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Almarshad MA, Islam MS, Al-Ahmadi S, BaHammam AS. Diagnostic Features and Potential Applications of PPG Signal in Healthcare: A Systematic Review. Healthcare (Basel) 2022; 10:547. [PMID: 35327025 PMCID: PMC8950880 DOI: 10.3390/healthcare10030547] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 03/03/2022] [Accepted: 03/11/2022] [Indexed: 02/04/2023] Open
Abstract
Recent research indicates that Photoplethysmography (PPG) signals carry more information than oxygen saturation level (SpO2) and can be utilized for affordable, fast, and noninvasive healthcare applications. All these encourage the researchers to estimate its feasibility as an alternative to many expansive, time-wasting, and invasive methods. This systematic review discusses the current literature on diagnostic features of PPG signal and their applications that might present a potential venue to be adapted into many health and fitness aspects of human life. The research methodology is based on the Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) guidelines 2020. To this aim, papers from 1981 to date are reviewed and categorized in terms of the healthcare application domain. Along with consolidated research areas, recent topics that are growing in popularity are also discovered. We also highlight the potential impact of using PPG signals on an individual's quality of life and public health. The state-of-the-art studies suggest that in the years to come PPG wearables will become pervasive in many fields of medical practices, and the main domains include cardiology, respiratory, neurology, and fitness. Main operation challenges, including performance and robustness obstacles, are identified.
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Affiliation(s)
- Malak Abdullah Almarshad
- Computer Science Department, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi Arabia; (M.S.I.); (S.A.-A.)
- Computer Science Department, College of Computer and Information Sciences, Al-Imam Mohammad Ibn Saud Islamic University, Riyadh 11432, Saudi Arabia
| | - Md Saiful Islam
- Computer Science Department, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi Arabia; (M.S.I.); (S.A.-A.)
| | - Saad Al-Ahmadi
- Computer Science Department, College of Computer and Information Sciences, King Saud University, Riyadh 11543, Saudi Arabia; (M.S.I.); (S.A.-A.)
| | - Ahmed S. BaHammam
- The University Sleep Disorders Center, Department of Medicine, College of Medicine, King Saud University, Riyadh 11324, Saudi Arabia;
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Miranda RM, Cabral Filho JE, Diniz KT, Clough GF, Alves JGB, Lima GMS, Figueredo NPDS, França AAD, Luna JTB. Effect of Kangaroo Position on microcirculation of preterm newborns: a controlled randomized clinical trial. J Pediatr (Rio J) 2022; 98:196-203. [PMID: 34454941 PMCID: PMC9432287 DOI: 10.1016/j.jped.2021.05.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2020] [Revised: 04/15/2021] [Accepted: 05/19/2021] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVE The objective of this study was to evaluate the effect of Kangaroo Position (KP) in microcirculation (MC) of the flexor muscles of preterm newborns. METHOD A controlled clinical trial was conducted in the city of Recife, Brazil, with 26 preterm children randomized in the Kangaroo Group (13) and in the Control Group (13). Assessments of blood flow, temperature, and tissue oxygen saturation (SO2) were made at two different times and in the biceps brachii muscle and hamstrings muscle group: before the KP and after 24 h of KP. In the Control Group, the registrations were performed at the times corresponding to those of the Kangaroo Group. The mean values among the times were analyzed by paired t-test for repeated measures. The clinical trial was recorded in Clinical Trials (NCT03611088). RESULTS In the Kangaroo Group there was an increase in tissue temperature and blood flow at the time evaluation periods (p < 0.05). In the control group, there was no statistical difference between the recording moments hamstring muscles group, but in the biceps brachii, there was a reduction in mean blood flow (p = 0.023). CONCLUSION In conclusion, the KP has effects on the microcirculation of the flexor muscles of preterm newborns.
