 30 0.23-0.29
(30) Prog. Sat. TSE 3 23 0.26-0.32
(31) ST 1D-ISIS 7 23 0.27-0.34
(32) IT - 7 10 0.46±0.09
(33) IT - 7 7 0.26±0.02

average 0.274±0.041
1

FAST = four-angle saturation transfer, TRiST = triple repetition time saturation transfer, TwiST = two repetition time saturation transfer, TDST = time-dependent saturation transfer, ST = saturation transfer, Prog. Sat. = progressive saturation, IT = inversion transfer,

2

CSI = chemical shift imaging, ISIS = image-selected in-vivo spectroscopy, TSE = turbo spin echo.

Validation of TRiST implementation

Skeletal muscle (calf)

We validated our TRiST implementation in the calf muscle of nine healthy volunteers (8 male, 30.6±3.8 years old, 74.1±11.3 kg). The subjects were positioned feet-first-supine in the scanner with the 31P loop coil under one leg. After 1H localisation, the 1D-CSI grid was positioned running in the anterior-posterior direction. The protocol followed steps 1-4 in Table 2. Other parameters were: 160 mm field of view (FOV), 16 slices, 3 kHz bandwidth, 512 spectral points, and 200V AHP transmit voltage (corresponding to 800W peak power, and approximately 35 μT B1+ in vivo). Selective saturation of γ-ATP and control saturation were achieved using 35V DANTE pulses (corresponding to 24.5W peak power, and approximately 6 μT B1+ in vivo).

Myocardium in prone position

Ten healthy volunteer subjects (6 male, 29.6±4.9 years old, 70.7±18.2 kg) were scanned using the newly implemented TRiST protocol (steps 1-4, rest kfCK only) to measure myocardial kfCK. The scans were completed in the prone position as per previously published methods.

CSI acquisition parameters were as follows: 160mm FOV, 16-step matrix, 3 kHz bandwidth, 512 samples. The CSI grid was positioned perpendicular to a transverse localiser covering the heart, with the CSI delineated dimension aligned coronally (parallel to the band of skeletal muscle lying between the coil and the heart). The AHP transmit voltage was 210 V (i.e. 882W peak power), and the amplitude modulated DANTE voltage was maximised within the constraints of the specific absorption rate (SAR) for the short TR scan (typically to ~30 V, i.e. 18W peak power). Spectra from cardiac slices were selected using the transverse 1H localisers for analysis as described above. The data from the most apical slice containing only myocardium and blood (but not skeletal muscle) were also analysed separately. The coil to slice distance was < 60 mm for these slices.

Myocardium in supine position

As detailed above, as the full StreST protocol will include administering intravenous dobutamine, for which it is preferred to position the subject supine. To test whether the change of position (prone to supine) affects the initial TRiST measurement in the StreST protocol, we scanned the same ten subjects as used in the previous section (6 male, 29.6±4.9 years old, 70.7±18.2 kg) again. This time, scans were in the supine position, using the newly implemented TRiST protocol (steps 1-4, rest kfCK only). Other acquisition and analysis parameters were identical to the previous section.

Effect of intra-scan B0 fluctuation

The potential effects of respiratory and cardiac motion induced B0 changes on TRiST kfCK values were analysed using Bloch simulations of the full TRiST protocol. A dual-echo CINE gradient echo sequence was used to measure the range of B0 values present in the un-shimmed apical myocardium of a single subject in different cardiac phases and respiratory states in both supine and prone positions. A sinusoidal frequency sweep with amplitude of 0, 20, 40, 60 and 80 Hz was applied to the Bloch simulation to simulate respiratory motion. The AHP pulse was simulated with three different B1 magnitudes: 12, 23 and 35 μT, and the DANTE saturation pulse was scaled appropriately to simulate the experiment. Simulations were run with 10000 repetitions, each having a random initial cardiac and respiratory phase. Each independent step of TRiST was simulated and combined to give a measured kfCK. Simulation parameters were taken from Table 1 (Heart muscle) in Reference (14), with kfCK varied from 0.1 to 0.5 s-1. SNR was calculated for PCr and γ-ATP, the simulation was scaled so the PCR SNR in step 4 was equal to 15.

Validation of MRS measured kfCK by surgical biopsy

In a cohort of 25 subjects listed for clinically indicated surgery for either severe aortic stenosis with preserved (n = 18) or impaired (n = 4) left ventricular ejection fraction (LVEF ≥ or < 55% respectively), severe primary mitral regurgitation (n = 2), or atrial myxoma (n = 1), kfCK was measured by supine TRiST and compared to CK activity measured ex-vivo from surgical LV biopsies.

