Reinforcement Learning for Closed-loop Regulation of Cardiovascular System with Vagus Nerve Stimulation: A Computational Study

J Neural Eng. 2024 May 8. doi: 10.1088/1741-2552/ad48bb. Online ahead of print.

ABSTRACT

(Objective). Vagus nerve stimulation (VNS) is being investigated as a potential therapy for cardiovascular diseases including heart failure, cardiac arrhythmia, and hypertension. The lack of a systematic approach for controlling and tuning the VNS parameters poses a significant challenge. Closed-loop VNS strategies combined with artificial intelligence (AI) approaches offer a framework for systematically learning and adapting the optimal stimulation parameters. In this study, we presented an interactive AI framework using reinforcement learning (RL) for automated data-driven design of closed-loop VNS control systems in a computational study. (Approach). Multiple simulation environments with a standard application programming interface were developed to facilitate the design and evaluation of the automated data-driven closed-loop VNS control systems. These environments simulate the hemodynamic response to multi-location VNS using biophysics-based computational models of healthy and hypertensive rat cardiovascular systems in resting and exercise states. We designed and implemented the RL-based closed-loop VNS control frameworks in the context of controlling the heart rate (HR) and the mean arterial pressure (MAP) for a set point tracking task. Our experimental design included two approaches; a general policy using deep RL algorithms and a sample-efficient adaptive policy using probabilistic inference for learning and control (PILCO). (Main results). Our simulation results demonstrated the capabilities of the closed-loop RL-based approaches to learn optimal VNS control policies and to adapt to variations in the target set points and the underlying dynamics of the cardiovascular system. Our findings highlighted the trade-off between sample-efficiency and generalizability, providing insights for proper algorithm selection. Finally, we demonstrated that transfer learning improves the sample efficiency of Deep RL algorithms allowing the development of more efficient and personalized closed-loop VNS systems. (Significance). We demonstrated the capability of RL-based closed-loop VNS systems. Our approach provided a systematic adaptable framework for learning control strategies without requiring prior knowledge about the underlying dynamics.

PMID:38718787 | DOI:10.1088/1741-2552/ad48bb

A survey of preferences and expectations for surgical interventions targeting atonic seizures in Lennox-Gastaut syndrome

Childs Nerv Syst. 2024 May 8. doi: 10.1007/s00381-024-06397-6. Online ahead of print.

ABSTRACT

PURPOSE: To assess preferences and outcome expectations for vagus nerve stimulation (VNS) and corpus callosotomy (CC) surgeries in the treatment of atonic seizure in Lennox-Gastaut syndrome (LGS).

METHODS: A total of 260 surveys were collected from patients are caregivers of LGS patients via Research Electronic Data Capture (REDCap).

RESULTS: Respondents reported an average acceptable atonic seizure reduction rate of 55.9% following VNS and 74.7% following CC. 21.3% (n = 50) were willing to be randomized. Respondents reported low willingness for randomization and a higher seizure reduction expectation with CC.

CONCLUSION: Our findings guide surgical approaches for clinicians to consider patient preference in order to design future studies comparing effectiveness between these two procedures.

PMID:38717604 | DOI:10.1007/s00381-024-06397-6

Exploring Roemheld syndrome: a comprehensive review with proposed diagnostic criteria

Herz. 2024 May 7. doi: 10.1007/s00059-024-05249-y. Online ahead of print.

ABSTRACT

Roemheld syndrome (RS) is a condition that triggers cardiac symptoms due to gastrointestinal compression of the heart. It is often misdiagnosed as other types of cardiac or digestive disorders, leading to unnecessary treatments and reduced quality of life. Here, we provide a thorough review of RS, covering its pathogenesis, etiology, diagnosis, treatment, and outcome. We found that a number of conditions, including gallstones, hiatal hernia, excessive gas, and gastroesophageal reflux syndrome, can cause RS. The symptoms of RS can include chest pain, palpitations, shortness of breath, nausea, vomiting, bloating, and abdominal pain. Clinical history, physical examination, electrocardiograms, and improvement in symptoms following gastrointestinal therapy can all be used to identify RS. We also propose a set of criteria, the IKMAIR criteria, to improve the diagnostic approach for this condition. Dietary changes, lifestyle adjustments, pharmaceutical therapies, and surgical procedures can all be used to control RS. Depending on the underlying etiology and the outcome of treatment, RS has a varying prognosis. We conclude that RS is a complicated and understudied disorder that needs more attention from researchers and patients as well as from medical professionals. We recommend the inclusion of RS in the differential diagnosis for individuals with gastrointestinal problems and unexplained cardiac symptoms. Additionally, we advise treating RS holistically by attending to its cardiac and gastrointestinal components.

