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Journal of the American Heart... Oct 2023Background The success of cardiac auscultation varies widely among medical professionals, which can lead to missed treatments for structural heart disease. Applying...
Background The success of cardiac auscultation varies widely among medical professionals, which can lead to missed treatments for structural heart disease. Applying machine learning to cardiac auscultation could address this problem, but despite recent interest, few algorithms have been brought to clinical practice. We evaluated a novel suite of Food and Drug Administration-cleared algorithms trained via deep learning on >15 000 heart sound recordings. Methods and Results We validated the algorithms on a data set of 2375 recordings from 615 unique subjects. This data set was collected in real clinical environments using commercially available digital stethoscopes, annotated by board-certified cardiologists, and paired with echocardiograms as the gold standard. To model the algorithm in clinical practice, we compared its performance against 10 clinicians on a subset of the validation database. Our algorithm reliably detected structural murmurs with a sensitivity of 85.6% and specificity of 84.4%. When limiting the analysis to clearly audible murmurs in adults, performance improved to a sensitivity of 97.9% and specificity of 90.6%. The algorithm also reported timing within the cardiac cycle, differentiating between systolic and diastolic murmurs. Despite optimizing acoustics for the clinicians, the algorithm substantially outperformed the clinicians (average clinician accuracy, 77.9%; algorithm accuracy, 84.7%.) Conclusions The algorithms accurately identified murmurs associated with structural heart disease. Our results illustrate a marked contrast between the consistency of the algorithm and the substantial interobserver variability of clinicians. Our results suggest that adopting machine learning algorithms into clinical practice could improve the detection of structural heart disease to facilitate patient care.
Topics: Adult; Humans; Deep Learning; Heart Murmurs; Heart Diseases; Heart Auscultation; Algorithms
PubMed: 37830333
DOI: 10.1161/JAHA.123.030377 -
BMC Medical Education Jul 2022Well performed clinical communication is a cornerstone of collaborative care in medicine but may be confounded by inconsistent intentions of the messenger and biased...
BACKGROUND
Well performed clinical communication is a cornerstone of collaborative care in medicine but may be confounded by inconsistent intentions of the messenger and biased interpretation by the recipient. A comparison of the findings of electronic echocardiography reports with clinician-completed standardised request forms provided an opportunity to assess communication quality.
AIM
The study aimed to determine clinician aptitude to complete written echocardiography referral forms by assessing the completeness, appropriateness, accuracy, and coherency of the reported clinical findings, conclusions and requests made on the referral forms. The study explored factors that may influence the quality of communication through this referral medium.
METHODS
A retrospective cohort study was conducted on patients who underwent trans-thoracic echocardiography imaging at Cecilia Makiwane Hospital in East London over 26 months. Paper echocardiography request forms that recorded the requesting clinician's findings on examination, the provisional clinical diagnosis, and the specific echocardiographic information sought, were compared with the actual findings on echocardiography.
RESULTS
Of 613 request forms reviewed, 97 cases were excluded due to illegibility or because they lacked analysable information or requester details, leaving 516 forms suitable for study. No pathology was found on echocardiography in 31%. Of the murmurs expected from the echocardiography findings, only half were recorded on the request form (sensitivity and positive predictive value both 52%.). Only 35% of request forms that mentioned a mitral systolic murmur gave a working diagnosis of mitral regurgitation and only 38% of request forms that mentioned an aortic systolic murmur considered aortic stenosis. Clinically suspected cardiomyopathy (CMO) had a PPV of 43% and echocardiographic CMO was missed clinically in 41%. Apex beat displacement reported clinically was not associated with echocardiographic LV dilatation in 65% of cases. One-third (34%) of forms reporting murmurs did not request valve function assessment and 17% considering cardiomyopathy did not request left ventricular function assessment.
CONCLUSION
Echocardiography request forms highlight vulnerabilities in clinical communication. Specifically, important clinical features were missing and more concerningly, included when unlikely to be present. There was a lack of concordance between recorded clinical findings and postulated diagnoses. Clinicians sometimes appeared unclear about the value or appropriateness of the requested assistance. Greater emphasis on teaching examination and communication skills may foster safer and more efficient use of scarce resources.