All subjects pre-operatively underwent the TRiST MRS protocol in the supine position as described in the previous section. kfCK was measured for the most apical voxel identified as purely myocardium on 1H localisers. Intra-operative biopsies from LV septal endocardium were obtained by the operator 10-15 minutes after cardiopulmonary bypass was established, then immediately placed into liquid nitrogen and stored at -80 °C.

For the measurement of CK activity a heaped spatula-full of frozen, crushed LV tissue was combined with CK-NAC reagent (Thermo Fisher Scientific catalogue code TR14010) and the prescribed series of reactions were monitored using a spectrophotometer to measure the absorbance of NADH at 340nm and 37 °C over three minutes (1517). CK activity (IU/mL) was calculated from the rate of change in absorbance of NADH, corrected for reaction volume and an assay-specific correction factor, averaged over three runs and normalised to Lowry protein (mg/mL). Results are presented as CK activity (IU/mg protein). MRS measured CK rate constant was then correlated with biopsy-measured CK activity.

Validation of the stress kfCK measurement (StreST) in healthy volunteers

The validity of the final reduced-time kfCK measurement (from steps 5 and 6 in the full StreST protocol) was tested in six healthy volunteers (male, 31±9 years, 75±8 kg). After the initial TRiST measurement (steps 1-4), the follow-on measurement (steps 5&6) was made without repositioning and with the subject still at rest (i.e. a “null stress” control condition). The PCr matched-filtered signal-to-noise ratio (SNR) of the control acquisition (step 4 in Table 2) was determined. The kfCk,T1,T1* and Q were reported.

Reproducibility of the PCr amplitude of individual scans was assessed from the 4th and 5th scans, which are acquired with identical protocols in this validation step (i.e. corresponding to rest and dobutamine-stress scans in patients). Two methods of measuring MPCr were compared: (i) by saturation-correction in TRiST; and (ii) directly from the 6th StreST step (see Table 2). The correlation and Bland-Altman statistics for these two kfCK measurements were computed.

StreST in obese subjects and age-matched controls

As many cardiac patients are obese, to allow the measurement to be validated in a real-world population, the full StreST protocol (steps 1-6), including dobutamine-induced stress during the second measurement was performed in age-matched obese and normal-weight volunteers. StreST data were acquired from an obese cohort (N=18, 5 male, 13 female, aged 49±13 years, with body-mass-index (BMI) of 35±5), and a normal-weight control cohort (N=6, 1 male, 5 female, aged 53±22 years, with BMI of 24 ± 2). TRiST alone (steps 1-4) was run in ten further normal-weight volunteers (7 male, 3 female, 40±21 years, BMI 23±3).

For stress scans, dobutamine was administered intravenously, starting at 5 µg kg-1 min-1, and increasing the infusion rate every 3 minutes until a target heart rate of 65% maximum heart rate (i.e. 220 – age in years) was achieved; this target heart rate was then maintained at a steady state for ~18 minutes whilst the additional StreST measurements (steps 5-6) were made. Spectra from cardiac slices were selected using the transverse 1H localisers for analysis as described above. The data from the most apical slice containing only myocardium and blood (but not skeletal muscle) were also analysed separately. The coil to slice distance was < 60 mm for these slices.

Results

Literature values

The results of the survey of literature kfCK are contained in Table 3. The inter-study mean ± SD kfCK values were 0.27±0.04 s-1 (skeletal muscle) and 0.32±0.07 s-1 (myocardium).

Validation of TRiST implementation

Skeletal muscle (calf)

In all subjects, seven or more slices were identified in the transverse 1H localiser images as containing mainly skeletal muscle. The mean (±SD) PCr SNR in the control saturation acquisition (step 4) was 45±32. Example spectra are shown in Figure 2a.

Figure 2.

Figure 2

a Spectra from the four constituent scans of TRiST, showing the site of selective saturation, taken from a single slice in one subject (number 10, marked in orange in f). b Saturation-affected T1 (T1′) for each subject in each slice, plotted as a function of distance from the coil. Error bars indicate (mean ± SD). c shows the intrinsic T1 (T1*), d the amount of direct PCr saturation (Q), e the kfCK, and f shows a localiser with a CSI grid overlaid (red), the slice plotted (orange), and the coil position (green).

Consistent T1 and kfCK values were found across the 5 slices corresponding to 20 – 60 mm from the coil in all subjects. The average T1 in these slices was 2.2±0.4 s, and kfCK was 0.25±0.03 s-1. In the two slices furthest from the coil (approx. 70-80 mm), which also contained the tibia and the highest amount of subcutaneous fat, T1 was higher and kfCK lower (Figure 2 b&e). T1* was less consistent across slices and between the subjects (Figure 2c).

