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Miljković N, Milenić N, Popović NB, Sodnik J. Data augmentation for generating synthetic electrogastrogram time series. Med Biol Eng Comput 2024:10.1007/s11517-024-03112-0. [PMID: 38705957 DOI: 10.1007/s11517-024-03112-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Accepted: 04/25/2024] [Indexed: 05/07/2024]
Abstract
To address an emerging need for large number of diverse datasets for rigor evaluation of signal processing techniques, we developed and evaluated a new method for generating synthetic electrogastrogram time series. We used electrogastrography (EGG) data from an open database to set model parameters and statistical tests to evaluate synthesized data. Additionally, we illustrated method customization for generating artificial EGG time series alterations caused by the simulator sickness. Proposed data augmentation method generates synthetic EGG data with specified duration, sampling frequency, recording state (postprandial or fasting state), overall noise and breathing artifact injection, and pauses in the gastric rhythm (arrhythmia occurrence) with statistically significant difference between postprandial and fasting states in > 70% cases while not accounting for individual differences. Features obtained from the synthetic EGG signal resembling simulator sickness occurrence displayed expected trends. The code for generation of synthetic EGG time series is not only freely available and can be further customized to assess signal processing algorithms but also may be used to increase data diversity for training artificial intelligence (AI) algorithms. The proposed approach is customized for EGG data synthesis but can be easily utilized for other biosignals with similar nature such as electroencephalogram.
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Affiliation(s)
- Nadica Miljković
- University of Belgrade-School of Electrical Engineering, Bulevar Kralja Aleksandra 73, 11000, Belgrade, Serbia.
- Faculty of Electrical Engineering, University of Ljubljana, Tržaška Cesta 25, 1000, Ljubljana, Slovenia.
| | - Nikola Milenić
- University of Belgrade-School of Electrical Engineering, Bulevar Kralja Aleksandra 73, 11000, Belgrade, Serbia
| | - Nenad B Popović
- University of Belgrade-School of Electrical Engineering, Bulevar Kralja Aleksandra 73, 11000, Belgrade, Serbia
| | - Jaka Sodnik
- Faculty of Electrical Engineering, University of Ljubljana, Tržaška Cesta 25, 1000, Ljubljana, Slovenia
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Madyarov V, Kuzikeev M, Malgazhdarov M, Abzalbek Y, Ashimov G. A forecasting method of postoperative intestinal paralysis and its timely resolution. PRZEGLAD GASTROENTEROLOGICZNY 2023; 18:393-401. [PMID: 38572460 PMCID: PMC10985748 DOI: 10.5114/pg.2023.133063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Accepted: 08/17/2022] [Indexed: 04/05/2024]
Abstract
Introduction The development of intestinal paresis after surgery in patients with acute surgical conditions complicated by peritonitis is an urgent problem of abdominal surgery. Aim To study the effectiveness of the developed methods, as well as to predict the risk of intestinal paresis, and establish the possibilities of correcting this condition in patients with acute surgical pathology complicated by peritonitis. Material and methods Twenty patients were examined, in whom the temperature parameters of the mucous membrane and skin of the cheek were measured, based on which the probability of developing paresis was predicted. Results The proposed method of thermometry of the mucous membrane and cheek skin made it possible to predict a high risk of intestinal paresis in 75% of patients and low risk in 25% of patients. It was shown that 80% of patients had a complete restoration of intestinal motility on the first day after the start of treatment. In 20% of cases, a partial improvement in the motor evacuation function of the intestine was observed on the first day, and full recovery was noted on the second day after the start of therapy. Conclusions The developed methods are highly effective and suitable for predicting and correcting intestinal paresis in patients with acute surgical conditions in the postoperative period.
