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Pulmonary Function Abnormalities in Heart Failure Subtypes: Impact of Upper Body Adiposity
Cifci, Gizem , Olson, Thomas P. , Brown, Daniel J., Smith, Joshua R.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1611 Get It

Study objective: Heart failure (HF) syndrome is associated with pulmonary system abnormalities that have a direct impact on mortality. Heart failure with preserved ejection fraction (HFpEF) and heart failure with reduced ejection fraction (HFrEF) are distinct subtypes of HF with different pathophysiologies, clinical presentations, and treatment approaches. Obesity is highly prevalent in HFpEF and significantly contributes to its development. Importantly, obesity and high abdominal adiposity can have significant effects on pulmonary function. Therefore, HFpEF patients may have more pronounced pulmonary function impairment than HFrEF patients in part due to higher prevalence of upper body adiposity. Hypothesis: We hypothesized that lung volumes would be lower in patients with HFpEF compared to those with HFrEF and CTL. Further, we hypothesized that higher upper body adiposity (measured as trunk fat by dual-energy X-ray absorptiometry) would be associated with lower lung volumes in patients with HFpEF. Methods: HFpEF patients (n=26), HFrEF patients (n=26) and CTL (n=36) performed pulmonary function tests according to ATS/ERS guidelines. Total lung capacity (TLC), residual volume (RV), forced vital capacity (FVC), and forced expiratory volume in one second (FEV1) were measured and absolute and % predicted values are reported. Dual-energy X-ray absorptiometry scans quantified % trunk fat. Absolute lung volumes were compared across groups using ANCOVA with age as a covariate and % predicted lung volumes were compared using one-way ANOVA. Results: HFpEF patients were older than HFrEF patients and CTL (HFpEF: 71±9 vs. HFrEF: 65±9 vs. CTL: 63±11 yrs, both p<0.05) while no differences were present among groups for sex, height, or BMI (all, p>0.05). HFpEF patients had higher % trunk fat than CTL (p<0.01), while no differences were present between HFrEF and HFpEF or CTL (p>0.05) (HFpEF: 46±11 vs. HFrEF: 42±8 vs. CTL: 38±11%). HFpEF patients had lower FVC (HFpEF: 3.0±0.7 vs. HFrEF: 3.7±1.0 vs. CTL: 3.8±0.8 L), FEV1 (HFpEF: 2.3±0.5 vs. HFrEF: 2.8±0.8 vs. CTL: 2.9±0.6 L), TLC (HFpEF: 5.5±1.3 vs. HFrEF: 6.3±1.4 vs. CTL: 6.4±1.1 L), and % predicted TLC than CTL (all, p<0.05). HFpEF and HFrEF patients had lower % predicted FVC and % predicted FEV1 than CTL (p<0.05). All other pulmonary function parameters were not different among groups (p>0.05). There was a negative relationship between % trunk fat and TLC for HFpEF patients (r= -0.51, p<0.05). There were negative relationships between % trunk fat and FVC for CTL (r= -0.37) and HFpEF patients (r= -0.50) (both, p<0.05), with statistically different y-intercepts (p<0.01). There were no other significant relationships (all, p>0.05). Conclusion: These findings demonstrate that patients with HF have smaller lung volumes than CTL. Further, our findings suggest that upper body adiposity may be an important contributing factor to these pulmonary system abnormalities in HFpEF. None. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Mitochondrial Fragmentation Increases with Aging in Rats
Alamodi, Maryam O., Dasgupta, Debanjali , Fogarty, Matthew J. , Mantilla, Carlos B. , Sieck, Gary C.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1497 Get It