Topics: Cardiomyopathies; Communication; Echocardiography; Heart Murmurs; Humans; Referral and Consultation; Retrospective Studies; Systolic Murmurs
PubMed: 35831886
DOI: 10.1186/s12909-022-03602-5 -
Annals of Medicine and Surgery (2012) Oct 2023Although clinical guidelines suggest echocardiography before surgery in patients with hip fracture, no prospective studies exist in the literature. The aim of the...
INTRODUCTION
Although clinical guidelines suggest echocardiography before surgery in patients with hip fracture, no prospective studies exist in the literature. The aim of the present investigation was to assess whether preoperative echocardiography affects time to surgery, length of hospital stay (LOS), and in hospital mortality in high-risk patients who need surgery for a hip fracture.
MATERIAL AND METHODS
In the study entered 255 consecutive patients with hip fracture referred to a multidisciplinary hip fracture unit. Seven hundred seventeen patients referred before the implementation of routine echocardiographic examination were considered as control group. Echocardiography was performed in patients with systolic murmurs, unstable clinical conditions, recent decompensation of heart failure or hospital admission for coronary disease. Time to surgery, LOS, and in hospital mortality in patients who underwent preoperative echocardiography (high-risk group) were compared with patients who did not undergo echo (low-risk group) and with the control group.
RESULTS
122/255 patients underwent echocardiography. The two groups did not differ for age, sex, type or fracture, and notably time to surgery and LOS. Coronary heart disease, atrial fibrillation, and two or more comorbidities were more frequent in the echo group. Overall clinical characteristics were not different from group of patients referred before the implementation of the echocardiographic protocol but in these last patients time to surgery and LOS were significantly longer. As well in hospital mortality was not significantly different in the two groups (1.9 in echo vs. 1.7% in nonecho) but lower than in the control group (4.1% ).
CONCLUSIONS
An echocardiographic guide may be useful in a high-risk group with a hip fracture to choose the proper anesthetic setting, referral for intensive care observation after surgery and, optimal medical treatment, including fluid management without delay in time to surgery.
PubMed: 37811064
DOI: 10.1097/MS9.0000000000001151 -
Cardiology Research Jun 2017We report a 42-year-old female who was admitted for abdominal pain, and also endorsed dyspnea, fatigue and chronic palpitations. Past medical history included asthma,...
We report a 42-year-old female who was admitted for abdominal pain, and also endorsed dyspnea, fatigue and chronic palpitations. Past medical history included asthma, patent ductus arteriosus repaired in childhood and ill-defined thyroid disease. Physical examination revealed blood pressure of 136/88 mm Hg and heart rate of 149 beats per minute. Cardiovascular exam revealed an irregularly irregular rhythm, and pulmonary exam revealed mild expiratory wheezing. Abdomen was tender. Electrocardiogram revealed atrial fibrillation with rapid ventricular response which responded to intravenous diltiazem. Labs revealed TSH of < 0.1 mU/L and free T4 of 2.82 ng/dL, a positive TSH-receptor and thyroid peroxidase antibodies suggesting Grave's thyrotoxicosis. A transthoracic echocardiogram reported an ejection fraction of 55-60%, with mild to moderate mitral regurgitation (MR) and moderate to severe tricuspid regurgitation (TR) and dilated right heart chambers. Pulmonary artery systolic pressure was 52 mm Hg. Transesophageal echocardiogram revealed a myxomatous tricuspid valve with thickening and malcoaptation of the leaflets and moderate to severe TR, mild to moderate MR with mild thickening of the mitral valve leaflets. Abdominal ultrasound revealed wall thickening of the gall bladder concerning for acute cholecystitis. She underwent laparoscopic cholecystectomy and was discharged in stable condition on methimazole for her thyroid disease, and on oral diltiazem for rate control and anticoagulation for atrial fibrillation. Follow-up visit with her cardiologist few months later documented absence of cardiac symptoms, and no murmurs were reported on physical examination. This case underscores the importance of maintaining a high index of suspicion for hyperthyroidism when faced with significant newly diagnosed pulmonary hypertension and TR, as treatment of the thyroid abnormalities can reverse these cardiac findings.