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Affiliation(s)
- Rafael Moura Miranda
- Instituto de Medicina Integral Professor Fernando Figueira (IMIP), Programa de Pós-Graduação, Recife, PE, Brazil.
| | - José Eulálio Cabral Filho
- Instituto de Medicina Integral Professor Fernando Figueira (IMIP), Programa de Pós-Graduação, Recife, PE, Brazil
| | - Kaísa Trovão Diniz
- Instituto de Medicina Integral Professor Fernando Figueira (IMIP), Programa de Pós-Graduação, Recife, PE, Brazil
| | | | - João Guilherme Bezerra Alves
- Instituto de Medicina Integral Professor Fernando Figueira (IMIP), Programa de Pós-Graduação, Recife, PE, Brazil
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González R, Urbano J, Solana MJ, Hervías M, Pita A, Pérez R, Álvarez R, Teigell E, Gil-Jaurena JM, Zamorano J, Sobrino A, López-Herce J. Microcirculatory Differences in Children With Congenital Heart Disease According to Cyanosis and Age. Front Pediatr 2019; 7:264. [PMID: 31312623 PMCID: PMC6613439 DOI: 10.3389/fped.2019.00264] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/21/2019] [Accepted: 06/10/2019] [Indexed: 12/11/2022] Open
Abstract
Background: Congenital heart disease (CHD) is one of the main causes of morbidity and mortality in children. Microcirculatory changes in CHD patients have previously been investigated using a variety of techniques. Handheld videomicroscopy enables non-invasive direct visualization of the microcirculatory bed. The aim of our study was to determine if there are microcirculatory differences among CHD patients based on age and the presence of cyanosis. Methods: A prospective observational study was carried out. Patients with CHD undergoing corrective surgery were evaluated after anesthetic induction prior to surgery. Microcirculation was evaluated using sidestream dark field (SDF) imaging. Hemodynamics and respiratory, biochemical, and tissue perfusion parameters were analyzed. Results: A total of 30 patients were included, of whom 14 were classified as cyanotic and 16 as non-cyanotic. Cyanotic patients had a higher total vessel density (TVD) (p = 0.016), small vessel density (p = 0.004), and perfused small vessel density (p = 0.013), while their microvascular flow index (MFI) was lower (p = 0.013). After adjustment for age and PaO2, cyanotic patients showed increased TVD (p = 0.023), and small vessel density (p = 0.025) compared to non-cyanotic patients but there were no differences on the MFI. Age was directly correlated with total MFI (spearman's rho = 0.499, p = 0.005) and small vessel MFI (spearman's rho = 0.420, p = 0.021). After adjustment for the type of CHD (cyanotic vs. non-cyanotic) patients with MFI and small MFI vessels <3 were younger than those with values ≥3 (p = 0.033 and p = 0.037). Conclusions: SDF-based evaluation of microcirculation in CHD patients showed that patients with cyanotic defects had higher vascular density, as compared to patients with non-cyanotic defects. Younger patients were more likely to have a low MFI regardless of their type of CHD.
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Affiliation(s)
- Rafael González
- Service of Paediatric Intensive Care, Gregorio Marañón General University Hospital, Madrid, Spain.,Mother and Child Health and Development Network (REDSAMID), Madrid, Spain
| | - Javier Urbano
- Service of Paediatric Intensive Care, Gregorio Marañón General University Hospital, Madrid, Spain.,Mother and Child Health and Development Network (REDSAMID), Madrid, Spain.,Department of Paediatrics, School of Medicine, Universidad Complutense de Madrid, Madrid, Spain
| | - María J Solana
- Service of Paediatric Intensive Care, Gregorio Marañón General University Hospital, Madrid, Spain.,Mother and Child Health and Development Network (REDSAMID), Madrid, Spain
| | - Mónica Hervías
- Paediatric Anaesthesia, Gregorio Marañón General University Hospital, Madrid, Spain
| | - Ana Pita
- Paediatric Cardiac Surgery, Gregorio Marañón General University Hospital, Madrid, Spain
| | - Rosario Pérez
- Paediatric Hemoperfusionist, Gregorio Marañón General University Hospital, Madrid, Spain
| | - Reyes Álvarez
- Paediatric Cardiology, Gregorio Marañón General University Hospital, Madrid, Spain
| | - Enrique Teigell
- Paediatric Anaesthesia, Gregorio Marañón General University Hospital, Madrid, Spain
| | | | - José Zamorano
- Paediatric Hemoperfusionist, Gregorio Marañón General University Hospital, Madrid, Spain