The diaphragm muscle (DIAm) is the major pump muscle for breathing. Neural control of the DIAm involves recruitment of phrenic motor neurons (PhMNs) comprising motor units that vary in their mechanical and fatigue properties. Smaller PhMNs innervating fatigue resistant DIAm fibers are highly active being recruited during breathing, while larger PhMNs are infrequently recruited during more forceful expulsive behaviors. Previously, we found that to support their higher activity levels, smaller PhMNs have higher mitochondrial volume density and are less fragmented compared to larger PhMNs. With aging, larger PhMNs are more vulnerable and ~30% are lost, and those surviving display greater mitochondrial fragmentation. We also found that older rats exhibit elevated levels of the proinflammatory cytokine tumor necrosis factor alpha (TNFa), which in other tissue has been linked to mitochondrial fragmentation via activation of the IRE1a S724-mediated endoplasmic reticulum (ER) stress pathway. Accordingly, we hypothesized that in 24-month-old rats, increased TNFa levels activate the pIRE1aS724-mediated ER stress pathway, leading to XBP1s splicing, which transcriptionally increases expression of cyclin-dependent kinases (CDK1 and CDK5) that mediate phosphorylation of DRP1 at Serine 616 (pDRP1S616), and ultimately mitochondrial fragmentation. We found that serum TNFa levels increased ~3.5 fold in 24-month rats compared to 6-month rats. Consistent with elevated TNFa, we found increased pIRE1aS724 and XBP1s splicing in the cervical ventral horn of 24-month rats. In retrogradely labeled PhMNs, we found XBP1s was localized to the nucleus, consistent with transcriptional activation of gene expression. Bioinformatic analysis and ChIP assay confirmed XBP1s binding to the CDK1 and CDK5 promoter regions in rat cervical ventral horn. Both CDK1 and CDK5 mRNA and protein were elevated in the cervical ventral of 24-month rats. In aged rats, pDRP1S616 phosphorylation increased with a corresponding increase in mitochondrial fragmentation. Our results support our hypothesis that chronic inflammation (elevated TNFa levels) in older rats activate the pIRE1aS724-mediated ER stress pathway, leading to XBP1s splicing, which transcriptionally targets CDK1 and CDK5 expression mediating pDRP1S616 phosphorylation and mitochondrial fragmentation. Research Supported by NIH R01 grant AG44615. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
BDNF/TrkB Induces pCREBS133 Phosphorylation and Activates Mitochondrial Biogenesis in Rat Phrenic Motor Neurons
Davis, Anne S. , Davis, Anne, Dasgupta, Debanjali , Fogarty, Matthew J. , Mantilla, Carlos B. , Sieck, Gary C.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1484 Get It

Neural control of the diaphragm muscle (DIAm) is essential to sustain breathing. During breathing, fatigue resistant DIAm motor units are recruited comprising smaller phrenic motor neurons (PhMNs) and type I and IIa muscle fibers. Larger PhMNs comprise more fatigable DIAm motor units that are infrequently active during expulsive behaviors. The difference in activation history is reflected in the higher mitochondrial volume density in smaller PhMNs. In PhMNs, brain-derived neurotrophic factor (BDNF) signals through its high-affnity receptor, tropomyosin receptor kinase B (TrkB.FL). Previously, we found that intrathecal BDNF treatment induces CREB phosphorylation at Serine 133 (pCREBs133). We hypothesized that pCREBs133 binds to the PGC1a promoter, transcriptionally targeting PGC1a expression, mediating downstream increased expression of NRF1, NRF2, and TFAM and mitochondrial biogenesis. To test this hypothesis, we used a chemosensitive TrkBF616 rat model with a knock-in allele sensitive to 1NMPP1 in that TrkB kinase is inhibited following 1NMPP1, a small molecule derivative of the protein kinase inhibitor protein phosphatase 1 that plays a significant role inhibiting the TrkB phosphorylation and activation. Systemic treatment of 1NMPP1 in TrkBF616 rats inhibits TrkB kinase activity. A bioinformatic analysis was performed to identify a putative binding site for pCREBs133 in the PGC1a promoter sequence in rats. Using a chromatin immunoprecipitation (ChIP) assay we found that pCREBS133 binds to the PGC1a promoter in rat cervical ventral horn. We showed that intrathecal BDNF treatment increased pCREBs133 phosphorylation, which was blocked by 1NMPP1 treatment in TrkBF616 rats. PGC1a, NRF1/2, and TFAM protein was compared in cervical ventral horn lysates from BDNF- and BDNF+1NMPP1-treated TrkBF616 rats by qRT-PCR and Western Blot. Relative mtDNA copy number (normalized to nuclear DNA) was quantified by qPCR to assess the mitochondrial biogenesis. All results were analyzed by paired t-test. Following 1NMPP1-induced inhibition of TrkB kinase, PGC1a, NRF1/2, and TFAM mRNA and protein expression was reduced. Consistent with these findings, mtDNA copy number was decreased following TrkB kinase inhibition by 1NMPP1. We conclude that inhibition of TrkB kinase by 1NMPP1 reduces PGC1a-mediated mitochondrial biogenesis in rat cervical ventral horn. Supported by NIH grants AG44615 and HL146114. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Physiologic Validation of the Compensatory Reserve Metric Obtained From Pulse Oximetry Waveforms
Roden, Richard T., Webb, Kevin, Pruter, Wyatt W. , Holmes, David R. , Haider, Clifton R. , Webb, Kevin L., Joyner, Michael J. , Curry, Timothy B.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1430 Get It