PubMed: 28725332
DOI: 10.14740/cr564w -
Medicina (Kaunas, Lithuania) Nov 2022Background and Objectives: Chronic severe aortic valve disease is associated with important changes in left ventricle (LV) performance associated with eccentric or...
Diastolic versus Systolic Left Ventricular Dysfunction as Independent Predictors for Unfavorable Postoperative Evolution in Patients with Aortic Regurgitation Undergoing Aortic Valve Replacement.
Background and Objectives: Chronic severe aortic valve disease is associated with important changes in left ventricle (LV) performance associated with eccentric or concentric LV hypertrophy. We aimed to assess the immediate prognostic implications of the type of the LV diastolic filling pattern (LVDFP) compared with LV systolic performance in patients with severe aortic regurgitation (AR) undergoing aortic valve replacement (AVR) and to define the independent echographic predictors for the immediate and long-term prognoses. Materials and Methods: We performed a prospective study enrolling 332 AR patients undergoing AVR, divided into two groups: Group A—201 pts with normal LV systolic function, divided into two subgroups (A1: 129 pts with a nonrestrictive LVDFP and A2: 72 pts with restrictive LVDFP), and Group B—131 pts with LV systolic dysfunction (LV ejection fraction LVEF < 50%), divided into two subgroups (B1: 83 pts with a nonrestrictive LVDFP and B2: 48 pts with restrictive LVDFP). Results: The early postoperative mortality rate was higher in patients with a restrictive LVDFP (11.12% in A2 and 12.5% in B2) compared with normal LV filling (2.32% in A1 and 7.63% in B1, p < 0.0001), regardless of the LVEF. The restrictive LVDFP—defined by at least one of the following echographic parameters: an E/A > 2 with an E wave deceleration time (EDt) < 100 ms; an isovolumetric relaxation time (IVRT) < 60 ms; or an S/D ratio < 1 in the pulmonary vein flow—was an independent predictor for early postoperative mortality, increasing the relative risk by 8.2-fold. Other independent factors associated with early poor prognosis were an LV end-systolic diameter (LVESD) > 58 mm, an age > 75 years, and the presence of comorbidities (chronic obstructive pulmonary disease-COPD or diabetes mellitus). On a medium-term, an unfavorable evolution was associated with: an age > 75 years (RR = 8.1), an LV end-systolic volume (LVESV) > 95 cm3 (RR = 6.7), a restrictive LVDFP (RR = 9.8, p < 0.0002), and pulmonary hypertension (RR = 8.2). Conclusions: The presence of a restrictive LVDFP in patients with AR undergoing AVR is associated with both increased early and medium-term mortality rates. The LV diastolic function is a more reliable parameter for prognosis than LV systolic performance (RR 9.2 versus 2.1). Other independent predictors for increased early postoperative mortality rate were: an age > 75 years, an LVESD > 58 mm, and comorbidities (diabetes mellitus, COPD), and for unfavorable evolution at 2 years postoperatively: an age > 75 years, an LVESV > 95 cm3, and severe pulmonary hypertension.
Topics: Humans; Aged; Aortic Valve Insufficiency; Aortic Valve; Hypertension, Pulmonary; Prospective Studies; Heart Murmurs; Ventricular Dysfunction, Left; Pulmonary Disease, Chronic Obstructive
PubMed: 36422215
DOI: 10.3390/medicina58111676 -
BMC Infectious Diseases May 2023As a member of the HACEK group, Aggregatibacter segnis (A. segnis) is a fastidious Gram-negative coccobacillus that resides in the human oropharyngeal flora. Infective...
BACKGROUND
As a member of the HACEK group, Aggregatibacter segnis (A. segnis) is a fastidious Gram-negative coccobacillus that resides in the human oropharyngeal flora. Infective endocarditis caused by A. segnis is rarely reported.
