Methods and systems for extracting venous pulsation and respiratory information from photoplethysmographs

A system and method for separating a venous component and an arterial component from a red signal and an infrared signal of a PPG sensor is provided. The method uses the second order statistics of venous and arterial signals to separate the venous andarterial signals. After reliable separation of the venous and thearterial component signals,the component signals can be used for different purposes. In a preferred embodiment, the respiratory signal, pattern, and rate are extracted from the separated venous component and a reliable ?ratio of ratios? is extracted for SpO, using only the arterial component of the PPG signals. The disclosed embodiments enable real-time continuous monitoring of respiration pattern/rate and site-independentarterial oxygen saturation.Board of Regents, University of Texas Syste

Aging is associated with an earlier arrival of reflected waves without a distal shift in reflection sites

Background-Despite pronounced increases in central pulse wave velocity (PWV) with aging, reflected wave transit time (RWTT), traditionally defined as the timing of the inflection point (T-INF) in the central pressure waveform, does not appreciably decrease, leading to the controversial proposition of a "distal-shift" of reflection sites. T-INF, however, is exceptionally prone to measurement error and is also affected by ejection pattern and not only by wave reflection. We assessed whether RWTT, assessed by advanced pressure-flow analysis, demonstrates the expected decline with aging. Methods and Results-We studied a sample of unselected adults without cardiovascular disease (n=48; median age 48 years) and a clinical population of older adults with suspected/established cardiovascular disease (n=164; 61 years). We measured central pressure and flow with carotid tonometry and phase-contrast MRI, respectively. We assessed RWTT using wave-separation analysis (RWTTWSA) and partially distributed tube-load (TL) modeling (RWTTTL). Consistent with previous reports, T-INF did not appreciably decrease with age despite pronounced increases in PWV in both populations. However, aging was associated with pronounced decreases in RWTTWSA (general population -15.0 ms/decade, P<0.001; clinical population -9.07 ms/decade, P=0.003) and RWTTTL (general -15.8 ms/decade, P<0.001; clinical -11.8 ms/decade, P<0.001). There was no evidence of an increased effective reflecting distance by either method. TINF was shown to reliably represent RWTT only under highly unrealistic assumptions about input impedance. Conclusions-RWTT declines with age in parallel with increased PWV, with earlier effects of wave reflections and without a distal shift in reflecting sites. These findings have important implications for our understanding of the role of wave reflections with aging

Modeling the pulse signal by wave-shape function and analyzing by synchrosqueezing transform

We apply the recently developed adaptive non-harmonic model based on the wave-shape function, as well as the time-frequency analysis tool called synchrosqueezing transform (SST) to model and analyze oscillatory physiological signals. To demonstrate how the model and algorithm work, we apply them to study the pulse wave signal. By extracting features called the spectral pulse signature, {and} based on functional regression, we characterize the hemodynamics from the radial pulse wave signals recorded by the sphygmomanometer. Analysis results suggest the potential of the proposed signal processing approach to extract health-related hemodynamics features

Reversal of aging-induced increases in aortic stiffness by targeting cytoskeletal protein-protein interfaces

BACKGROUND: The proximal aorta normally functions as a critical shock absorber that protects small downstream vessels from damage by pressure and flow pulsatility generated by the heart during systole. This shock absorber function is impaired with age because of aortic stiffening. METHODS AND RESULTS: We examined the contribution of common genetic variation to aortic stiffness in humans by interrogating results from the AortaGen Consortium genome‐wide association study of carotid‐femoral pulse wave velocity. Common genetic variation in the N‐WASP (WASL) locus is associated with carotid‐femoral pulse wave velocity (rs600420, P=0.0051). Thus, we tested the hypothesis that decoy proteins designed to disrupt the interaction of cytoskeletal proteins such as N‐WASP with its binding partners in the vascular smooth muscle cytoskeleton could decrease ex vivo stiffness of aortas from a mouse model of aging. A synthetic decoy peptide construct of N‐WASP significantly reduced activated stiffness in ex vivo aortas of aged mice. Two other cytoskeletal constructs targeted to VASP and talin‐vinculin interfaces similarly decreased aging‐induced ex vivo active stiffness by on‐target specific actions. Furthermore, packaging these decoy peptides into microbubbles enables the peptides to be ultrasound‐targeted to the wall of the proximal aorta to attenuate ex vivo active stiffness. CONCLUSIONS: We conclude that decoy peptides targeted to vascular smooth muscle cytoskeletal protein‐protein interfaces and microbubble packaged can decrease aortic stiffness ex vivo. Our results provide proof of concept at the ex vivo level that decoy peptides targeted to cytoskeletal protein‐protein interfaces may lead to substantive dynamic modulation of aortic stiffness.Published versio