Background: The compensatory reserve metric (CRM) provides a novel marker of hemodynamic status in prediction of sudden cardiovascular decompensation during central hypovolemia. The CRM has previously been calculated using arterial waveforms obtained from a photoplethysmographic volume-clamp technique. However, the in-field use of pulse oximetry is becoming more prominent in research and medicine. To improve in-field applicability of the CRM, this project aimed to validate pulse-oximetry derived CRM values relative to physiologic data during simulated hemorrhage through application of lower body negative pressure (LBNP). Methods: Forty-nine healthy adults (25 females) underwent a graded LBNP protocol with the following 5-minute stages: -0, -15, -30, -45, -60, -70, -80, -90, and 100 mmHg, or until the onset of pre-syncopal symptoms (tolerance) was reached. Arterial waveforms were sampled using pulse oximetry (Massimo Radical 7). The CRM was calculated using a validated one-dimensional convolutional neural network. A brachial artery catheter was used to measure intraarterial pressure. A 3-lead ECG was used to measure heart rate. SpO2 was measured using pulse oximetry. Cardiac output and stroke volume were estimated using the photoplethysmographic volume-clamp. Data were binned for the last thirty seconds of each completed stage, and at tolerance. Fixed-effect linear mixed models with repeated measures were used to examine the association between CRM values and physiologic variables. A priori significance was set at P<0.05. Results: The median LBNP stage reached was 70 mmHg (Range: 45-100 mmHg). Relative to baseline, at tolerance there was a 50±12% ( P<0.001) mean reduction in stroke volume, 65±27% ( P<0.001) increase in heart rate, 18±8% ( P<0.001) reduction in mean arterial pressure, 21±7% ( P<0.001) systolic blood pressure, 8±9% ( P<0.001) diastolic blood pressure, and 39±12% ( P<0.001) pulse pressure. The CRM obtained using pulse oximetry was significantly associated with a reduction in stroke volume ( P<0.001), increase in heart rate ( P<0.001), and reductions in systolic ( P=0.033), diastolic ( P=0.036), and pulse pressure ( P=0.002). There was no statistically significant association between CRM and cardiac output ( P=0.421), SpO2 ( P=0.408), or mean arterial pressure ( P=0.214). Conclusion: The CRM obtained using pulse oximetry may be a valid, reliable marker of hemodynamic status with promising in-field applications. Future studies warrant investigation of feasibility and applicability within various contexts ranging from the operating room to the battlefield. The presented work was funded in part by the Congressionally Directed Medical Research Program (Award No. DM180240) and Offce of Naval Research (Awards No. N00014-18-D-7001 and N00014-19-C-2017). This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Impaired exercise-induced increase in serum IGF-1 in humans with obesity
Freitas, Eduardo D. S. , Roust, Lori R., DeFilippis, Eleanna, Katsanos, Christos S.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1384 Get It