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Affiliation(s)
- Valentin Madyarov
- Department of Surgeons with Anaesthesiology and Intensive Care, Kazakh-Russian Medical University, Almaty, Republic of Kazakhstan
| | - Marat Kuzikeev
- Department of Surgeons with Anaesthesiology and Intensive Care, Kazakh-Russian Medical University, Almaty, Republic of Kazakhstan
| | - Maulen Malgazhdarov
- Department of Surgeons with Anaesthesiology and Intensive Care, Kazakh-Russian Medical University, Almaty, Republic of Kazakhstan
| | - Yestay Abzalbek
- Department of Oncology, Central Clinical Hospital, Almaty, Republic of Kazakhstan
| | - Gulmamed Ashimov
- Surgical Department, Medical Centre Rahat, Almaty, Republic of Kazakhstan
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Ortigoza EB, Cagle J, Brown LS, Mansi S, Gosser SP, Montgomery AD, Foresman Z, Boren ML, Pettit PS, Thompson TD, Vasil DM, Chien JH, Neu J, Koh AY, Sanghavi R, Mirpuri J. Tachygastria in Preterm Infants: A Longitudinal Cohort Study. J Pediatr Gastroenterol Nutr 2022; 75:564-571. [PMID: 36305880 PMCID: PMC9627630 DOI: 10.1097/mpg.0000000000003575] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
OBJECTIVES Tachygastria is a gastric dysrhythmia (>4 to ≤9 cycles per minute, cpm) associated with gastric hypomotility and gastrointestinal disorders. Healthy preterm infants spend more time in tachygastria than adults; however, normative values are not defined. We sought to determine the percent of time preterm infants spend in tachygastria. METHODS We conducted a longitudinal, prospective cohort study with weekly electrogastrography (EGG) recordings in 51 preterm <34 weeks' gestation and 5 term (reference) infants. We calculated percentage recording time in tachygastria (% tachygastria) and determined the mean ± standard deviation (SD) across EGG sessions. Mixed effects model was performed to test weekly variance in % tachygastria and gestational age effect. Successive pre- and post-prandial measurements were obtained to assess reproducibility of % tachygastria. We compared time to achieve full feeds between subjects with % tachygastria within 1 SD from the mean versus % tachygastria >1 SD from mean. RESULTS Three hundred seventy-six EGG sessions were completed (N = 56). Mean % tachygastria was 40% with SD ±5%. We demonstrated no change in % tachygastria across 9 postnatal weeks (P = 0.70) and no gestational age effect. No difference was demonstrated between successive pre- (P = 0.91) and post-prandial (P = 0.96) % tachygastria. Infants with 35%-45% tachygastria (within 1 SD from mean) had higher gestational age and less time to achieve full feeds than infants with <35% or >45% tachygastria. CONCLUSIONS EGG is a reproducible tool to assess % tachygastria in preterm infants. Clinical significance of increased or decreased % tachygastria needs further investigation to validate if 35%-45% tachygastria is safe for feeding.
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Affiliation(s)
- Eric Brum Ortigoza
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, UT Southwestern Medical Center, Dallas, TX
| | - Jackson Cagle
- Department of Biomedical Engineering, University of Florida, Gainesville, FL
| | | | - Sherief Mansi
- Division of Pediatric Gastroenterology, Department of Pediatrics, UT Southwestern Medical Center, Dallas, TX
| | | | | | | | | | | | | | - Diana M. Vasil
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, UT Southwestern Medical Center, Dallas, TX
| | - Jui-Hong Chien
- Department of Neurology and Neurosurgery, The Johns Hopkins University School of Medicine, Baltimore, MD
| | - Josef Neu
- Division of Neonatology, Department of Pediatrics, University of Florida, Gainesville, FL
| | - Andrew Young Koh
- Division of Pediatric Hematology and Oncology, Department of Pediatrics, UT Southwestern Medical Center, Dallas, TX
- Department of Microbiology, UT Southwestern Medical Center, Dallas, TX; and
- Simmons Comprehensive Cancer Center, UT Southwestern Medical Center, Dallas, TX
| | - Rinarani Sanghavi
- Division of Pediatric Gastroenterology, Department of Pediatrics, UT Southwestern Medical Center, Dallas, TX
| | - Julie Mirpuri
- Division of Neonatal-Perinatal Medicine, Department of Pediatrics, UT Southwestern Medical Center, Dallas, TX
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Kamiya T, Fukuta H, Hagiwara H, Shikano M, Kato T, Imaeda K. Disturbed gastric motility in patients with long-standing diabetes mellitus. J Smooth Muscle Res 2022; 58:1-10. [PMID: 35173105 PMCID: PMC8844815 DOI: 10.1540/jsmr.58.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Purpose: Gastric dysmotility has been reported in patients with long-standing diabetes
mellitus (DM). Some patients with DM are diagnosed as diabetes gastroparesis and have
several upper gastrointestinal (GI) symptoms such as appetite loss and abdominal pain.