Complete saturation (>95% saturation) of γ-ATP was observed in all subjects, in all slices except the 2 furthest from the coil; in these slices the residual γ-ATP level was 12±3% of the control saturation scan. The ratio of the control-saturation PCr peak to the no-saturation PCr peak (“Q”, a measure of direct saturation of PCr by DANTE) was >0.5 for depths from 30–80 mm (Figure 2d). In the closest slices to the coil (10 & 20 mm) Q was <0.5, i.e. substantial direct saturation occurred.

Results from this subsection and others in “results” are summarised in Supporting Table 1.

Myocardium in prone position

From the ten healthy volunteers scanned in the prone position, 29 slices were identified as corresponding to myocardium in the transverse 1H localisers and had sufficient SNR for analysis (PCr SNR > 10 in the control scan).

The all-slice mean ± SD kfCK was 0.29±0.09 s-1. Analysing only the most anterior purely myocardial slice in each subject (10 slices) gave mean kfCK of 0.32±0.15 s-1.

The all-slice mean T1 was 2.7 ± 1.0 s and T1* was 4.7±1.6 s. The mean (±SD) PCr SNR was 18 ± 8. Analysing only the most anterior purely myocardial slice in each subject gave SNR = 19 ± 5, T1 = 2.9 ± 0.6 s, and T1* = 5.2±0.8 s.

Myocardium in supine position

The same ten healthy volunteers were also scanned in the supine position. In this dataset, 30 slices were identified as corresponding to myocardium in the transverse 1H localisers and had sufficient SNR for analysis.

The all-slice mean ± SD kfCK was 0.15±0.10 s-1. Analysing only the most anterior purely myocardial slice in each subject gave a mean kfCK of 0.24±0.12 s-1.

The all-slice T1 was 2.5 ± 1.1 s, and T1* was 4.4±1.9 s. The mean (±SD) PCr SNR was 16 ± 9. Analysing only the most anterior purely myocardial slice in each subject gave SNR = 17 ± 6, T1 = 2.3 ± 0.5 s, and T1* = 4.6±1.0 s.

Effect of intra-scan B0 fluctuation

The single subject measurement of B0 established that the mean range of γB0 experienced in the apical myocardium due to cardiac motion in a 31P experiment is 34.3 Hz (supine) and 34.6 Hz (prone), and due to respiratory motion is 66.7 Hz (supine) and 36.1 Hz (prone). (Supporting Figure 1 & 2). As the range of B0 variation was increased in the simulations the amount of time during the DANTE saturation pulse when Mz,γ-ATP =0 decreased (i.e. γ-ATP saturation was not achieved at all times), even though the SNR of the residual γ-ATP peak in TRiST steps 2&3 remained very low: SNR < 2.5 (Figure 3 a&b). With increasing B0 fluctuation amplitude and decreasing γ-ATP saturation, the measured kfCK also decreased (Figure 3c). At the level of the estimated B0 variation due to respiration in our study, the measured kfCK was simulated to be 0.61 times the true kfCK in a supine position and 0.85 times the true kfCK in the prone position. The linearity of the ratio of measured kfCK / true kfCK decreases with increasing B0 variation (Figure 3d).

Figure 3.

Figure 3

Simulated effect of respiration on the measurement of kfCK. a The ratio of γ-ATP transverse magnetisation in the presence of steady-state saturation (with respiration induced B0 variation) versus the same sequence with no steady-state saturation. b The residual γ-ATP peak SNR. c The ratio of measured kfCK to true (simulation) kfCK. True kfCK = 0.30 s-1. d Measured kfCK in the presence of respiration induced B0 variation at different values of true kfCK.

Validation of MRS measured kfCK by surgical biopsy

From the twenty-five subjects listed for clinically indicated surgery mean (±SD) kfCK was 0.21±0.10 s-1 and mean (±SD) biopsy-measured CK activity was 3.96±1.70 IU mg-1 protein. The Pearson's Linear Correlation Coefficient (Pearson’s R) was 0.43 with a statistically significant correlation (p = 0.03).