Changes in circulating insulin-like growth factor 1 (IGF-1) implicate regulation of skeletal muscle metabolism, including protein and glucose metabolism. Previous studies have shown that an acute bout of exercise increases serum IGF-1 concentrations in healthy, lean humans. However, exercise-induced changes in serum IGF-1 concentrations in humans with obesity remain unknown. We compared changes in plasma IGF-1 during and after an acute bout of endurance exercise between humans with and without obesity. Eight subjects with obesity (i.e., OB: BMI = 34.48 ± 2.96) and eight subjects without obesity (i.e., LN: BMI = 24.45 ± 2.43 kg/m2) exercised for 45 min in a cycle ergometer at 65% of their maximum oxygen uptake, after an overnight 10-h fast. Blood draws were taken immediately before exercise, at 15 and 30 minutes (i.e., during exercise), and at 55, 75, 95, and 115 minutes after the start of the exercise. Serum concentrations of total IGF-1 and insulin were determined using commercially available ELISA assays (Alpco 22-IGFHU-E01 and 80-INSHU-E10.1, respectively). Plasma glucose concentrations were determined using an automatic analyzer (YSI glucose analyzer). One-way repeated measures analyses of variance were carried out to detect significant changes over time within each group. Independent t tests were used to determine group differences at each time point. Alpha level was set at p ≤ 0.05 and data are reported as mean ± SD. There were no significant ( p > 0.05) differences between groups for IGF-1 serum concentrations at baseline (LN = 205.61 ± 40.07 ng/mL, OB = 200.89 ± 80.40 ng/mL) nor during or after exercise. Significant increases from baseline in serum IGF-1 concentrations were detected in the LN group at 15 min (231.30 ± 50.47 ng/mL, p = 0.007) and 30 min (227.94 ± 49.02 ng/mL, p = 0.04) during exercise, followed by significant decreases from baseline at 95 min (189.99 ± 34.73 ng/mL, p = 0.052) and 115 min (196.42 ± 40.39 ng/mL, p = 0.023). No significant ( p > 0.05) differences from baseline were observed in the obese group neither during nor after exercise. Higher serum insulin concentrations were observed in the OB group at baseline (LN = 5.55 ± 2.62 μIU/mL, OB = 11.07 ± 5.76 μIU/mL, p = 0.027) but significant group differences no longer existed ( p > 0.05) during exercise and up to 55 min after exercise; however, insulin concentrations for the OB group were significantly greater than those measured in the LN group at 75 min ( p = 0.028), 95 min ( p = 0.008), and 115 min ( p = 0.007) after exercise. Moreover, a significant increase from baseline was measured 55 min after exercise in the lean group (8.22 ± 3.13 μIU/mL, p = 0.005), whereas no significant changes were observed in the OB groups at any time point ( p > 0.05). No significant ( p > 0.05) group differences were detected for plasma glucose concentrations at any time point, and despite a significant decrease from baseline observed in the LN group at 115 min after exercise (baseline = 83.32 ± 7.66 mg/dL, 115 min = 81.02 ± 7.00 mg/dL, p = 0.044). In conclusion, endurance exercise increases serum IGF-1 concentrations in humans without obesity, but this response is impaired in humans with obesity. National Institute of Health (NIH)\National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK). Grant/Award Number: R01DK123441. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Postnatal diaphragm muscle and phrenic motor neuron development is impaired in Spastic mice
Kopper, Leo A., Brandenburg, Joline E. , Zhan, Wen‐Zhi, Fogarty, Matthew J. , Sieck, Gary C.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1240 Get It