This study aimed to identify the relationship between gastric motility and upper GI
symptoms in patients with long-standing DM. Method: This study was conducted among 23
patients with DM and 15 healthy controls. All the patients with DM were receiving insulin
treatment and had at least one history of incidence of diabetic nephropathy, retinopathy
or neuropathy. Gastric motility was evaluated using electrogastrography (EGG) and gastric
emptying using the 13C-acetic acid breath test. The most severe upper
gastrointestinal symptoms were assessed in all patients. Results: Compared to healthy
controls, patients with long-standing DM showed a significantly lower percentage of
normogastria at the postprandial state with a lower power ratio in EGG. Gastric emptying
was significantly delayed in patients with DM in the overall analysis. Sixteen patients
with DM (69.6%) demonstrated abnormalities in either gastric myoelectrical activity or
gastric emptying. Among patients with abnormal EGG or delayed gastric emptying, 12 had
some GI symptoms, compared with 3 patients with normal gastric motility. No significant
correlation was observed between the gastric emptying parameters and HbA1c values.
Conclusion: Patients with long-standing DM showed gastric dysmotility, including impaired
gastric myoelectrical activity and delayed gastric emptying. Gastric dysmotility appears
to be closely correlated with upper GI symptoms in patients with long-standing DM.
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Affiliation(s)
- Takeshi Kamiya
- Department of Medical Innovation, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya-shi, Aichi 467-8601, Japan
| | - Hidekatsu Fukuta
- Department of Medical Innovation, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya-shi, Aichi 467-8601, Japan
| | - Hiromi Hagiwara
- Department of Medical Innovation, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya-shi, Aichi 467-8601, Japan
| | - Michiko Shikano
- Department of Gastroenterology and Metabolism, Nagoya City University Graduate School of Medical Sciences, 1 Kawasumi, Mizuho-cho, Mizuho-ku, Nagoya-shi, Aichi 467-8601, Japan
| | - Takashi Kato
- Department of Diabetes and Endocrinology, Toyokawa City Hospital, 23 Noji, Yawata-cho, Toyokawa-shi, Aichi 442-8561, Japan
| | - Kenro Imaeda
- Department of Endocrinology and Diabetes, Nagoya City University West Medical Center, 1-1-1 Hirate-cho, Kita-ku, Nagoya-shi, Aichi 462-8508, Japan
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Ruenruaysab K, Calder S, Hayes T, Andrews C, OaGrady G, Gharibans A, Du P. Effects of anatomical variations of the stomach on body-surface gastric mapping investigated using a large population-based multiscale simulation approach. IEEE Trans Biomed Eng 2021; 69:1369-1377. [PMID: 34587001 DOI: 10.1109/tbme.2021.3116287] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The contractions of the stomach are governed by bioelectrical slow waves that can be detected non-invasively from the body-surface. Diagnosis of gastric motility disorders remains challenging due to the limited information provided by symptoms and tests, including standard electrogastrography (EGG). Body-surface gastric mapping (BSGM) is a novel technique that measures the resultant body-surface potentials using an array of multiple cutaneous electrodes. However, there is no established protocol to guide the placement of the mapping array and to account for the effects of biodiversity on the interpretation of gastric BSGM data. This study aims to quantify the effect of anatomical variation of the stomach on body surface potentials. To this end, 93 subject specific models of the stomach and torso were developed. Anatomical models were developed based on data obtained from the Cancer Imaging Archive. For each subject a set of points were created to model general anatomy the stomach and the torso, using a finite element mesh. A bidomain model was used to simulate the gastric slow waves in the antegrade wave (AW) direction and formation of colliding waves (CW). The resultant dipole was calculated, and a forward modeling approach was employed to simulate body-surface potentials. Simulated data were sampled from a 55 array of electrodes from the body-surface and compared between AW and CW cases. Anatomical parameters such as the Euclidean distance from the xiphoid process (8.6 2.2 cm), orientation relative to the axial plane (195 20.0) were quantified. Electrophysiological simulations of AW and CW were both correlated to specific metrics derived from BSGM signals. In general, the maximum amplitude () and orientation () of the signals provided consistent separation of AW and CW. The findings of this study will aid gastric BSGM electrode array design and placement protocol in clinical practices.