Validation of the stress kfCK measurement (StreST) in healthy volunteers

All the per-subject and mean kfCK values from the myocardial and skeletal muscle voxels of the six healthy volunteer rest-rest (“null stress” control) StreST scans are plotted in Figure 4. In these scans 36 slices were identified as corresponding to myocardium in the transverse 1H localisers and had sufficient SNR for analysis (PCr SNR > 10 in the control scan). The all-slice mean (±SD) PCr SNR was 16 ± 9, T1 was 2.9 ± 1.0 s, and T1* was 4.8±1.8 s. The all-slice mean kfCK of the first measurement (TRiST) was 0.14±0.08 s-1 and the all-slice mean of the second measurement (dobutamine not administered for this validation experiment) was 0.22±0.14 s-1. A per-slice comparison of these kfCK measurements yielded a correlation of 0.51 (Figure 5a). Bland-Altman (Figure 5b) analysis yielded a bias of -0.08 s-1 with 95% confidence intervals (CIs) of +0.16 s-1 and −0.31 s-1. A paired Student’s t-test showed statistical significance between the two measurements (p = 0.0006).

Figure 4.

Figure 4

a TRiST and b StreST measured kfCK in the chest of six normal volunteers. Results are plotted as a function of coil-slice distance. StreST was performed without dobutamine stress for this validation study. Different markers denote different subjects. In c the inter-subject mean and standard deviation kfCK is shown for TRiST (blue: also 1st measurement of StreST) and the second measurement of StreST (red).

Figure 5.

Figure 5

a Per-slice correlation plot of the two kfCK measurements in StreST (1st measurement equivalent to TRiST). All myocardial slices are shown, with the most apical cardiac slice for each subject shown in red. Results of linear regressions are also shown. b Bland-Altman comparison of the two kfCK measurements. The bias and 95% confidence intervals for each set of slices (all cardiac & apical) are marked.

Analysing only the most anterior purely myocardial slice in each subject (6 slices) gave SNR = 15 ± 5, PCr T1 = 3.0 ± 0.6 s, PCr T1* = 5.7±0.9 s, kfCK (first) = 0.18±0.08 s-1, kfCK (second) = 0.18±0.05 s-1, and a per-slice correlation of 0.62. The mean coil-to-voxel distance for these slices was 53±7 mm. Bland-Altman (Figure 5b) analysis yielded a bias of -0.04 s-1 with 95% CIs of +0.04 s-1 and −0.12 s-1. A paired Student’s t-test showed no statistical significance between the two measurements (p = 0.11).

Further reproducibility measurements are presented in the supporting information. The comparison of the PCr amplitudes of the 4th and 5th steps yielded a correlation of 0.99 (Supporting Figure 3a&b). The comparison of the two methods of calculating M0’ yielded a correlation of 0.96 (Supporting Figure 3c&d).

The coil reference voltage, measuring the degree of coil loading, varied by <10 % for all six subjects, and was within 25% of the values measured in the skeletal muscle validation.

StreST in obese subjects and age-matched controls

In both obese and normal-weight volunteers (34 total) the average kfCK in all myocardial slices (with PCr SNR > 10) was 0.12±0.08 s-1. The average PCr SNR was 14±9 across the 209 slices analysed.

Analysing only the most anterior myocardial slice of each subject (34 slices), kfCK was 0.16±0.08 s-1 (Figure 6a). The average PCr SNR was 15±6.

Figure 6.

Figure 6

a The measured kfCK in all subjects undergoing the 4 scan TRiST measurement. Shown are the results from the prone validation, and all myocardial slices and anterior myocardial slices from supine scans. b Rest and stress measurements from the selected slices of 34 normal-weight and obese volunteers. Negative values of kfCK are shown in this plot. Whilst negative kfCK values are not physically meaningful, they arise from noise entering into Equation 1. c Reported literature range of intrinsic T1 (T1*)(7) compared to that measured in this study, for all cardiac slices, the most apical cardiac slices, and the apical cardiac slices from normal weight and obese subjects.

In the subjects that underwent both rest & stress measurements the mean kfCK at rest was 0.16±0.07 s-1 (obese) and 0.15±0.09 s-1 (normal weight). Under stress the values were 0.17±0.11 s-1 (obese) and 0.17±0.15 s-1 (normal weight). This data is shown in Figure 6b.

The T1* of the two cohorts was 5.69±1.43 s for obese and 4.67±1.92 s for normal weight subjects (Figure 6c); this difference is statistically significantly (Student’s t-test, p = 0.02).

Discussion

We have implemented a new StreST protocol for measuring human CK rate constants in the human heart during dobutamine-induced stress. In so doing, we have also implemented the published TRiST protocol measuring kfCK at rest for the first time on a Siemens scanner, and using a commercially available coil. We have tested StreST (and hence also TRiST) in calf and cardiac muscle and applied it in the hearts of normal volunteers and obese subjects. We have demonstrated a correlation between our MRS measured value of kfCK and CK activity in human LV biopsies.