In rats, there is a strong association between the emergence of mature diaphragm muscle (DIAm) myosin heavy chain isoform expression and the expansion of phrenic motor neuron (PhMN) size (from ~21-28 days postnatal (P)), alongside the manifestation of mature morphological and functional properties. In the Spastic ( Spa) mutant mouse, mutated glycine receptors lead to a spasticity phenotype emerging between P14-28, concomitant with DIAm and PhMN development. In adult Spa mice, DIAm weakness, fiber atrophy and loss of larger PhMNs is evident. We aim to characterize whether these DIAm and PhMN deficits occur contemporaneously to spasticity. Using wildtype (WT) and Spa mice at P14, P21, P28, and P90 (maturity) we evaluated DIAm and PhMN physiologic properties. Ex vivo DIAm strips were used for functional assessments of maximum specific force (Po) and fatigue. DIAm strips were also fresh-frozen, and 8 μm cross-sections were cut and stained with H&E to evaluate cross-sectional area (CSA) of individual DIAm fibers. PhMNs were labelled via rhodamine phrenic nerve dip, processed for longitudinal cryosectioning (70 μm) and prepared for confocal imaging and PhMN assessment. In WT mice, DIAm specific force increased at each age (P14, P21, P28 and P90), whilst in Spa mice, DIAm specific force was reduced from P21 compared to WT. Similarly, DIAm fiber CSA was reduced in Spa compared to WT mice at P21, P28 and P90. The number of PhMNs was similar between genotypes at P21, with a reduction in the number of PhMNs in Spa mice compared to WT evident at P28 continuing to P90. In Spa mice, PhMN size was smaller compared to WT at P21, unchanged at P28 and reduced at P90. The changes in Spa DIAm and PhMNs during the first postnatal month are consistent with the emergence of spasticity from P14 to P28. As most changes occur at ~P21, we are optimistic that interventions prior to weaning may promote the normal growth of DIAm and survival of PhMNs and may stave off later life DIAm behavioral deficits. HL166204 and HL146114. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Hypercapnia elicits changes in diaphragm neuromotor control and respiratory timing parameters in awake rats
Kantor-Gerber, Maximilian J., Khurram, Obaid U. , Mantilla, Carlos B. , Sieck, Gary C.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1239 Get It

The diaphragm muscle (DIAm) is the primary inspiratory muscle in mammals. At baseline, expiration is passive; however, with increased CO2 expiration becomes active, involving the inhibition of postinspiratory DIAm activity. The neuromotor control of the DIAm involves both the recruitment and frequency coding of DIAm motor units (MU’s) and it is not clear which aspect plays a greater role with exposure to hypercapnia. The activity of DIAm MU’s can be split into three phases: recruitment, sustained activity, and derecruitment. The goal of the present study was to evaluate the effects of hypercapnia on the neuromotor control of the DIAm in awake Sprague-Dawley rats. We hypothesized that hypercapnia would lead to increased respiratory drive as estimated by the root-mean-square (RMS) EMG amplitude at the end of the recruitment phase. Accordingly, we implanted chronic fine-wire EMG electrodes into the mid-costal region of the right side of the DIAm in 10 (5 female, 5 male) anesthetized rats. Three days after recovery from surgery, we recorded DIAm EMG in lightly restrained awake rats during normocapnia and hypercapnia (7% CO2, 21% O2, balance N2). We estimated the duration of motor unit recruitment, sustained activity, and derecruitment by assessing the stationarity of DIAm EMG activity and used these durations to determine the RMS EMG amplitude at the completion of recruitment, at the peak, and immediately prior to derecruitment (normalized to the average peak RMS EMG amplitude during normocapnia within each animal). We found that the RMS EMG amplitude at the completion of recruitment was increased from ~75% to 85% with hypercapnia. Peak RMS EMG amplitude during hypercapnia increased from 100% to ~120%, while the amplitude at the onset of derecruitment increased from ~50% to 95%. These data suggest that ~70% of the total RMS EMG peak amplitude can be attributed primarily to motor unit recruitment, while the remaining ~30% can be attributed to frequency modulation during hypercapnia. Importantly the onset-to-offset amplitude difference was ~25% during normocapnia and ~15% during hypercapnia, suggesting that DIAm MU’s were derecruited at higher discharge rates with hypercapnia, likely due to inhibition. We also found that compared to normocapnia, respiratory rate increased from ~85 breaths/min to 125 breaths/min while the burst duration decreased from ~600 ms to ~400 ms during hypercapnia. The duty cycle was maintained around 80% for both, however the duty cycle of the sustained activity duration (i.e. the period during which MU’s are remaining activated) decreased from ~56% to ~28%. Taken together, our data suggest that hypercapnia in awake rats results in an increase in the number of motor units recruited and their discharge rates as well as changes in the phases of DIAm MU activity indicative of active expiration. Funded by NIH HL-146114. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Effect of Endothelin-1 on Resting Blood Pressure and the Blood Pressure Response to Hypoxia in Healthy Young Men
Gonsalves, Anna M. , Jacob, Dain W. , Limberg, Jacqueline K. , Baker, Sarah E. , Harper, Jennifer L. , Manrique‐Acevedo, Camila