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Nagy K, Fébel H, Bazar G, Grosz G, Gáspár R, Ferenc Szűcs K, Tóth T. Non-invasive smooth muscle electromyography (SMEMG) as a novel monitoring technology of the gastrointestinal tract of awake, free-moving pigs-A pilot study. PLoS One 2021; 16:e0257311. [PMID: 34516588 PMCID: PMC8437306 DOI: 10.1371/journal.pone.0257311] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2021] [Accepted: 08/27/2021] [Indexed: 11/19/2022] Open
Abstract
There are several mathematical models and measurements to determine the efficiency of the digestibility of different feedstuffs. However, there is lack of information regarding the direct methods or measurement techniques used to analyse the physical response of the different parts of the gastrointestinal tract (GIT) of growing pigs to different diets. Smooth muscle electromyography (SMEMG) is a non-invasive method for the measurement of gastrointestinal myoelectrical activity. In the present study, SMEMG methodology has been adapted from laboratory rats to pigs, and the effects of feedstuffs with control (CTR) or experimentally increased (EXP) amounts of fibre were investigated on gastrointestinal tract motility. Nine barrow pigs ((Danish Landrace × Danish Yorkshire) × Danish Duroc) were used (30 ± 3 kg), and their CTR and EXP feedstuffs contained 29 and 49 g/kg crude fibre (CF), respectively. Myoelectric activities of the stomach, ileum and caecum were detected in the awake pigs by a pair of electrodes. The recorded myoelectric signals were analysed with fast Fourier transformation (FFT), and the spectra were expressed in GIT section-specific cycles per minutes (cpm) values and the maximum power spectrum density (PsDmax). A significant increase (P < 0.001) was observed in the value of the PsDmax of the small intestine (20–25 cpm) as a consequence of the EXP diet. The PsDmax values of the stomach (3–5 cpm) and large intestine (1–3 cpm) did not show any significant change in pigs fed the EXP diet. As a direct and non-invasive method, SMEMG is suitable for the rapid evaluation of the effects of diets with different fibre contents on the GIT of non-anaesthetised, free-moving pigs.
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Affiliation(s)
- Katalin Nagy
- Institute of Animal Physiology and Nutrition, Hungarian University of Agricultural and Life Sciences, Kaposvár, Hungary
| | - Hedvig Fébel
- Institute of Animal Physiology and Nutrition, Hungarian University of Agricultural and Life Sciences, Herceghalom, Hungary
| | - George Bazar
- Institute of Animal Physiology and Nutrition, Hungarian University of Agricultural and Life Sciences, Kaposvár, Hungary
- ADEXGO Kft., Balatonfüred, Hungary
- * E-mail:
| | | | - Róbert Gáspár
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, University of Szeged, Szeged, Hungary
| | - Kálmán Ferenc Szűcs
- Department of Pharmacology and Pharmacotherapy, Faculty of Medicine, University of Szeged, Szeged, Hungary
| | - Tamás Tóth
- Institute of Animal Physiology and Nutrition, Hungarian University of Agricultural and Life Sciences, Kaposvár, Hungary
- ADEXGO Kft., Balatonfüred, Hungary
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Dextran Sodium Sulphate-Induced Gastrointestinal Injury Further Aggravates the Impact of Galantamine on the Gastric Myoelectric Activity in Experimental Pigs. Pharmaceuticals (Basel) 2021; 14:ph14060590. [PMID: 34207410 PMCID: PMC8234489 DOI: 10.3390/ph14060590] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2021] [Revised: 06/08/2021] [Accepted: 06/09/2021] [Indexed: 11/17/2022] Open
Abstract
Galantamine has been used as a treatment for Alzheimer disease. It has a unique, dual mode of action (inhibitor of acetylcholinesterase and allosteric modulator of nicotinic acetylcholine receptors). Nausea (in about 20%), vomiting (10%) and diarrhoea (5–7%) are the most common side effects. The aim of this study was to assess the effect of galantamine on porcine gastric myoelectric activity without (Group A) and with (Group B) dextran sodium sulphate (DSS)-induced gastrointestinal injury. Galantamine hydrobromide was administrated to twelve pigs as a single intragastric dose (24 mg). Gastric myoelectric activity was investigated by electrogastrography (EGG). Basal (15 min before galantamine administration) and study recordings after galantamine administration (300 min) were evaluated using a running spectral analysis. Results were expressed as dominant frequency of gastric slow waves and power analysis (areas of amplitudes). Altogether, 3780 one-minute EGG recordings were evaluated. In Group A, power was steady from basal values for 180 min, then gradually decreased till 270 min (p = 0.007). In Group B, there was a rapid gradual fall from basal values to those after 120 min (p = 0.007) till 300 min (p ˂ 0.001). In conclusion, galantamine alone revealed an unfavourable effect on porcine myoelectric activity assessed by gastric power. It can be a plausible explanation of galantamine-associated dyspepsia in humans. DSS caused further profound decrease of EGG power. That may indicate that underlying inflammatory, ischaemic or NSAIDs-induced condition of the intestine in humans can have aggravated the effect of galantamine on gastric myoelectric activity.