A review of machine learning techniques in photoplethysmography for the non-invasive cuff-less measurement of blood pressure

Hypertension or high blood pressure is a leading cause of death throughout the world and a critical factor for increasing the risk of serious diseases, including cardiovascular diseases such as stroke and heart failure. Blood pressure is a primary vital sign that must be monitored regularly for the early detection, prevention and treatment of cardiovascular diseases. Traditional blood pressure measurement techniques are either invasive or cuff-based, which are impractical, intermittent, and uncomfortable for patients. Over the past few decades, several indirect approaches using photoplethysmogram (PPG) have been investigated, namely, pulse transit time, pulse wave velocity, pulse arrival time and pulse wave analysis, in an effort to utilise PPG for estimating blood pressure. Recent advancements in signal processing techniques, including machine learning and artificial intelligence, have also opened up exciting new horizons for PPG-based cuff less and continuous monitoring of blood pressure. Such a device will have a significant and transformative impact in monitoring patients’ vital signs, especially those at risk of cardiovascular disease. This paper provides a comprehensive review for non-invasive cuff-less blood pressure estimation using the PPG approach along with their challenges and limitations

Combination antiretroviral therapy -associated lipodystrophy : insights into pathogenesis and treatment

Introduction: Combination antiretroviral therapy (cART) has decreased morbidity and mortality of individuals infected with human immunodeficiency virus type 1 (HIV-1). Its use, however, is associated with adverse effects which increase the patients risk of conditions such as diabetes and coronary heart disease. Perhaps the most stigmatizing side effect is lipodystrophy, i.e., the loss of subcutaneous adipose tissue (SAT) in the face, limbs and trunk while fat accumulates intra-abdominally and dorsocervically. The pathogenesis of cART-associated lipodystrophy is obscure. Nucleoside reverse transcriptase inhibitors (NRTI) have been implicated to cause lipoatrophy via mitochondrial toxicity. There is no known effective treatment for cART-associated lipodystrophy during unchanged antiretroviral regimen in humans, but in vitro data have shown uridine to abrogate NRTI-induced toxicity in adipocytes. Aims: To investigate whether i) cART or lipodystrophy associated with its use affect arterial stiffness; ii) lipoatrophic SAT is inflamed compared to non-lipoatrophic SAT; iii) abdominal SAT from patients with compared to those without cART-associated lipoatrophy differs with respect to mitochondrial DNA (mtDNA) content, adipose tissue inflammation and gene expression, and if NRTIs stavudine and zidovudine are associated with different degree of changes; iv) lipoatrophic abdominal SAT differs from preserved dorsocervical SAT with respect to mtDNA content, adipose tissue inflammation and gene expression in patients with cART-associated lipodystrophy and v) whether uridine can revert lipoatrophy and the associated metabolic disturbances in patients on stavudine or zidovudine based cART. Subjects and methods: 64 cART-treated patients with (n=45) and without lipodystrophy/-atrophy (n=19) were compared cross-sectionally. A marker of arterial stiffness, heart rate corrected augmentation index (AgIHR), was measured by pulse wave analysis. Body composition was measured by magnetic resonance imaging and dual-energy X-ray absorptiometry, and liver fat content by proton magnetic resonance spectroscopy. Gene expression and mtDNA content in SAT were assessed by real-time polymerase chain reaction and microarray. Adipose tissue composition and inflammation were assessed by histology and immunohistochemistry. Dorsocervical and abdominal SAT were studied. The efficacy and safety of uridine for the treatment of cART-associated lipoatrophy were evaluated in a randomized, double-blind, placebo-controlled 3-month trial in 20 lipoatrophic cART-treated patients. Results: Duration of antiretroviral treatment and cumulative exposure to NRTIs and protease inhibitors, but not the presence of cART-associated lipodystrophy, predicted AgIHR independent of age and blood pressure. Gene expression of inflammatory markers was increased in SAT of lipodystrophic as compared to non-lipodystrophic patients. Expression of genes involved in adipogenesis, triglyceride synthesis and glucose disposal was lower and of those involved in mitochondrial biogenesis, apoptosis and oxidative stress higher in SAT of patients with than without cART-associated lipoatrophy. Most changes were more pronounced in stavudine-treated than in zidovudine-treated individuals. Lipoatrophic SAT had lower mtDNA than SAT of non-lipoatrophic patients. Expression of inflammatory genes was lower in dorsocervical than in abdominal SAT. Neither depot had characteristics of brown adipose tissue. Despite being spared from lipoatrophy, dorsocervical SAT of lipodystrophic patients had lower mtDNA than the phenotypically similar corresponding depot of non-lipodystrophic patients. The greatest difference in gene expression between