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1211 Get It

Objectives: Upregulation of endothelin-1 (ET-1) and its receptors have been linked to increases in hypoxic sensitivity of the carotid chemoreceptors and the development of hypertension. As such, chemoreflex sensitization has been shown in pre-clinical models to be attenuated by ET-1 receptor blockade. Herein, we sought to assess a role for ET-1 in the maintenance of resting blood pressure (BP) in healthy young men and determine whether chemoreflex control of BP could be altered by ET-1 blockade. We hypothesized endothelin receptor antagonism with oral bosentan would lower resting BP in healthy young men as well as the acute BP response to hypoxia. Methods: Twenty-four healthy young men (31±5 yrs, 26±3 kg/m2) completed two study visits (control, bosentan) separated by a minimum of 1 week. The nonspecific endothelin receptor antagonist bosentan (62.5 mg) was taken by mouth twice daily for 3 days prior to the second study visit. On each visit, beat-by-beat BP was assessed under 3 inspiratory air conditions: 1) steady-state normoxia (FiO2 0.21), 2) chemoreflex excitation produced by acute, graded hypoxia (FiO2 0.05 – 0.21), 3) chemoreflex inhibition elicited by transient hyperoxia (FiO2 1.00). Results: Oral bosentan treatment resulted in an increase in plasma ET-1 (0.9±0.9 to 1.3±0.6 pg/mL, p=0.004), supporting receptor blockade. Resting diastolic and mean BP were reduced following 3 days of bosentan treatment compared to control (diastolic: 73±5 to 69±7 mmHg, p=0.007; mean: 93±7 to 88±7 mmHg, p=0.005) with no change in systolic BP (p=0.507). Notably, the BP response to both acute hypoxia (-0.48±0.38 to -0.25±0.31 mmHg/%, p=0.004) and hyperoxia (main effect of bosentan, p=0.025) were attenuated following bosentan. Conclusions: Acute oral bosentan treatment resulted in a reduction in resting BP in healthy young men. The effect of endothelin receptor inhibition with bosentan further attenuated the rise in BP during chemoreflex excitation via acute, graded hypoxia as well as the fall in BP during chemoreflex inhibition (transient hyperoxia). Together these data support a role for ET-1 in control of resting BP in healthy young men, possibly through a chemoreceptor-mediated mechanism. NIH HL130339 (JL), Mayo Clinic Center for Biomedical Discovery (JL, SB). This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Non-invasive Blood Glucose Monitoring Using a Radiofrequency Sensor and a Machine Learning Model
Klyve, Dominic , Anderson, James H. , Curie, Kaptain, Pandya, Kinara, Ward, Carl, Somers, Virend K.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1179 Get It