Measurements in calf muscle show that our implementation of TRiST measures kfCK in line with literature values up to 70 mm from coil. The coil loading changed by up to 25% between skeletal muscle and the thorax. Therefore, we expected accurate myocardial measurement in cardiac slices ≤70 mm from the coil, i.e. we expected that kfCK in apical cardiac slices could be measured robustly. This is corroborated by a Monte Carlo propagation of error analysis (Supporting Figure 4) which suggests the precision and accuracy of the technique is acceptable for PCr SNR > 10. Only apical myocardial slices achieve this SNR level consistently in all subjects. The working depth of the TRiST protocol could be improved by a different choice of coil: e.g. a different design of transmit coil (e.g. a larger loop or two loops in quadrature) would ensure effective saturation and excitation at greater depths. A receive array might also be used for signal reception to improve SNR, although this might come at the expense of greatly increased signal contamination by non-myocardial tissue because spatial localisation in TRiST is reliant on a restricted sensitivity profile of the coil in two dimensions.

Myocardial kfCK measured in the prone position further validated the new implementation of TRiST with all cardiac slices in ten subjects giving 0.29±0.09 s-1 and kfCK from only the most apical voxel for each subject giving a mean of 0.32±0.15 s-1, although the standard deviation of this measurement is double that reported in the literature (Table 3). In the supine position, the measured kfCK throughout this study is much lower than the paired prone estimate, the literature estimate of 0.32 s-1, and our own 7T kfCK estimate (0.35±0.05) (9). It is therefore likely that the absolute value of kfCK measured in a supine position is an underestimate. However, simulations of the effect of B0 variation during respiratory and cardiac cycles and correlation with biopsy measured CK activity in 25 patients indicate that despite the low absolute value of supine MRS measured kfCK, trends in our measured kfCK values are still meaningful – i.e. increases or decreases in measured kfCK correspond to real increases or decreases.

We invested considerable effort in studying the possible causes of the lower supine TRiST kfCK measurements. A thorough validation of the sequence timings was performed in the vendor simulation environment and by capturing the live waveforms of the triggered sequence using a digital oscilloscope on the scanner. Data shared from Johns Hopkins were used to validate our analysis process, which performed comparably to the Johns Hopkins analysis. Bloch simulations of the TRiST method indicated that if constant steady-state saturation of γ-ATP is not maintained completely throughout the mixing time, the measured kfCK will underestimate the true kfCK by a predictable scaling that is approximately linear for modest B0 fluctuation amplitudes (Supporting Figure 5). Note that this effect can occur even when the γ-ATP peak is well suppressed in the observed saturated spectra. It is proposed that this is produced by B0 shifts, due to respiration or cardiac motion, intermittently shifting the γ-ATP resonance away from the target selective saturation frequency. We have shown that the range of B0 experienced in the myocardium is raised in this experiment when the subject is supine rather than prone (approx. 60 Hz range versus 30 Hz). The choice of supine scanning was necessitated in this study for subject safety during pharmacological stress and will be required in our institute for further studies using StreST in patients with established cardiac diseases. Scanning supine also helps coil placement and matching.

The effect of B0 shifts due to respiration was found, by simulation, to decrease the measured kfCK by approximately 1.6 times for supine scans. This factor was found to be constant for all values of kfCK as long as the B0 shifts did not exceed a range of 80 Hz. Above this level the effect is non-linear, decreasing the sensitivity of TRiST to changes in kfCK. Our simulations also suggest that even in the prone position the true value of kfCK is likely to be underestimated by the TRiST method. At the measured amplitude of B0 fluctuation the correction remains mostly linear and so relative changes in kfCK are preserved for both prone and supine scanning.

StreST reduces the time of the consecutive measurement from 40 min to 20 min by assuming that the subject’s T1* is constant, which makes it feasible to measure kfCK during dobutamine infusion at 3T. Previously, Weiss et al. used an adaptation of the “FAST” protocol to measure kfCK during stress in 13 minutes at 1.5 T (1). The validation of StreST applied without dobutamine showed that the method is able to reliably measure the same kfCK in a reduced duration in the most apical, high SNR voxels. It is therefore likely that the assumption of static between-scan T1* is reasonable. In voxels with low SNR or experiencing high direct saturation (low Q, e.g. skeletal muscle) the reduced duration measurement does not match the full TRiST measurement and introduces high variance.

The average PCr T1* calculated, as per Eqn. 2, was different for the two cohorts: normal-weight and obese (p=0.02). This suggests that to accurately measure stress kfCK, T1* must either be determined per-subject, as in StreST, or per-cohort in a pilot study designed to measure T1*. We do not recommend assuming a single PCr T1* for all human subjects.