dorsocervical and abdominal SAT, irrespective of lipodystrophy status, was in expression of homeobox genes that regulate transcription and regionalization of organs during embryonal development. Uridine increased limb fat and its proportion of total fat, but had no effect on liver fat content and markers of insulin resistance. Conclusions: Long-term cART is associated with increased arterial stiffness and, thus, with higher cardiovascular risk. Lipoatrophic abdominal SAT is characterized by inflammation, apoptosis and mtDNA depletion. As mtDNA is depleted even in non-lipoatrophic dorsocervical SAT, lipoatrophy is unlikely to be caused directly by mtDNA depletion. Preserved dorsocervical SAT of patients with cART-associated lipodystrophy is less inflamed than their lipoatrophic abdominal SAT, and does not resemble brown adipose tissue. The greatest difference in gene expression between dorsocervical and abdominal SAT is in expression of transcriptional regulators, homeobox genes, which might explain the differential susceptibility of these adipose tissue depots to cART-induced toxicity. Uridine is able to increase peripheral SAT in lipoatrophic patients during unchanged cART.Johdanto: Ihmisen immuunikatoviruksen (HIV) hoitoon käytetyt lääkeyhdistelmät ovat vähentäneet HIV-positiivisten henkilöiden sairastuvuutta ja kuolleisuutta. Yhdistelmähoitoon liittyy kuitenkin vakavia sivuvaikutuksia, jotka lisäävät potilaiden riskiä sairastua mm. diabetekseen ja sepelvaltimotautiin. Yksi leimaavimpia sivuvaikutuksia on lipodystrofia eli ihonalaisen rasvakudoksen häviäminen (lipoatrofia) kasvoista, raajoista ja vatsalta samalla kun rasvaa kertyy ylen määrin vatsaonteloon ja niskaan. Ilmiön syyt ovat epäselvät. Useiden HIV:ta vastaan suunnattujen lääkeaineiden on epäilty aiheuttavan lipodystrofiaa mm. tuhoamalla mitokondrioita, solujen energiatehtaita . Lipodystrofiaan ei ole tehokasta hoitoa, ellei HIV-lääkitystä muuteta, mutta esim. uridiini on ollut lupaava apu solumallitutkimusten valossa. Tavoitteet: Tutkia liittyykö yhdistelmähoitoon tai sen käyttöön liittyvään lipodystrofiaan verisuonien jäykistymistä, onko lipoatrofinen rasvakudos tulehtunutta verrattuna ei-lipoatrofiseen rasvakudokseen, eroaako lipoatrofinen ei-lipoatrofisesta rasvakudoksesta mm. mitokondriomäärän ja aineenvaihduntaan vaikuttavien geenien ilmentymisen suhteen sekä poikkeaako lipodystrofiassa paremmin säilyvä niskan rasva häviävästä vatsan ihonalaisrasvasta ja onko se mahdollisesti ruskeata rasvaa. Lisäksi tutkimme, voiko ravintolisänä käytetty uridiini parantaa lipoatrofiaa ja siihen liittyviä aineenvaihduntahäiriöitä, kuten rasvamaksaa ja heikentynyttä insuliiniherkkyyttä. Menetelmät: Tutkimuksiin osallistui 64 HIV-positiivista yhdistelmähoidettua potilasta, joista 45:lla oli ja 19:lla ei ollut kehittynyt lääkitykseen liittyviä rasvakudoksen muutoksia. Verisuonijäykkyys tutkittiin pulssiaaltoanalyysilla, kehon koostumus mitattiin kaksienergisella röntgenabsorptiometria- sekä magneettikuvaantamisella ja maksan rasvapitoisuus protonispektroskopialla. Rasvakudosnäytteet otettiin potilaiden vatsan ja niskan ihoalaisrasvasta ja niistä mitattiin eri geenien ilmentymistä sekä mitokondrioiden ja tulehdussolujen määrää mm. DNA:n monistustekniikalla ja kudosleikevärjäyksin. Uridiinin tehoa lipoatrofian hoidossa arvioitiin 3kk satunnaistetussa lumelääkekontrolloidussa tutkimuksessa, johon osallistui 20 HIV-positiivista yhdistelmähoidettua lipoatrofista henkilöä. Tulokset: HIV-lääkityksen kesto, mutta ei lipodystrofia, altistaa verisuonien jäykistymiselle iästä ja verenpainetasosta riippumatta. Lipoatrofisessa rasvakudoksessa tulehdukseen liittyvien geenien ilmentyminen ja tulehdussolujen määrä ovat lisääntyneet, kun taas mitokondriomäärä sekä rasvasolujen muodostumiseen ja toimintaan liittyvien geenien ilmentyminen vähentyneet verrattuna ei-lipoatrofiseen rasvakudokseen. Lipodystrofiassa säilyvä/lisääntyvä niskan rasva on vähemmän tulehtunutta kuin herkemmin häviävä vatsan ihonalaisrasva eikä se ole ruskeata rasvaa. Lipodystrofisten henkilöiden niskan rasvassa on vähemmän mitokondrioita kuin ei-lipodystrofisten henkilöiden niskan rasvassa, vaikka kudokset ovat ulkoisesti samannäköisiä. Niskan ja vatsan alueen ihonalaisrasva eroaa eniten ns. homeobox-geenien ilmentymisessä eli sellaisten geenien, jotka määrittelevät kudosten sijainnin ja ominaisuudet sikiökehityksen varhaisvaiheessa. Uridiini lisää ihonalaisrasvan määrää lipoatrofisilla potilailla, mutta ei vaikuta maksan rasvapitoisuuteen tai insuliiniherkkyyteen. Johtopäätökset: HIV:n hoitoon käytettyjen lääkkeiden pitkäaikaiskäyttö lisää verisuonien jäykkyyttä ja siten potilaiden riskiä sairastua sydän- ja verisuonitauteihin. Lipoatrofinen rasva on tulehtunut ja sen mitokondriovarannot vähentyneet. Koska mitokondrioiden vähyys on todettavissa niskarasvassa myös sellaisilla lipodystrofisilla henkilöillä, joilla se on säilynyt atrofialta, mitokondriokatoa ei voida pitää lipoatrofiaa suoraan aiheuttavana tekijänä. Niskan ja vatsan ihonalaisrasvan merkittävin ero on elinkehitystä ohjaavissa geeneissä, mikä voi selittää kudosten erilaisen alttiuden lääkkeiden sivuvaikutuksille. Uridiini on tehokas hoito HIV-potilaiden lipodystrofiaan muuttumattoman yhdistelmähoidon aikana