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Polygonally Meshed Dipole Model Simulation of the Electrical Field Produced by the Stomach and Intestines. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2020; 2020:2971358. [PMID: 33178331 PMCID: PMC7607902 DOI: 10.1155/2020/2971358] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/08/2020] [Revised: 09/11/2020] [Accepted: 09/24/2020] [Indexed: 11/17/2022]
Abstract
Cutaneous electrogastrography (EGG) is used in clinical and physiological fields to noninvasively measure the electrical activity of the stomach and intestines. Dipole models that mathematically express the electrical field characteristics generated by the stomach and intestines have been developed to investigate the relationship between the electrical control activity (ECA) (slow waves) shown in EGG and the internal gastric electrical activity. However, these models require a mathematical description of the movement of an annular band of dipoles, which limits the shape that can be modeled. In this study, we propose a novel polygonally meshed dipole model to conveniently reproduce ECA based on the movement of the annular band in complex shapes, such as the shape of the stomach and intestines, constructed in three-dimensional (3D) space. We show that the proposed model can reproduce ECA simulation results similar to those obtained using conventional models. Moreover, we show that the proposed model can reproduce the ECA produced by a complex geometrical shape, such as the shape of the intestines. The study results indicate that ECA simulations can be conducted based on structures that more closely resemble real organs than those used in conventional dipole models, with which, because of their intrinsic construction, it would be difficult to include realistic complex shapes, using the mathematical description of the movement of an annular band of dipoles. Our findings provide a powerful new approach for computer simulations based on the electric dipole model.
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Wolpert N, Rebollo I, Tallon‐Baudry C. Electrogastrography for psychophysiological research: Practical considerations, analysis pipeline, and normative data in a large sample. Psychophysiology 2020; 57:e13599. [PMID: 32449806 PMCID: PMC7507207 DOI: 10.1111/psyp.13599] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2019] [Revised: 03/12/2020] [Accepted: 04/14/2020] [Indexed: 12/14/2022]
Abstract
Electrogastrography (EGG) is the noninvasive electrophysiological technique used to record gastric electrical activity by means of cutaneous electrodes placed on the abdomen. EGG has been so far mostly used in clinical studies in gastroenterology, but it represents an attractive method to study brain-viscera interactions in psychophysiology. Compared to the literature on electrocardiography for instance, where practical recommendations and normative data are abundant, the literature on EGG in humans remains scarce. The aim of this article is threefold. First, we review the existing literature on the physiological basis of the EGG, pathways of brain-stomach interactions, and experimental findings in the cognitive neuroscience and psychophysiology literature. We then describe practical issues faced when recording the EGG in young healthy participants, from data acquisition to data analysis, and propose a semi-automated analysis pipeline together with associated MATLAB code. The analysis pipeline aims at identifying a regular rhythm that can be safely attributed to the stomach, through multiple steps. Finally, we apply these recording and analysis procedures in a large sample (N = 117) of healthy young adult male and female participants in a moderate (<5 hr) to prolonged (>10 hr) fasting state to establish the normative distribution of several EGG parameters. Our results are overall congruent with the clinical gastroenterology literature, but suggest using an electrode coverage extending to lower abdominal locations than current clinical guidelines. Our results indicate a marginal difference in EGG peak frequency between male and female participants, and that the gastric rhythm becomes more irregular after prolonged fasting.