CASE PRESENTATION
A 31-year-old male was admitted to our hospital for a 3-month history of intermittent high fever, chills, and chest distress. On presentation, he was febrile and tachycardic but otherwise with stable vital signs. Physical examination revealed systolic murmurs in the aortic and mitral valve areas. Pitting edema was evident in the lower extremities. Transthoracic echocardiography demonstrated multiple vegetations in the mitral and aortic valves. Severe regurgitation of the aortic valve and left heart dysfunction were also detected. With the suspicion of infective endocarditis and heart failure, we immediately performed microbiological tests and arranged the cardiac replacement surgery. Matrix-assisted laser desorption ionization-time of flight (MALDI-TOF) mass spectrometry and metagenomic next-generation sequencing (mNGS) identified A. segnis from the bloodstream. While the surgical specimen culture was negative, the mNGS was positive for A. segnis. The patient was treated with ceftriaxone for four weeks and discharged. He remained clinically well, with laboratory results restored.
CONCLUSION
This is the first report of A. segnis infective endocarditis that combined MALDI-TOF and metagenomic next-generation sequencing in the diagnosis. The hypothesis-independent molecular techniques can outperform conventional tools to prevent diagnostic delay.
Topics: Male; Humans; Adult; Aggregatibacter segnis; Delayed Diagnosis; Endocarditis; Endocarditis, Bacterial; Heart Failure; Fever
PubMed: 37158846
DOI: 10.1186/s12879-023-08231-x -
Cureus Aug 2022Mitral valve prolapse (MVP) has changeable auscultatory features regarding the onset and amplitude with physiologic and pharmacologic maneuvers. We report a case of MVP...
Mitral valve prolapse (MVP) has changeable auscultatory features regarding the onset and amplitude with physiologic and pharmacologic maneuvers. We report a case of MVP in which not only the onset and amplitude of systolic murmurs but also the endpoint of systolic murmurs were dynamically altered according to preload. An asymptomatic 61-year-old man presented with a grade 3 crescendo murmur best heard at the apex, which started in the mid-systole without a click, and lasted up to the second sound. A diagnosis of moderate to severe mitral regurgitation due to MVP of P2 scallop was confirmed by echocardiography. At his regular follow-up visit, changes in cardiac auscultation were recognized although the patient was still asymptomatic. A grade 2, high-pitched crescendo murmur, which was softer than the previous findings, started immediately after the first sound and ended approximately 100 ms before the second sound on phonocardiography. On echocardiography, the severity of mitral regurgitation was abated in comparison with the previous findings, and mitral regurgitation abruptly ended in mid-systole but continued to the end of systole during increased preload due to an elevation of the legs. The present case highlights the importance of careful auscultation to estimate hemodynamic conditions in patients with MVP.
PubMed: 36171823
DOI: 10.7759/cureus.28411 -
Journal of Cardiology Jan 2015Right ventricular outflow tract (RVOT) stenosis and pulmonary regurgitation (PR) are important residua and sequelae in adult tetralogy of Fallot (TOF) patients.... (Comparative Study)
Comparative Study
BACKGROUND
Right ventricular outflow tract (RVOT) stenosis and pulmonary regurgitation (PR) are important residua and sequelae in adult tetralogy of Fallot (TOF) patients. Auscultation of the heart sound is a useful tool to detect and evaluate these lesions, but there was no previous report regarding heart sound in adult TOF.
METHODS
We enrolled consecutive TOF outpatients from January 2013 to October 2013 in our adult congenital heart disease clinic. Phonocardiogram with phono-recording was performed with MES-1000 (Fukuda-Denshi Co., Tokyo, Japan), and compared heart sound with echocardiographic parameters.
RESULTS
A total of 30 TOF patients were enrolled [age, 34.7±12.8 years; 14 males (46.7%)]. In all 30 patients, phonocardiography was clearly recorded. Eighteen patients (60.0%) had the single second heart sound, which was more frequently observed before than after pulmonary valve reoperation (75.0% vs 11.1%). The single second heart sound was also associated with PR. In 18/30 (60%), diastolic murmur was associated with moderate PR (p=0.008). In 14/30 (46.7%), systolic murmur was associated with moderate RVOT stenosis (p=0.012).