PMID:38714552 | DOI:10.1007/s00059-024-05249-y

Characterization of an Algorithm for Autonomous, Closed-Loop Neuromodulation During Motor Rehabilitation

Neurorehabil Neural Repair. 2024 May 7:15459683241252599. doi: 10.1177/15459683241252599. Online ahead of print.

ABSTRACT

BACKGROUND: Recent evidence demonstrates that manually triggered vagus nerve stimulation (VNS) combined with rehabilitation leads to increased recovery of upper limb motor function after stroke. This approach is premised on studies demonstrating that the timing of stimulation relative to movements is a key determinant in the effectiveness of this approach.

OBJECTIVE: The overall goal of the study was to identify an algorithm that could be used to automatically trigger VNS on the best movements during rehabilitative exercises while maintaining a desired interval between stimulations to reduce the burden of manual stimulation triggering.

METHODS: To develop the algorithm, we analyzed movement data collected from patients with a history of neurological injury. We applied 3 different algorithms to the signal, analyzed their triggering choices, and then validated the best algorithm by comparing triggering choices to those selected by a therapist delivering VNS therapy.

RESULTS: The dynamic algorithm triggered above the 95th percentile of maximum movement at a rate of 5.09 (interquartile range [IQR] = 0.74) triggers per minute. The periodic algorithm produces stimulation at set intervals but low movement selectivity (34.05%, IQR = 7.47), while the static threshold algorithm produces long interstimulus intervals (27.16 ± 2.01 seconds) with selectivity of 64.49% (IQR = 25.38). On average, the dynamic algorithm selects movements that are 54 ± 3% larger than therapist-selected movements.

CONCLUSIONS: This study shows that a dynamic algorithm is an effective strategy to trigger VNS during the best movements at a reliable triggering rate.

PMID:38712875 | DOI:10.1177/15459683241252599

Sodium oligomannate activates the enteroendocrine-vagal afferent pathways in APP/PS1 mice

Acta Pharmacol Sin. 2024 May 3. doi: 10.1038/s41401-024-01293-w. Online ahead of print.

ABSTRACT

Enteroendocrine cells (EECs) and vagal afferent neurons constitute functional sensory units of the gut, which have been implicated in bottom-up modulation of brain functions. Sodium oligomannate (GV-971) has been shown to improve cognitive functions in murine models of Alzheimer’s disease (AD) and recently approved for the treatment of AD patients in China. In this study, we explored whether activation of the EECs-vagal afferent pathways was involved in the therapeutic effects of GV-971. We found that an enteroendocrine cell line RIN-14B displayed spontaneous calcium oscillations due to TRPA1-mediated calcium entry; perfusion of GV-971 (50, 100 mg/L) concentration-dependently enhanced the calcium oscillations in EECs. In ex vivo murine jejunum preparation, intraluminal infusion of GV-971 (500 mg/L) significantly increased the spontaneous and distension-induced discharge rate of the vagal afferent nerves. In wild-type mice, administration of GV-971 (100 mg· kg-1 ·d-1, i.g. for 7 days) significantly elevated serum serotonin and CCK levels and increased jejunal afferent nerve activity. In 7-month-old APP/PS1 mice, administration of GV-971 for 12 weeks significantly increased jejunal afferent nerve activity and improved the cognitive deficits in behavioral tests. Sweet taste receptor inhibitor Lactisole (0.5 mM) and the TRPA1 channel blocker HC-030031 (10 µM) negated the effects of GV-971 on calcium oscillations in RIN-14B cells as well as on jejunal afferent nerve activity. In APP/PS1 mice, co-administration of Lactisole (30 mg ·kg-1 ·d-1, i.g. for 12 weeks) attenuated the effects of GV-971 on serum serotonin and CCK levels, vagal afferent firing, and cognitive behaviors. We conclude that GV-971 activates sweet taste receptors and TRPA1, either directly or indirectly, to enhance calcium entry in enteroendocrine cells, resulting in increased CCK and 5-HT release and consequent increase of vagal afferent activity. GV-971 might activate the EECs-vagal afferent pathways to modulate cognitive functions.

PMID:38702501 | DOI:10.1038/s41401-024-01293-w

Activation of the non-neuronal cholinergic cardiac system by hypoxic preconditioning protects isolated adult cardiomyocytes from hypoxia/reoxygenation injury

Am J Physiol Heart Circ Physiol. 2024 May 3. doi: 10.1152/ajpheart.00211.2024. Online ahead of print.

