Smartphone videos to predict the severity of obstructive sleep apnoea

2021 ◽  
pp. archdischild-2020-320752
Author(s):  
Rahul J Thomas ◽  
Samuel Dalton ◽  
Katharine Harman ◽  
Julie Thacker ◽  
Rosemary S C Horne ◽  
...  

ObjectiveDiagnosis of obstructive sleep apnoea (OSA) is made on overnight polysomnography (PSG). Given the widespread availability of smartphone video technology, we aimed to develop and test a standardised scoring system for smartphone videos and compare these scores to PSG results.MethodsChildren aged 1–16 years undergoing PSG for suspected OSA were included. Parents were asked to take 1–2 min videos of the breathing they were concerned about. Videos were scored using a newly developed and tested tool on five components: inspiratory obstructive noises (1–4), presence of obstructive events (0–1), increased work of breathing (0–1), mouth breathing (0–1) and neck extension (0–1). Video scores and the Obstructive Apnoea Hypopnoea Index (OAHI) were compared using Spearman correlation. Sensitivity, specificity, positive predictive value and negative predictive value were calculated for different cut-off scores to achieve the best results.ResultsVideos from 43 children (28 men (65.1%), median age 5.7 years (range 2.6–14.0 years), median OAHI 3.8/hour (range 0–82 events/hour) were included. Nine children (20.9%) had a video score of <3, all of whom had an OAHI of ≤5 events/hour. For a video score of ≥3, sensitivity was 100%; specificity was 36%; positive predictive value was 53%; and negative predictive value 100% for moderate to severe OSA (OAHI>5 events/hour) .ConclusionWe have developed and validated a simple clinical tool (the Monash Obstructive Sleep Apnoea Video Score) to quantify abnormalities in breathing seen on short video recordings made on a smartphone. A low score rules out moderate–severe OSA and may be valuable in the triage of children with symptoms of OSA.

Medicina ◽  
2021 ◽  
Vol 57 (5) ◽  
pp. 503
Author(s):  
Thomas F. Monaghan ◽  
Syed N. Rahman ◽  
Christina W. Agudelo ◽  
Alan J. Wein ◽  
Jason M. Lazar ◽  
...  

Sensitivity, which denotes the proportion of subjects correctly given a positive assignment out of all subjects who are actually positive for the outcome, indicates how well a test can classify subjects who truly have the outcome of interest. Specificity, which denotes the proportion of subjects correctly given a negative assignment out of all subjects who are actually negative for the outcome, indicates how well a test can classify subjects who truly do not have the outcome of interest. Positive predictive value reflects the proportion of subjects with a positive test result who truly have the outcome of interest. Negative predictive value reflects the proportion of subjects with a negative test result who truly do not have the outcome of interest. Sensitivity and specificity are inversely related, wherein one increases as the other decreases, but are generally considered stable for a given test, whereas positive and negative predictive values do inherently vary with pre-test probability (e.g., changes in population disease prevalence). This article will further detail the concepts of sensitivity, specificity, and predictive values using a recent real-world example from the medical literature.


2021 ◽  
Vol 10 (1) ◽  
pp. 20-25
Author(s):  
Sujan Shrestha ◽  
Mamen Prasad Gorhaly ◽  
Manil Ratna Bajracharya

Background Diabetic peripheral neuropathy (DPN) is a significant independent risk factor for diabetic foot, and an effective screening instrument is required to diagnose DPN early to prevent future ulceration and amputation. This study aims to determine the diagnostic accuracy of monofilament test to detect diabetic peripheral neuropathy. Methods This cross-sectional study was conducted in National Academy of Medical Sciences, Bir hospital, Mahabouddha, Kathmandu from February 2016 to January 2017. A total of 96 diabetic patients attending inpatient and outpatient Department were selected. Diabetic peripheral neuropathy was assessed by measurement of loss of protective sensation (LOPS) by monofilament test and compared with vibration perception threshold by standard biothesiometer. The sensitivity, specificity, positive predictive value and negative predictive value of monofilament test were calculated. Results The prevalence of diabetic peripheral neuropathy was 26%. The sensitivity, specificity, positive predictive value and negative predictive value of monofilament test were found to be 92.0%, 95.8%, 88.5% and 97.1% respectively. There was strong association between LOPS by monofilament and vibration perception threshold by biothesiometer. Conclusion This study showed a strong diagnostic accuracy of monofilament test to detect DPN when compared with biothesiometer. As monofilament test is a cheap, easily available, and portable, it can be used in the periphery where biothesiometer is not available.  