Like TRiST, StreST has diagnostic potential for non-invasively assessing the CK system and by extension a subject’s contractile reserve (18). Sensitivity to contractile reserve would be valuable in patients who are not able to undergo conventional stress testing e.g. severe valvular heart disease. The CK system is also a major mechanism for controlling cytosolic [ADP]. A raised cytosolic [ADP] at stress contributes to increased left ventricular end-diastolic pressure and diastolic dysfunction (19). A raised left ventricular end-diastolic pressure is characteristic of heart failure with preserved ejection fraction, which comprises approximately half of all clinically presenting heart failure cases.

Cardiac positron emission tomography (PET) can also measure myocardial metabolic reaction kinetics through the uptake of tracers (20). It is able to confirm viability in suspected hibernating myocardium using glucose tracers (21). PET is able to detect uptake in ingressing inflammatory cells and has emerging roles in detection of prosthetic valve endocarditis (22) and inflammatory atherosclerotic coronary and carotid plaques (23,24). However, the onward metabolism of the tracer after uptake cannot be assessed and it is not possible to distinguish which cell type is responsible using PET alone. The MRS technique presented here is specific to CK expressing cells, i.e. cardiomyocytes. Cardiac MR(S) and PET measure similar information with differing trade-offs in temporal and spatial resolution. The use of both in tandem could offer complementary information (21).

StreST was demonstrated in a control cohort, as well as an obese cohort. The TRiST component of the protocol was run successfully on 34 out of 35 initial subjects. The full StreST protocol was completed by 17 out of 24 subjects, with five subjects electing not to complete due to discomfort and two scans stopped after exceeding the local limit on maximum scan duration. The mean ± SD time of a complete StreST protocol was 103±7 minutes, Steps 1-6 of StreST take 64 minutes in total. The TRiST and StreST techniques are being applied in ongoing studies, building on the initial cohort scans in this work.

Conclusion

In this work, we introduced an extended StreST protocol that enables measurement of kfCK during a 20-minute dobutamine infusion at 3T. We also independently implemented the TRiST protocol on a Siemens 3T scanner using commercially-available hardware. We compare TRiST measured in the prone and supine position and provide a non-MR validation of MR measured kfCK. We show by simulations that respiratory-induced motion can lead to incomplete γ-ATP saturation during the saturation-transfer phase of the TRiST sequence even in the case where the γ-ATP peak is absent from the saturated spectra. Linear correction can compensate for these effects for light to moderate B0-field fluctuation amplitudes.

Acknowledgements

We thank Michael Schar for providing test data to validate our post-processing routines, and Paul Bottomley for discussion of the potential factors that may reduce measured kfCK.

Funded by: a Sir Henry Dale Fellowship from the Wellcome Trust and the Royal Society [098436/Z/12/B] to CTR, the BHF Centre of Research Excellence (OJR), a BHF clinical research training fellowship [FS/15/80/31803] to MAP, a BHF fellowship [FS/14/54/30946] to JJR, an NIHR OBRC fellowship to BR, a BHF programme grant [RG/13/8/30266] to CAL and SN, and a DPhil studentship from the Medical Research Council to WTC. We acknowledge support from the Oxford NIHR Biomedical Research Centre.

Abbreviations

AHP

adiabatic half-passage (pulse)