Diabetes Mellitus (DM) affects over 530 million people globally and is a condition characterized by high blood glucose (BG) that can result in severe long-term health consequences if poorly managed. To mitigate the risks associated with DM, it is crucial to regulate BG levels through regular monitoring. Current methods of monitoring BG come with drawbacks in the form of pain and expense. With the rapid increase in prevalence of DM, there is an increasing need for economical, accurate, and non-invasive continuous measures of BG. Here we present a validation for a novel sensor that rapidly scans through a wide range of radio frequencies (RF) and uses machine learning (ML) techniques for the purpose of non-invasive BG measurement. After model training, the RF sensor and ML techniques employed in this study can predict BG at a level significantly better than chance, as shown below. Data were collected from 13 healthy participants over a series of tests lasting 2 – 3 hours. During each test, participants placed their forearm on an RF sensor that measured their BG levels using sweeps across the 500 MHz – 1500 MHz range at 0.1 MHz intervals. Participants ingested 37.5 grams of glucose solution to generate BG readings across normoglycemic and hyperglycemic ranges. Each sweep took approximately 22 seconds, including a one second pause between sweeps. Across 110 tests, we collected 3,311 BG observations. Concurrent measurements from a Continuous Glucose Monitor (CGM) were taken as reference. Data were divided using a 60-20-20 (training-validation-test) split and trained on a Light Gradient-Boosting Machine (lightGBM) model to predict BG values. A ‘blind’ evaluation of model performance was determined using the held-out test dataset. We predicted BG values in the held-out test dataset with a Mean Absolute Relative Difference (MARD) of 10.8% in the normoglycemic range and 15.9% in the hyperglycemic range (11.27% overall MARD). These results were significantly better than a chance model (two-sample t-test, p <0.01). In a Surveillance Error Grid analysis of model accuracy, 89.0% of predictions fell in Risk Level 0, 10.1% in Risk Level 1, and 0.9% in Risk Level 2. These results demonstrate that the novel RF sensor and ML techniques described can predict a reference BG value in the population under study. More research is underway to refine and expand these methods using a gold-standard blood glucose reference device and among a broader participant population with an expanded glucose range. DK and VS are consultants for and own stock in Know Labs. JA and KC are employed by and have stock options in Know Labs. CW and KP are consultants for Know Labs. NA. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.
Age-associated impairment in swallow function is concomitant with nucleus ambiguus motor neuron death in Fischer 344 rats
Fogarty, Matthew J.

Mayo Clinic

Physiology | May 21, 2024 | Volume: 39 | Issue: S1 | Pages: No page available

10.1152/physiol.2024.39.s1.1140 Get It

The nucleus ambiguus contains motor neurons (MNs) innervating the muscles of the larynx, pharynx and oesophagus. Many of the motor units these muscles are comprised of are fast fatigueable units — highly vulnerable to neurodegeneration. Loss of the MNs or damage to the nerves innervating the muscles of the larynx, pharynx and oesophagus may impair swallow, vocalization and/or respiratory functions. Of particular importance, human patients with deficits in swallow are at risk of sequelae such as aspiration pneumonia and malnutrition. In aged male Fischer 344-Brown Norway crosses, age-associated loss of nucleus ambiguus MNs contributes to vocalisation deficits. Here, we use female and male Fischer 344 (F344) at young (6-months old) and old (24-months old) to evaluate swallow function and nucleus ambiguus MN survival. Swallow function was evaluated under anesthesia by delivering an 0.3 mL bolus of water to the base of the tongue and videoing the number of subsequent swallows. A pressure catheter was inserted into the oesophagus to evaluate the incidence and duration of wallow-associated apneas and the magnitude of the schluckatmung in 30 s following bolus delivery. Following functional evaluations, rats were euthanized, perfused with paraformaldehyde and brainstem tissue cryopreserved, sectioned and stained with Nissl to stereologically evaluate the number of nucleus ambiguus MNs. In old age, we observed an ~30% reduction in the number of swallows per delivery of the water bolus and an increased incidence and duration of swallow apnea. Schluckatmung was not affected by age. The number of nucleus ambiguus MNs was reduced by ~20% in old F344 rats, with MN size unaffected. We propose that swallow evaluations are a robust readout of oropharyngeal behaviour, with deficits concomitant with MN death. These findings are similar to age-associated weakness in other skeletal muscle being related to MN death. It is likely that the mechanisms underpinning fast fatigue motor unit MN death in brainstem and spinal pools are similar. This research was funded by HL166204. This is the full abstract presented at the American Physiology Summit 2024 meeting and is only available in HTML format. There are no additional versions or additional content available for this abstract. Physiology was not involved in the peer review process.