ABSTRACT

BACKGROUND: Activation of the vagus nerve mediates cardioprotection and attenuates myocardial ischemia/reperfusion (I/R) injury. In response to vagal activation, acetylcholine (ACh) is released from the intracardiac nervous system (ICNS) and activates intracellular cardioprotective signaling cascades. Recently, however, a non-neuronal cholinergic cardiac system (NNCCS) in cardiomyocytes has been described as an additional source of ACh.

AIM: To investigate whether the NNCCS mediates cardioprotection in absence of vagal and ICNS activation. For that, we used a reductionist approach of isolated adult rat ventricular cardiomyocytes in absence of neuronal cells with hypoxic preconditioning (HPC) as protective stimulus.

METHODS: Adult rat ventricular cardiomyocytes were isolated, absence of neuronal cells was confirmed, HPC was induced by 10/20 min hypoxia/reoxygenation (H/R) before subjection to 30/5 min H/R to simulate I/R injury. Cardiomyocyte viability was assessed by trypan blue staining. Intra- and extracellular ACh was quantified using liquid chromatography-coupled mass spectrometry at baseline, after HPC, after hypoxia, and after reoxygenation, respectively. In a subset of experiments, muscarinic/nicotinic ACh receptor (mAChR/nAChR) antagonists were added during HPC or during H/R.

RESULTS: Cardiomyocyte viability at baseline (69±4%) was reduced by H/R (10±3%). With HPC cardiomyocyte viability was preserved after H/R (25±6%). Intra- and extracellular ACh increased during hypoxia, HPC further increased both intra- and extracellular ACh (from 0.9±0.7 to 1.5±1.0 nmol/mg; from 0.7±0.6 to 1.1±0.7 nmol/mg). Addition of mAChR and nAChR antagonists during HPC had no impact on HPC´s protection, however protection was abrogated when antagonists were added during H/R (cardiomyocyte viability after H/R: 23±5%; 13±4%).

CONCLUSION: Activation of the NNCCS is involved in cardiomyocyte protection: HPC increases intra- and extracellular ACh during H/R, and m-/nAChRs are causally involved in HPC´s cardiomyocyte protection during H/R. The interplay between upstream ICNS activation and the NNCCS activation to myocardial cholinergic metabolism and cardioprotection needs to be investigated in future studies.

PMID:38700468 | DOI:10.1152/ajpheart.00211.2024

Use of Betaine HCl with Pepsin in Esophageal Cancer Patient: A Case Report

J Med Food. 2024 May 2. doi: 10.1089/jmf.2023.0174. Online ahead of print.

ABSTRACT

The principal mechanisms surrounding gastrointestinal (GI) side effects due to chemotherapy are unclear, whereas the information regarding symptom management of patients with esophageal cancer post-esophagectomy is lacking. Esophagectomy patients are left with significant anatomical changes to the GI tract, including the cutting of the vagus nerve, which regulates gastric secretions, gastric acid pH, and motility. A 76-year-old male patient self-referred himself to the clinical dietitian for nutritional management of chronic nausea, fatigue, weight loss, and dumping syndrome 9 months post-esophagectomy, which was not responsive to medications. A physical functional nutritional assessment with evaluation of diet history and elimination suggested gastric hypochlorhydria. Gastric acid is needed for the active absorption of iron, zinc, B complex vitamins, especially B12, and digestion of consumed proteins. A digestive supplement, betaine hydrochloric acid with pepsin (BHClP), was introduced, and the patient ingested 1 capsule containing 500 mg betaine hydrochloride and 23.5 mg pepsin prior to protein-containing meals and reported a substantial decrease in GI symptoms while eating a regular diet with no limitations. He gained necessary weight and energy for daily activities. After a few months, the patient discontinued BHClP, and GI symptoms and dumping syndrome returned, leading to a loss of 7.5% of his body weight. The patient reinitiated the supplement and GI symptoms dissipated, and weight was restored. BHClP provided metabolic therapeutic benefit to optimize the patient’s oral intake, preventing further complications and malnutrition. The success with BHClP for this patient case suggests that more research is needed to fully realize the mechanisms and clinical usage.

PMID:38695854 | DOI:10.1089/jmf.2023.0174

Association between parental psychiatric disorders and risk of offspring autism spectrum disorder: a Swedish and Finnish population-based cohort study

Lancet Reg Health Eur. 2024 Apr 23;40:100902. doi: 10.1016/j.lanepe.2024.100902. eCollection 2024 May.