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Affiliation(s)
- Nicolai Wolpert
- Laboratoire de Neurosciences Cognitives et ComputationnellesEcole Normale SupérieurePSL UniversityParisFrance
| | - Ignacio Rebollo
- Laboratoire de Neurosciences Cognitives et ComputationnellesEcole Normale SupérieurePSL UniversityParisFrance
| | - Catherine Tallon‐Baudry
- Laboratoire de Neurosciences Cognitives et ComputationnellesEcole Normale SupérieurePSL UniversityParisFrance
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Lessons Learned: Gastric Motility Assessment During Driving Simulation. SENSORS 2019; 19:s19143175. [PMID: 31330938 PMCID: PMC6679331 DOI: 10.3390/s19143175] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 07/11/2019] [Accepted: 07/17/2019] [Indexed: 11/24/2022]
Abstract
In the era of technological advances and innovations in transportation technologies, application of driving simulators for the investigation and assessment of the driving process provides a safe and suitable testing environment. Although driving simulators are crucial for further improvements in transportation, it is important to resolve one of their main disadvantages–simulator sickness. Therefore, suitable methods for the assessment of simulator sickness are required. The main aim of this paper was to present a non-invasive method for assessing simulator sickness by recording gastric myoelectrical activity–electrogastrography. Open-source hardware for electrogastrography together with recordings obtained in 13 healthy volunteers is presented, and the main aspects of signal processing for artifact cancellation and feature extraction were discussed. Based on the obtained results, it was concluded that slow-wave electrical gastric activity can be recorded during driving simulation by following adequate recommendations and that proposed features could be beneficial in describing non-ordinary electrogastrography signals.
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Popović NB, Miljković N, Popović MB. Simple gastric motility assessment method with a single-channel electrogastrogram. ACTA ACUST UNITED AC 2019; 64:177-185. [PMID: 29708873 DOI: 10.1515/bmt-2017-0218] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2017] [Accepted: 03/22/2018] [Indexed: 11/15/2022]
Abstract
Surface electrogastrography (EGG) is a non-invasive technique that is used to record myoelectrical activity of the stomach using cutaneous electrodes placed on the abdomen. Gastric motility assessment by EGG is a candidate for standard clinical procedure based on the quantification of parameters characteristic of gastric motility disorders. Despite its noticeable benefits, EGG is not widely implemented in clinical practice. The main reasons are: (1) lack of standardization of electrode placement, (2) time-consuming diagnostic procedures and (3) a complex multi-channel recording setup. We proposed a methodology in which an easy-to-use single-channel EGG, with a less time-consuming protocol (<1 h), would provide sufficient information for gastric motility assessment. Recordings from the three anatomical landmarks in 20 healthy young subjects were compared under two conditions, fasting and postprandial by evaluating the dominant frequency (DF). Our results showed that there is a statistically significant increase of DF after meal ingestion (p<0.05) in each of the three channels. However, when the study group was divided into two subgroups based on body mass index (BMI), the most appropriate recording location was above the body of the stomach (according to statistical significance p=7.82×10-6). We showed that a less time-consuming recording session with light meal intake could be used for the assessment of gastric myoelectrical activity (GMA).