ATP

adenosine triphosphate

BMI

body-mass-index

CK

creatine kinase

CSI

chemical shift imaging

DANTE

delay alternating with nutation for tailored excitation

ECG

electrocardiogram

FAST

four-angle saturation transfer

kfCK

pseudo first-order forward rate

LV

left ventricular

PCr

phosphocreatine

StreST

stress saturation-transfer

TRiST

triple repetition time saturation transfer

TwiST

Two repetition time saturation transfer

References

  • 1.Weiss RG, Gerstenblith G, Bottomley PA. ATP flux through creatine kinase in the normal, stressed, and failing human heart. P Natl Acad Sci USA. 2005;102(3):808–813. doi: 10.1073/pnas.0408962102. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Mozaffarian D, Benjamin EJ, Go AS, et al. Heart disease and stroke statistics--2015 update: a report from the American Heart Association. Circulation. 2015;131(4):e29–322. doi: 10.1161/CIR.0000000000000152. [DOI] [PubMed] [Google Scholar]
  • 3.Townsend N, Williams J, Bhatnagar P, Wickramasinghe K, Rayner M. Cardiovascular disease statistics, 2014. London: British Heart Foundation; 2014. [Google Scholar]
  • 4.Bottomley PA, Ouwerkerk R, Lee RF, Weiss RG. Four-angle saturation transfer (FAST) method for measuring creatine kinase reaction rates in vivo. Magn Reson Med. 2002;47(5):850–863. doi: 10.1002/mrm.10130. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 5.Rider OJ, Francis JM, Ali MK, et al. Effects of catecholamine stress on diastolic function and myocardial energetics in obesity. Circulation. 2012;125(12):1511–1519. doi: 10.1161/CIRCULATIONAHA.111.069518. [DOI] [PubMed] [Google Scholar]
  • 6.Schar M, El-Sharkawy AMM, Weiss RG, Bottomley PA. Triple Repetition Time Saturation Transfer (TRiST) (31)P Spectroscopy for Measuring Human Creatine Kinase Reaction Kinetics. Magnetic Resonance in Medicine. 2010;63(6):1493–1501. doi: 10.1002/mrm.22347. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Schar M, Gabr RE, El-Sharkawy AM, Steinberg A, Bottomley PA, Weiss RG. Two repetition time saturation transfer (TwiST) with spill-over correction to measure creatine kinase reaction rates in human hearts. J Cardiovasc Magn R. 2015;17 doi: 10.1186/s12968-015-0175-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.El-Sharkawy AM, Schar M, Ouwerkerk R, Weiss RG, Bottomley PA. Quantitative Cardiac P-31 Spectroscopy at 3 Tesla Using Adiabatic Pulses. Magnetic Resonance in Medicine. 2009;61(4):785–795. doi: 10.1002/mrm.21867. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Clarke WT, Robson MD, Neubauer S, Rodgers CT. Creatine kinase rate constant in the human heart measured with 3D-localization at 7 tesla. Magn Reson Med. 2017;78(1):20–32. doi: 10.1002/mrm.26357. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Becher H, Chambers J, Fox K, et al. BSE procedure guidelines for the clinical application of stress echocardiography, recommendations for performance and interpretation of stress echocardiography: a report of the British Society of Echocardiography Policy Committee. Heart. 2004;90(Suppl 6):vi23–30. doi: 10.1136/hrt.2004.047985. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Spencer RG, Fishbein KW. Measurement of spin-lattice relaxation times and concentrations in systems with chemical exchange using the one-pulse sequence: breakdown of the Ernst model for partial saturation in nuclear magnetic resonance spectroscopy. J Magn Reson. 2000;142(1):120–135. doi: 10.1006/jmre.1999.1925. [DOI] [PubMed] [Google Scholar]
  • 12.Geleijnse ML, Krenning BJ, Nemes A, et al. Incidence, pathophysiology, and treatment of complications during dobutamine-atropine stress echocardiography. Circulation. 2010;121(15):1756–1767. doi: 10.1161/CIRCULATIONAHA.109.859264. [DOI] [PubMed] [Google Scholar]
  • 13.Rodgers CT, Clarke WT, Snyder C, Vaughan JT, Neubauer S, Robson MD. Human cardiac 31P magnetic resonance spectroscopy at 7 Tesla. Magn Reson Med. 2014;72(2):304–315. doi: 10.1002/mrm.24922. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Ouwerkerk R, Bottomley PA. On neglecting chemical exchange effects when correcting in vivo (31)P MRS data for partial saturation. J Magn Reson. 2001;148(2):425–435. doi: 10.1006/jmre.2000.2166. [DOI] [PubMed] [Google Scholar]
  • 15.Oliver IT. A spectrophotometric method for the determination of creatine phosphokinase and myokinase. Biochem J. 1955;61(1):116–122. doi: 10.1042/bj0610116. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 16.Rosalki SB. An improved procedure for serum creatine phosphokinase determination. J Lab Clin Med. 1967;69(4):696–705. [PubMed] [Google Scholar]