CONCLUSION
Phonocardiogram was a useful tool to detect RVOT lesions. We should listen to heart sound carefully especially focusing on the second heart sound, systolic, and diastolic murmur.
Topics: Adolescent; Adult; Diastole; Female; Heart Murmurs; Heart Sounds; Humans; Male; Middle Aged; Phonocardiography; Pulmonary Valve Insufficiency; Severity of Illness Index; Systole; Tetralogy of Fallot; Ventricular Outflow Obstruction; Young Adult
PubMed: 24842232
DOI: 10.1016/j.jjcc.2014.03.011 -
Healthcare Technology Letters Dec 2015A robust multistage decision-based heart sound delineation (MDHSD) method is presented for automatically determining the boundaries and peaks of heart sounds (S1, S2,...
A robust multistage decision-based heart sound delineation (MDHSD) method is presented for automatically determining the boundaries and peaks of heart sounds (S1, S2, S3, and S4), systolic, and diastolic murmurs (early, mid, and late) and high-pitched sounds (HPSs) of the phonocardiogram (PCG) signal. The proposed MDHSD method consists of the Gaussian kernels based signal decomposition (GSDs) and multistage decision-based delineation (MDBD). The GSD algorithm first removes the low-frequency (LF) artefacts and then decomposes the filtered signal into two subsignals: the LF sound part (S1, S2, S3, and S4) and the high-frequency sound part (murmurs and HPSs). The MDBD algorithm consists of absolute envelope extraction, adaptive thresholding, and fiducial point determination. The accuracy and robustness of the proposed method is evaluated using various types of normal and pathological PCG signals. Results show that the method achieves an average sensitivity of 98.22%, positive predictivity of 97.46%, and overall accuracy of 95.78%. The method yields maximum average delineation errors of 4.52 and 4.14 ms for determining the start-point and end-point of sounds. The proposed multistage delineation algorithm is capable of improving the delineation accuracy under time-varying amplitudes of heart sounds and various types of murmurs. The proposed method has significant potential applications in heart sounds and murmurs classification systems.
PubMed: 26713160
DOI: 10.1049/htl.2015.0010 -
Journal of Veterinary Internal Medicine 2015The aims of this study were to establish the prevalence of innocent cardiac murmurs in clinically healthy puppies, to investigate a possible correlation between the...
BACKGROUND
The aims of this study were to establish the prevalence of innocent cardiac murmurs in clinically healthy puppies, to investigate a possible correlation between the presence of an innocent murmur and hematocrit, and to describe the auscultation characteristics of innocent murmurs.
HYPOTHESIS
Lower hematocrit contributes to the genesis of innocent murmurs.
ANIMALS
Five hundred and eighty-four client-owned clinically healthy puppies, between 20 and 108 days old.
METHODS
Two cross-sectional surveys with a 1-year (n = 389 pups) pilot and a half-year (n = 195 pups) principal study periods. Cardiac auscultation was performed by a single, board-certified cardiologist. Hematocrit was measured with an automatized hematology analyzer. Echocardiography was performed only on puppies with a cardiac murmur in the principal study.
RESULTS
In the pilot study, 15% of the dogs had a murmur. Innocent murmur was diagnosed in 28% of the 195 dogs in the principal study. Innocent murmurs were systolic, mostly with a musical character and with a maximal intensity of 2 of 6, and mostly with the point of maximal intensity in the left cardiac base. The hematocrit was significantly lower in the group with a murmur compared to the group without (P = .023).
CONCLUSIONS AND CLINICAL IMPORTANCE
Innocent murmur was a common finding in puppies at the age when the first veterinary controls usually take place. Physiologic anemia contributes to the genesis of innocent murmurs in puppies. Rising hematocrit in growing puppies can explain the spontaneous disappearance of innocent murmurs with aging. Hematocrit did not differentiate innocent murmurs from abnormal murmurs.
Topics: Animals; Cross-Sectional Studies; Dogs; Heart Auscultation; Heart Murmurs; Pilot Projects
PubMed: 26415555
DOI: 10.1111/jvim.13632