ABSTRACT

BACKGROUND: Roughly more than one in six adults worldwide suffer from psychiatric conditions. Sporadic studies have associated parental psychiatric disorders with autism spectrum disorder in offspring. Comprehensively examining the association between parental psychiatric disorders and offspring autism spectrum disorder is needed to guide health policies, and to inform etiologic studies.

METHODS: We included all children born in Sweden and Finland 1997-2016. Diagnoses were clinically ascertained from National Registers through 2017. We calculated adjusted hazard ratios (aHRs) and 95% confidence intervals (CIs) for autism spectrum disorder in offspring of fathers and mothers with psychiatric disorders, in both parents jointly and across co-occurring conditions.

FINDINGS: Among 2,505,842 children, 33,612 were diagnosed with autism spectrum disorder, of which 20% had a parent with psychiatric disorders. The risk of autism spectrum disorder was increased across all psychiatric disorders in fathers (Sweden: aHR = 2.02, 95% CI = 1.92-2.12; Finland: aHR = 1.63, 95% CI = 1.50-1.77), mothers (Sweden: aHR = 2.34, 95% CI = 2.24-2.43; Finland aHR = 2.12, 95% CI = 1.92-2.28), or both parents (Sweden: aHR = 3.76, 95% CI = 3.48-4.07; Finland aHR = 3.61, 95% CI = 3.20-4.07), compared to neither parents. Co-occurrence of parental psychiatric disorders further increased risk (e.g., Sweden: for one, two or ≥three different diagnostic categories compared to no diagnosis, in fathers aHR = 1.81, 2.07, 2.52; in mothers aHR = 2.05, 2.63, 3.57).

INTERPRETATION: Psychiatric disorders in both parents conveyed the highest risk of offspring autism spectrum disorder, followed by mothers and then fathers. The risk increased with number of co-occurring disorders. All parental psychiatric disorders were associated with increased the risk of autism spectrum disorder. To reliably assess the risk of autism spectrum disorder in children, a comprehensive history incorporating the full range of parental psychiatric disorders is needed beyond solely focusing on familial autism spectrum disorder.

FUNDING: Swedish-Research-Council-2021-0214.

PMID:38689608 | PMC:PMC11059471 | DOI:10.1016/j.lanepe.2024.100902

Potential value of CT-based comprehensive nomogram in predicting occult lymph node metastasis of esophageal squamous cell paralaryngeal nerves: a two-center study

J Transl Med. 2024 Apr 30;22(1):399. doi: 10.1186/s12967-024-05217-4.

ABSTRACT

PURPOSE: The aim of this study is to construct a combined model that integrates radiomics, clinical risk factors and machine learning algorithms to predict para-laryngeal lymph node metastasis in esophageal squamous cell carcinoma.

METHODS: A retrospective study included 361 patients with esophageal squamous cell carcinoma from 2 centers. Radiomics features were extracted from the computed tomography scans. Logistic regression, k nearest neighbor, multilayer perceptron, light Gradient Boosting Machine, support vector machine, random forest algorithms were used to construct radiomics models. The receiver operating characteristic curve and The Hosmer-Lemeshow test were employed to select the better-performing model. Clinical risk factors were identified through univariate logistic regression analysis and multivariate logistic regression analysis and utilized to develop a clinical model. A combined model was then created by merging radiomics and clinical risk factors. The performance of the models was evaluated using ROC curve analysis, and the clinical value of the models was assessed using decision curve analysis.

RESULTS: A total of 1024 radiomics features were extracted. Among the radiomics models, the KNN model demonstrated the optimal diagnostic capabilities and accuracy, with an area under the curve (AUC) of 0.84 in the training cohort and 0.62 in the internal test cohort. Furthermore, the combined model exhibited an AUC of 0.97 in the training cohort and 0.86 in the internal test cohort.

CONCLUSION: A clinical-radiomics integrated nomogram can predict occult para-laryngeal lymph node metastasis in esophageal squamous cell carcinoma and provide guidance for personalized treatment.

PMID:38689366 | PMC:PMC11059581 | DOI:10.1186/s12967-024-05217-4

Transcutaneous Auricular Vagus Nerve Stimulation in Adolescent Treatment Resistant Depression – A Case Report

J Pediatr. 2024 Apr 27:114078. doi: 10.1016/j.jpeds.2024.114078. Online ahead of print.

ABSTRACT

Adolescence is a critical time period for the onset of depression and many patients do not respond to treatment. Transcutaneous auricular vagus nerve stimulation (taVNS) may be a promising alternative. Here we present the case of an adolescent girl with treatment resistant depression, receiving taVNS over the course of 7.5 months.

PMID:38685314 | DOI:10.1016/j.jpeds.2024.114078