  • 17.Szasz G, Waldenstrom J, Gruber W. Creatine-Kinase in Serum .6. Inhibition by Endogenous Polyvalent Cations, and Effect of Chelators on the Activity and Stability of Some Assay Components. Clin Chem. 1979;25(3):446–452. [PubMed] [Google Scholar]
  • 18.Tian R, Nascimben L, Kaddurah-Daouk R, Ingwall JS. Depletion of energy reserve via the creatine kinase reaction during the evolution of heart failure in cardiomyopathic hamsters. J Mol Cell Cardiol. 1996;28(4):755–765. doi: 10.1006/jmcc.1996.0070. [DOI] [PubMed] [Google Scholar]
  • 19.Tian R, Nascimben L, Ingwall JS, Lorell BH. Failure to maintain a low ADP concentration impairs diastolic function in hypertrophied rat hearts. Circulation. 1997;96(4):1313–1319. doi: 10.1161/01.cir.96.4.1313. [DOI] [PubMed] [Google Scholar]
  • 20.Sarikaya I. Cardiac applications of PET. Nucl Med Commun. 2015;36(10):971–985. doi: 10.1097/MNM.0000000000000346. [DOI] [PubMed] [Google Scholar]
  • 21.Kunze KP, Dirschinger RJ, Kossmann H, et al. Quantitative cardiovascular magnetic resonance: extracellular volume, native T1 and 18F-FDG PET/CMR imaging in patients after revascularized myocardial infarction and association with markers of myocardial damage and systemic inflammation. J Cardiovasc Magn Reson. 2018;20(1):33. doi: 10.1186/s12968-018-0454-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Habib G, Lancellotti P, Antunes MJ, et al. 2015 ESC Guidelines for the management of infective endocarditis: The Task Force for the Management of Infective Endocarditis of the European Society of Cardiology (ESC). Endorsed by: European Association for Cardio-Thoracic Surgery (EACTS), the European Association of Nuclear Medicine (EANM) Eur Heart J. 2015;36(44):3075–3128. doi: 10.1093/eurheartj/ehv319. [DOI] [PubMed] [Google Scholar]
  • 23.Moss AJ, Adamson PD, Newby DE, Dweck MR. Positron emission tomography imaging of coronary atherosclerosis. Future Cardiol. 2016;12(4):483–496. doi: 10.2217/fca-2016-0017. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 24.Salata BM, Singh P. Role of Cardiac PET in Clinical Practice. Curr Treat Options Cardiovasc Med. 2017;19(12):93. doi: 10.1007/s11936-017-0591-x. [DOI] [PubMed] [Google Scholar]
  • 25.Smith CS, Bottomley PA, Schulman SP, Gerstenblith G, Weiss RG. Altered creatine kinase adenosine triphosphate kinetics in failing hypertrophied human myocardium. Circulation. 2006;114(11):1151–1158. doi: 10.1161/CIRCULATIONAHA.106.613646. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 26.Bottomley PA, Wu KC, Gerstenblith G, Schulman SP, Steinberg A, Weiss RG. Reduced Myocardial Creatine Kinase Flux in Human Myocardial Infarction An In Vivo Phosphorus Magnetic Resonance Spectroscopy Study. Circulation. 2009;119(14):1918–1924. doi: 10.1161/CIRCULATIONAHA.108.823187. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Bashir A, Gropler R. Reproducibility of creatine kinase reaction kinetics in human heart: a 31P time-dependent saturation transfer spectroscopy study. NMR in Biomedicine. 2014;27(6):663–671. doi: 10.1002/nbm.3103. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Valkovic L, Chmelik M, Kukurova IJ, et al. Time-resolved phosphorous magnetization transfer of the human calf muscle at 3 T and 7 T: A feasibility study. Eur J Radiol. 2013;82(5):745–751. doi: 10.1016/j.ejrad.2011.09.024. [DOI] [PubMed] [Google Scholar]
  • 29.Parasoglou P, Xia D, Chang G, Convit A, Regatte RR. Three-dimensional mapping of the creatine kinase enzyme reaction rate in muscles of the lower leg. Nmr in Biomedicine. 2013;26(9):1142–1151. doi: 10.1002/nbm.2928. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 30.Parasoglou P, Xia D, Chang G, Regatte RR. Three-dimensional Saturation Transfer P-31-MRI in Muscles of the Lower Leg at 3.0 T. Sci Rep-Uk. 2014;4 doi: 10.1038/srep05219. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 31.Valkovic L, Bogner W, Gajdosik M, et al. One-Dimensional Image-Selected In Vivo Spectroscopy Localized Phosphorus Saturation Transfer at 7T. Magnetic Resonance in Medicine. 2014;72(6):1509–1515. doi: 10.1002/mrm.25058. [DOI] [PubMed] [Google Scholar]
  • 32.Buehler T, Kreis R, Boesch C. Comparison of 31P saturation and inversion magnetization transfer in human liver and skeletal muscle using a clinical MR system and surface coils. Nmr in Biomedicine. 2015;28(2):188–199. doi: 10.1002/nbm.3242. [DOI] [PubMed] [Google Scholar]
  • 33.Ren JM, Sherry AD, Malloy CR. P-31-MRS of healthy human brain: ATP synthesis, metabolite concentrations, pH, and T-1 relaxation times. Nmr in Biomedicine. 2015;28(11):1455–1462. doi: 10.1002/nbm.3384. [DOI] [PMC free article] [PubMed] [Google Scholar]

RESOURCES