Estimating Blood Pressure from Photoplethysmogram Signal and Demographic Features using Machine Learning Techniques

Hypertension is a potentially unsafe health ailment, which can be indicated directly from the Blood pressure (BP). Hypertension always leads to other health complications. Continuous monitoring of BP is very important; however, cuff-based BP measurements are discrete and uncomfortable to the user. To address this need, a cuff-less, continuous and a non-invasive BP measurement system is proposed using Photoplethysmogram (PPG) signal and demographic features using machine learning (ML) algorithms. PPG signals were acquired from 219 subjects, which undergo pre-processing and feature extraction steps. Time, frequency and time-frequency domain features were extracted from the PPG and their derivative signals. Feature selection techniques were used to reduce the computational complexity and to decrease the chance of over-fitting the ML algorithms. The features were then used to train and evaluate ML algorithms. The best regression models were selected for Systolic BP (SBP) and Diastolic BP (DBP) estimation individually. Gaussian Process Regression (GPR) along with ReliefF feature selection algorithm outperforms other algorithms in estimating SBP and DBP with a root-mean-square error (RMSE) of 6.74 and 3.59 respectively. This ML model can be implemented in hardware systems to continuously monitor BP and avoid any critical health conditions due to sudden changes.Comment: Accepted for publication in Sensor, 14 Figures, 14 Table

Systems and methods for physiological signal enhancement and biometric extraction using non-invasive optical sensors

A system and method for signal processing to remove unwanted noise components including: (i) wavelength-independent motion artifacts such as tissue, bone and skin effects, and (ii) wavelength-dependent motion artifact/noise components such as venous blood pulsation and movement due to various sources including muscle pump, respiratory pump and physical perturbation. Disclosed are methods, analytics, and their uses for reliable perfusion monitoring, arterial oxygen saturation monitoring, heart rate monitoring during daily activities and in hospital settings and for extraction of physiological parameters such as respiration information, hemodynamic parameters, venous capacity, and fluid responsiveness. The system and methods disclosed are extendable to include monitoring platforms for perfusion, hypoxia, arrhythmia detection, airway obstruction detection and sleep disorders including apnea.Board of Regents, University of Texas Syste