| | - Adolfo Sobrino
- Paediatric Cardiology, Gregorio Marañón General University Hospital, Madrid, Spain
| | - Jesús López-Herce
- Service of Paediatric Intensive Care, Gregorio Marañón General University Hospital, Madrid, Spain.,Mother and Child Health and Development Network (REDSAMID), Madrid, Spain.,Department of Paediatrics, School of Medicine, Universidad Complutense de Madrid, Madrid, Spain
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Puchwein-Schwepcke AF, Schottmayer K, Mormanová Z, Dreyhaupt J, Genzel-Boroviczeny O, Thome UH. Permissive Hypercapnia Results in Decreased Functional Vessel Density in the Skin of Extremely Low Birth Weight Infants. Front Pediatr 2018; 6:52. [PMID: 29662873 PMCID: PMC5890181 DOI: 10.3389/fped.2018.00052] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/23/2017] [Accepted: 02/23/2018] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Ventilator-induced lung injury with subsequent bronchopulmonary dysplasia remains an important issue in the care of extremely low-birth-weight infants. Permissive hypercapnia has been proposed to reduce lung injury. Hypercapnia changes cerebral perfusion, but its influence on the peripheral microcirculation is unknown. METHODS Data were collected from 12 infants, who were randomized to a permissive high PCO2 target group (HTG) or a control group (CG). Inclusion criteria were birth weight between 400 and 1,000 g, gestational age from 23 to 28 6/7 weeks, intubation during the first 24 h of life, and no malformations. The PCO2 target range was increased stepwise in both groups for weaning and was always 15 mmHg higher in the HTG than in the CG. Skin microvascular parameters were assessed non-invasively with sidestream dark field imaging on the inner side of the right arm every 24 h during the first week of life and on the 14th day of life. RESULTS Infants in the HTG had significantly higher max. PCO2 exposure, which was associated with a significantly and progressively reduced functional vessel density (FVD, p < 0.01). Moreover, there were significant differences in the diameter distribution over time, with HTG subjects having fewer small vessels but more large vessels. CONCLUSION High PCO2 levels significantly impaired peripheral microcirculation in preterm infants, as shown by a decreased FVD, presumably secondary to peripheral vasoconstriction. ISRCTN 56143743.
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Affiliation(s)
| | - Kristina Schottmayer
- Divsion of Neonatology, Dr. von Hauner Children's Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Zuzana Mormanová
- Divsion of Neonatology, Dr. von Hauner Children's Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Jens Dreyhaupt
- Institute for Epidemiology and Medical Biometry, University of Ulm, Ulm, Germany
| | - Orsolya Genzel-Boroviczeny
- Divsion of Neonatology, Dr. von Hauner Children's Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Ulrich H Thome
- Divsion of Neonatology, University Hospital of Leipzig, Leipzig, Germany
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Central-peripheral Temperature Monitoring as a Marker for Diagnosing Late-onset Neonatal Sepsis. Pediatr Infect Dis J 2017; 36:e293-e297. [PMID: 28719503 DOI: 10.1097/inf.0000000000001688] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND The prognosis for late-onset sepsis depends largely on a timely diagnosis. We assess central-peripheral temperature difference monitoring as a marker for late-onset neonatal sepsis diagnosis. METHODS We performed a prospective, observational study focusing on a cohort of 129 very low-birth-weight infants. Thermal gradient alteration was defined as a difference of > 2°C maintained during 4 hours. We then determined its association with the late-onset sepsis variable through logistic regression. RESULTS We enrolled 129 preterm babies in 52 months. Thermal gradient alterations showed an adjusted odds ratio for late-onset sepsis of 23.60 (95% confidence interval [CI], 6.80-81.88), with a sensitivity of 83% and negative predictive value of 94%. In 71% of cases, thermal gradient alteration was the first clinical sign of sepsis, while C-reactive protein was < 1.5 mg/dL in 64% of cases and procalcitonin < 2 ng/mL in 36%. These figures indicate potential for early diagnosis. CONCLUSIONS Sustained increases of central-peripheral temperature differences are an early sign of evolving late-onset sepsis.