Stroke ◽  
2013 ◽  
Vol 44 (suppl_1) ◽  
Author(s):  
Millene Camilo ◽  
Alan Eckeli ◽  
Heidi Sander ◽  
Regina Fernandes ◽  
Joao Leite ◽  
...  

Background: Sleep-disordered breathing (SDB) is frequent in the acute phase of stroke. Obstructive sleep apnea (OSA) has been found in 62% of stroke patients. The impact of OSA is significant after ischemic stroke, including early neurological deterioration, poor functional outcome and increased long-term mortality. However, performing polysomnography (PSG) for all patients with acute stroke for diagnose OSA is still impracticable. Therefore clinical tools to select patients at higher risk for OSA would be essential. The aim of this study was to determine the validity of the Berlin Questionnaire (BQ) and the Epworth Sleepiness Scale (ESS) to identify stroke patients in whom the PSG would be indicated. Methods: Subjects with ischemic stroke were stratified into high and low risk groups for SDB using a BQ. The ESS ≥ 10 was used to define excessive daytime sleepiness. The BQ and ESS were administered to the relatives of stroke patients at hospital admission. All patients were submitted to a full overnight PSG at the first night after symptoms onset. OSA severity was measured by the apnea-hypopnea index (AHI). Results: We prospectively studied 40 ischemic stroke patients. The mean age was 62 ± 12.1 years and the obstructive sleep apnea (AHI ≥ 15) was present in 67.5%. On stratifying risk of OSA in these patients based on the QB, 77.5% belonged to the high-risk and 50% to the ESS ≥ 10. The sensitivity of QB was 85%, the specificity 35%, the positive predictive value 74% and the negative predictive value 55%. For ESS was respectively 63%, 85%, 89% and 52%. The diagnostic value of the BQ and ESS in combination to predict OSA had a sensitivity of 58%, a specificity of 89%, a positive predictive value of 95% and a negative predictive value of 38%. Conclusions: The QB even applied to the bed-partners of stroke patients is a useful screening tool for OSA.


2021 ◽  
Vol 5 (1) ◽  
Author(s):  
Tahir Iqbal ◽  
Muhammad Usman Shahid ◽  
Ishfaq Ahmad Shad ◽  
Shahzad Karim Bhatti ◽  
Syed Amir Gilani ◽  
...  

ABSTRACT: BACKGROUND: A common surgical emergency is acute appendicitis. Various diagnostic tools are available to diagnosis acute appendicitis. Radiological investigations play an important role in making accurate and early diagnosis and thus preventing morbidity associated with the disease. OBJECTIVE: To determine the diagnostic accuracy of gray scale ultrasonography versus color Doppler in suspected cases of acute appendicitis. MATERIALS AND METHODS: The study was carried in the department of Radiology of Mayo Hospital, Lahore. A total of 75 patients were enrolled of age 18-40 years, both genders who were suspected cases of acute appendicitis. All patients underwent baseline investigations along with gray scale ultrasonography and color Doppler. All patients were subjected to surgery to confirm the diagnosis and findings were subjected to statistical analysis. RESULTS: The mean age of the patients was 23.25 ±10.55 and mean transverse diameter of appendix was 8.37 ±3.39. There were 62.7% males and 37.3%females. Findings of gray scale ultrasonography and color Doppler were then correlated with surgical findings to calculate the diagnostic accuracy of these modalities. The results revealed that gray scale ultrasonography sensitivity, specificity, positive predictive value, negative predictive value and accuracy was 92.7%, 94.32%, 95%, 91.4% and 93.3% respectively, whereas color Doppler had sensitivity, specificity, positive predictive value, negative predictive value and accuracy of 97.7%, 93.9%, 95.3%, 97% and 96% respectively. Diagnostic accuracy of both modalities together was 98.6%. CONCLUSION: Color Doppler has better diagnostic accuracy than gray scale ultrasonography for diagnosis of acute appendicitis and the combination of both modalities yields diagnostic accuracy that is similar to gold standard.