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Affiliation(s)
- Nenad B Popović
- University of Belgrade - School of Electrical Engineering, Bulevar kralja Aleksandra 73, 11000 Belgrade, Serbia
| | - Nadica Miljković
- University of Belgrade - School of Electrical Engineering, Bulevar kralja Aleksandra 73, 11000 Belgrade, Serbia
| | - Mirjana B Popović
- University of Belgrade - School of Electrical Engineering, Bulevar kralja Aleksandra 73, 11000 Belgrade, Serbia.,University of Belgrade - Institute for Medical Research, Dr Subotića starijeg 4, 11000 Belgrade, Serbia
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Sengottuvel S, Khan PF, Mariyappa N, Patel R, Saipriya S, Gireesan K. A Combined Methodology to Eliminate Artifacts in Multichannel Electrogastrogram Based on Independent Component Analysis and Ensemble Empirical Mode Decomposition. SLAS Technol 2018; 23:269-280. [PMID: 29547700 DOI: 10.1177/2472630318756903] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
Cutaneous measurements of electrogastrogram (EGG) signals are heavily contaminated by artifacts due to cardiac activity, breathing, motion artifacts, and electrode drifts whose effective elimination remains an open problem. A common methodology is proposed by combining independent component analysis (ICA) and ensemble empirical mode decomposition (EEMD) to denoise gastric slow-wave signals in multichannel EGG data. Sixteen electrodes are fixed over the upper abdomen to measure the EGG signals under three gastric conditions, namely, preprandial, postprandial immediately, and postprandial 2 h after food for three healthy subjects and a subject with a gastric disorder. Instantaneous frequencies of intrinsic mode functions that are obtained by applying the EEMD technique are analyzed to individually identify and remove each of the artifacts. A critical investigation on the proposed ICA-EEMD method reveals its ability to provide a higher attenuation of artifacts and lower distortion than those obtained by the ICA-EMD method and conventional techniques, like bandpass and adaptive filtering. Characteristic changes in the slow-wave frequencies across the three gastric conditions could be determined from the denoised signals for all the cases. The results therefore encourage the use of the EEMD-based technique for denoising gastric signals to be used in clinical practice.
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Affiliation(s)
- S Sengottuvel
- 1 Magnetoencephalography Laboratory, Materials Science Group, Indira Gandhi Centre for Atomic Research, Homi Bhabha National Institute, Kalpakkam, India
| | - Pathan Fayaz Khan
- 1 Magnetoencephalography Laboratory, Materials Science Group, Indira Gandhi Centre for Atomic Research, Homi Bhabha National Institute, Kalpakkam, India
| | - N Mariyappa
- 2 MEG Centre, National Institute of Mental Health and Neurosciences, Bengaluru, India
| | - Rajesh Patel
- 1 Magnetoencephalography Laboratory, Materials Science Group, Indira Gandhi Centre for Atomic Research, Homi Bhabha National Institute, Kalpakkam, India
| | - S Saipriya
- 1 Magnetoencephalography Laboratory, Materials Science Group, Indira Gandhi Centre for Atomic Research, Homi Bhabha National Institute, Kalpakkam, India
| | - K Gireesan
- 1 Magnetoencephalography Laboratory, Materials Science Group, Indira Gandhi Centre for Atomic Research, Homi Bhabha National Institute, Kalpakkam, India
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Mirizzi N, Riezzo G. Consistency of cutaneous electrical activity of the human colon with respect to serosal slow waves: A simulation study. Med Eng Phys 2017; 43:58-63. [PMID: 28237715 DOI: 10.1016/j.medengphy.2017.02.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2016] [Revised: 01/22/2017] [Accepted: 02/06/2017] [Indexed: 11/19/2022]
Abstract
The serosal slow waves in the human colon are complex, since their amplitude and frequency vary over time. Therefore, this study employed a simulation to investigate the consistency between serosal slow waves and cutaneous electrical activity by evaluating whether changes of the cutaneous waveform features due to anatomical and physiological parameters are detectable in the cutaneous electrical activity. The simulation results indicated that (a) changes in the dipole moment involve detectable changes in the amplitude of the cutaneous electrical activity; (b) changes in the annular band velocity induce modifications in the cutaneous signal frequency; and (c) changes in the anatomical factors affect both the amplitude and the frequency of the cutaneous signal. Therefore, we observed that there is consistency between serosal slow waves and cutaneous electrical activity. On these bases, we think that modifications in the cutaneous electrical activity observed in our study could represent the marker of specific physiological motor activity of the colon, and such information can improve the recording of the experimental measurements of the cutaneous electrical activity of the colon in humans.
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Affiliation(s)
- Nicola Mirizzi
- Dipartimento Interateneo di Fisica, Università di Bari, Bari 70125, Italy.
| | - Giuseppe Riezzo
- Laboratorio di Fisiopatologia della Nutrizione, IRCCS "Saverio de Bellis", Istituto Specializzato in Gastroenterologia, Castellana Grotte, BA 70013, Italy
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