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Kulali F, Ergenekon E, Aktas S, Kazanci E, Unal S, Hirfanoğlu İ, Önal E, Türkyilmaz C, Koç E, Atalay Y. Impact of mode of delivery on skin microcirculation in term healthy newborns within the first day of life. J Matern Fetal Neonatal Med 2016; 30:673-677. [PMID: 27123542 DOI: 10.1080/14767058.2016.1182977] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Microcirculation is an important component of hemodynamic physiology. It can be assessed simply by clinical scores or by a variety of techniques including sidestream dark field (SDF) imaging and peripheral perfusion index (PI) measurements. Mode of delivery may have affects on microcirculation during transitional period. The aim of this study was to compare skin microcirculation in newborns born via vaginal delivery (VD) or cesarian section (C/S). METHODS Term healthy newborns not requiring NICU admission were included. Vital signs were recorded. Skin microcirculation was determined by clinical scoring including capillary refill time, skin color, warmth of extremities, by SDF imaging where capillary density and microvascular flow is determined and by PI measurements where pulsatile and nonpulsatile capillary flow is measured. Assessments were done at 30 min and 24 h of life. Results were compared between VD and C/S groups and overtime. RESULTS There were 12 newborns in VD group and 25 newborns in C/S group. No difference was observed in microcirculation assessments between groups. However VD group had increased hyperdynamic flow overtime. CONCLUSION In healthy term newborns microcirculation does not seem to be affected by mode of delivery, however results may differ in sick or preterm newborns.
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Affiliation(s)
- Ferit Kulali
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Ebru Ergenekon
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Selma Aktas
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Ebru Kazanci
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Sezin Unal
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - İbrahim Hirfanoğlu
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Esra Önal
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Canan Türkyilmaz
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Esin Koç
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
| | - Yildiz Atalay
- a Division of Newborn Medicine , Gazi University Hospital , Ankara , Turkey
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Abstract
Peripheral haemodynamics refers to blood flow, which determines oxygen and nutrient delivery to the tissues. Peripheral blood flow is affected by vascular resistance and blood pressure, which in turn varies with cardiac function. Arterial oxygen content depends on the blood haemoglobin concentration (Hb) and arterial pO2; tissue oxygen delivery depends on the position of the oxygen-dissociation curve, which is determined by temperature and the amount of adult or fetal haemoglobin. Methods available to study tissue perfusion include near-infrared spectroscopy, Doppler flowmetry, orthogonal polarisation spectral imaging and the peripheral perfusion index. Cardiac function, blood gases, Hb, and peripheral temperature all affect blood flow and oxygen extraction. Blood pressure appears to be less important. Other factors likely to play a role are the administration of vasoactive medications and ventilation strategies, which affect blood gases and cardiac output by changing the intrathoracic pressure.
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Weidlich K, Kroth J, Nussbaum C, Hiedl S, Bauer A, Christ F, Genzel-Boroviczeny O. Changes in microcirculation as early markers for infection in preterm infants--an observational prospective study. Pediatr Res 2009; 66:461-5. [PMID: 19581833 DOI: 10.1203/pdr.0b013e3181b3b1f6] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
In adults with severe sepsis, the disturbances of the sublingual microcirculation can be quantified with orthogonal polarization spectral imaging. We investigated the cutaneous microcirculation of preterm infants with proven infection (PosInf) and with suspected but unproven infection (NegInf). In 25 infants, orthogonal polarization spectral images were obtained daily, videos of the images were blinded, and analyzed off-line. Functional small vessel density (FSVD) was prospectively calculated from day 3 to day 30 of life. There were 17 episodes of proven and nine episodes of suspected but unproven nosocomial late onset infection. Four infants remained healthy. The data were analyzed for the 5 d before the start of antibiotics (day -5 until day -1). FSVD varied widely, but in the PosInf-group, we found a 10% decline from day -5 to day -1 (p = 0.013). There was no significant change over time in the NegInf-group (p = 0.58). Thus, in infants with proven infection, FSVD decreases already 1 d before changes in laboratory parameters. However, these changes in FSVD during infection are not represented by absolute values, but must be identified by daily intraindividual observation.
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Affiliation(s)
- Kathrin Weidlich
- Department of Internal Medicine, General Hospital Munich, Munich Bavaria 80804, Germany
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Abstract
The complexity of postnatal cardiovascular transition has only recently been better appreciated in the very low birth weight neonate. As blood pressure in itself poorly represents systemic blood flow, especially when the fetal channels are open and the developmentally regulated vital organ assignment may not have been completed, efforts to measure systemic blood flow have resulted in a novel, yet incomplete, understanding of the principles and clinical relevance of cardiovascular adaptation during postnatal transition in this patient population. This article describes the definition of hypotension based on the principles of cardiovascular physiology, and reviews the tools available to the clinician and researcher at the bedside to examine the complex relationship among blood pressure, systemic and organ blood flow, and tissue oxygen delivery and oxygen demand in vital and non-vital organs in the very low birth weight neonate. Only after gaining an insight into these complex relationships and processes will we be able to design clinical trials of selected treatment modalities targeting relevant patient sub-populations for the management of neonatal cardiovascular compromise. Only clinical trials based on a solid understanding of developmental cardiovascular physiology tailored to the appropriate patient sub-population hold the promise of being effective and practical, and can lead to improvements in both hemodynamic parameters and clinically relevant outcome measures.
