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Brain & Heart                                              Automatic cardiac autonomic modulation assessment



            2.2. HRV recordings and analysis                   the reliability of PNSi, SNSi, and BSTRi measurements

            We conducted 24-h 12-lead Holter ECG recordings    from these shorter intervals.
            using the H12 (Mortara Instruments). Real-time ECG   For  the training sessions, HRV parameters were
            monitoring during tactical and physical training was   calculated using 2-min intervals taken at baseline rest,
            carried out with a 3-lead wearable ECG (Nuubo, Spain).  every 4  min during exertion, and at the first, fifth, and
              For longitudinal monitoring during physical training,   tenth min of recovery. ECG data from 40 training sessions
            each session included 10  min of baseline rest, 5  min of   (10 sessions for each workload) were analyzed. The PNSi,
            warm-up, 30  min of exercise, and 10  min of recovery.   SNSi, and BSTRi values resulting from each workload were
            The training workload was categorized by age into low   averaged and compared to evaluate reproducibility across
            (65–75 watts/min), moderate (75–85 watts/min), semi-  sessions with the same workload.
            intense (85–95 watts/min), and intense (95–110 watts/  Kubios calculates the PNSi by integrating three
            min). For this study, ECG data from 40 training sessions   parameters:  the  mean  RR  interval,  the  RMSSD  (the
            (10 sessions for each workload) were analyzed.     mean square root of successive RR interval differences,
              HRV parameters were calculated using Kubios Premium   closely  related  to  parasympathetic  cardiac  activation),
            software (version 3.5.0) in TD, FD, and NL methods, along   and the SD1  index  from  Poincaré  plot  (in normalized
            with time-varying algorithms,  following “detrending”   units), which correlates with the RMSSD. The PNS
                                     40
            with the “smooth priors” function (lambda = 500).  index is considered normal during rest if it falls within
                                                               ±2 standard deviations (SD) of the normal population
              Short-term HRV was calculated over 5  min  during   distribution. 40
                                                   4
            regular daily activities and NREM sleep for all participants,
            as well as during highly stressful police tactical training   The SNSi is computed using three parameters: the
            (16  cases). In addition, HRV parameters were assessed   mean HR interval, the BSTRi, and the SD2 index from the
            from 2-min intervals, as illustrated in Figure 1, to evaluate   Poincaré plot (in normalized units), which correlates with
                                                               SDNN.  Similar to the PNSi, the SNS index is deemed
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                                                               normal if it is within ±2 SD of the normal population
            Table 1. Demographics of the studied participants
                                                               distribution. During psychophysiological stress or high-
            Subgroups   No. of cases    Sex        Age range   intensity exercise, significantly lower PNSi and higher
                                   Male   Female    (years)    SNSi values are expected.
            Age1            36       10     26      16–34        The BSTRi is a geometric measure of HRV that indicates
            Age2            29       15     14      35–52      stress on the cardiovascular system, calculated using the
            Age3            23       10     13      53–84      following formula:
            Police officers  16      15      1      31–50          AMo
            Senior training   1      1               75        SI =  Mo  MxDMn                             (I)
























            Figure 1. Time segment selection method. The upper row shows 6 min of ECG recording, whereas the lower row displays examples of 5-min (light sky
            blue) and 2-min (darker sky blue) tachogram segments selected
            Abbreviation: ECG: Electrocardiogram.


            Volume 2 Issue 4 (2024)                         3                                doi: 10.36922/bh.3503
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