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Kroth J, Weidlich K, Hiedl S, Nussbaum C, Christ F, Genzel-boroviczény O. Functional vessel density in the first month of life in preterm neonates. Pediatr Res 2008; 64:567-71. [PMID: 18596573 DOI: 10.1203/pdr.0b013e318184134e] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Changes in microcirculation have been recognized as central to many disease processes. The aim of this study was to evaluate factors, which influence the microcirculation of the skin during the first month of life in premature infants. Red blood cell (RBC) velocity, vessel diameter, and functional small vessel density (FSVD) were measured daily for the first 30 d on the upper arm in preterm infants with gestational age <30 wk. Orthogonal polarization spectral (OPS) images were analyzed off-line with the Capi- Scope-Image program. In 25 infants, FSVD decreased significantly from week 1 (mean +/- SD 236 +/- 33 cm/cm2) to week 4 (207 +/- 30 cm/cm2) and correlated directly with Hb levels and incubator temperature. Vessel diameters and RBC velocity did not change significantly, nor did clinical parameters such as blood pressure, heart rate or body temperature. Microvascular parameters were not dependent on gestational or postnatal age. The microcirculation of the skin might be an easily accessible window to obtain better understanding of circulatory changes in the postnatal period. Our data are essential as basis for further studies in this field. Hb levels and possible incubator temperatures have a substantial influence on functional small vessel density and therefore need to be taken in account.
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Affiliation(s)
- Julia Kroth
- Clinic of Dermatology and Allerology, University of Munich, 80337 Munich, Germany
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Sinclair JC. Servo-control for maintaining abdominal skin temperature at 36C in low birth weight infants. Cochrane Database Syst Rev 2002:CD001074. [PMID: 11869590 DOI: 10.1002/14651858.cd001074] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
BACKGROUND Randomized trials have shown that the neonatal mortality rate of low birth-weight babies can be reduced by keeping them warm. For low birth-weight babies nursed in incubators, warm conditions may be achieved either by heating the air to a desired temperature, or by servo-controlling the baby's body temperature at a desired set-point. OBJECTIVES In low birth weight infants, to determine the effect on death and other important clinical outcomes of targeting body temperature rather than air temperature as the end-point of control of incubator heating. SEARCH STRATEGY Standard search strategy of the Cochrane Neonatal Review Group. Searches were made of the Cochrane Controlled Trials Register (CCTR) (Cochrane Library, Issue 4, 2001) and MEDLINE, 1966 to November 2001. SELECTION CRITERIA Randomized or quasi-randomized trials which test the effects of having the heat output of the incubator servo-controlled from body temperature compared with setting a constant incubator air temperature. DATA COLLECTION AND ANALYSIS Trial methodologic quality was systematically assessed. Outcome measures included death, timing of death, cause of death, and other clinical outcomes. Categorical outcomes were analyzed using relative risk and risk difference. Meta-analysis assumed a fixed effect model. MAIN RESULTS Two eligible trials were found. In total, they included 283 babies and 112 deaths. Compared to setting a constant incubator air temperature of 31.8C, servo-control of abdominal skin temperature at 36C reduces the neonatal death rate among low birth weight infants: relative risk 0.72 (95% CI 0.54, 0.97); risk difference -12.7% (95% CI -1.6, -23.9). This effect is even greater among VLBW infants. REVIEWER'S CONCLUSIONS During at least the first week after birth, low birth weight babies should be provided with a carefully regulated thermal environment that is near the thermoneutral point. For LBW babies in incubators, this can be achieved by adjusting incubator temperature to maintain an anterior abdominal skin temperature of at least 36C, using either servo-control or frequent manual adjustment of incubator air temperature.
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Affiliation(s)
- J C Sinclair
- Depts of Pediatrics and of Clinical Epidemiology and Biostatistics, Room 3N11F, McMaster University, 1200 Main St West, Hamilton, Ontario, Canada, L8N 3Z5.
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