Author(s):  
Badugu Rao Bahadur ◽  
Gangadhara Rao Koneru ◽  
Prabha Devi Kodey ◽  
Jyothi Melam

Background: To differentiate ovarian mass as benign or malignant could change clinical approach. Finding a screening and diagnostic method for ovarian cancer is challenging due to high mortality and insidious symptoms. Risk malignancy index (RMI) has the advantage of rapid and exact triage of patients with ovarian mass.Methods: Prospective study carried for 2 years at NRI Medical College and General Hospital, Chinakakani, Mangalagiri, Andhra Pradesh, India. 79 patients with ovarian mass were investigated and risk malignancy index (RMI-3 and RMI-4) calculated. Final confirmation was done based on histopathological report. Sensitivity, specificity, positive predictive value and negative predictive value were calculated for RMI 3 and RMI 4 taking histopathology as control and comparison was done.Results: (n=79); 50 (63.29%) cases were benign and 29 (36.70%) were malignant based on histopathology. RMI 4 is more sensitive (68.96%) than RMI 3 (62.06%), but RMI 3 is more specific (94%) than RMI 4 (92%).The positive predictive value of RMI-3 and RMI-4 were 85.71%  and 83.33% respectively. The negative predictive value for RMI-4 and RMI-3 were 83.63% and 81.03% respectively.Conclusions: With increasing age, chance of malignancy increases. RMI 4 was more sensitive than RMI-3, however less specific than RMI 3 in differentiating benign and malignant tumors. The positive predictive value is slightly more for RMI 3, than RMI 4. Negative predictive value is slightly more for RMI 4, than RMI 3. 


2018 ◽  
Vol 51 (1) ◽  
pp. 1701587 ◽  
Author(s):  
David Wang ◽  
Keith K. Wong ◽  
Luke Rowsell ◽  
Garrick W. Don ◽  
Brendon J. Yee ◽  
...  

There is no satisfactory treatment for obstructive sleep apnoea (OSA). Supplemental low-flow oxygen therapy (LFO2) has been shown to reduce hypoxaemia and is well tolerated by patients with OSA. However, oxygen therapy may be beneficial only to certain subsets of patients with OSA. In this study, we evaluated a 10-min awake ventilatory chemoreflex test in predicting individual OSA response to 2 months of LFO2therapy.At baseline, patients with OSA underwent ventilatory chemoreflex testing in the afternoon, prior to the overnight polysomnography. Subjects were reassessed with polysomnography after 2 months of nocturnal oxygen treatment.20 patients with OSA completed the study. After 2 months of O2treatment, changes in the apnoea–hypopnoea index (AHI) were significantly correlated with baseline CO2ventilatory response threshold (VRT) and chemosensitivity (p<0.05). In predicting a fall in AHI, the area under the receiver operating characteristic curve (AUC) was 0.79 for VRT and 0.89 for chemosensitivity. When these two variables were combined in a logistic regression model, the prediction effect became stronger with an AUC of 0.97, sensitivity of 0.92 and specificity of 0.83.Our awake ventilatory chemoreflex test could be considered a simple potential clinical tool to predict individual OSA response to oxygen therapy. It could provide a novel personalised medicine approach to OSA treatment.


2017 ◽  
Author(s):  
Ευστάθιος Δράμπαλος

Σκοπός: H εφαρμογή για πρώτη φορά διεθνώς της μορφομετρίας της σπονδυλικής στήλης με χρήση απορροφησιομετρίας (VFA) σε ασθενείς με κυφοπλαστική. Αναλύονται τα πλεονεκτήματα και μειονεκτήματα της μεθόδου, ελέγχεται η αξιοπιστία της και συγκρίνεται με την μορφομετρία κατά τον κλασσικό ακτινολογικό έλεγχο (ΜRΧ) στην εκτίμηση των σπονδυλικών παραμορφώσεων στους συγκεκριμένους ασθενείς.Υλικά και Μέθοδος: Πραγματοποιήθηκαν μετρήσεις σε 42 ασθενείς με κυφοπλαστική λόγω οστεοπορωτικών σπονδυλικών καταγμάτων και αναλύθηκαν οι σπόνδυλοι από τον T4 μέχρι τον L4 με την VFA και την MRX. Μετρήθηκαν το πρόσθιο (ha), μέσο (hm) και οπίσθιο (hp) ύψος του σπονδυλικού σώματος και προσδιορίσθηκαν οι λόγοι ha/hp και hm/hp. Αναλύθηκαν για την VFA η συμφωνία αποτελεσμάτων του ίδιου παρατηρητή (IOA) και η συμφωνία αποτελεσμάτων μεταξύ ανεξάρτητων παρατηρητών (INA) για τους λόγους ha/hp και hm/hp καθώς και για την μέθοδο Genant σε επίπεδο σπονδύλου, ‘περιοχής της σπονδυλικής στήλης (θωρακική/ΘΜΣΣ ή οσφυϊκή/ΟΜΣΣ), σε επίπεδο ‘γειτονικών προς την κυφοπλαστική σπονδύλων’, και σε επίπεδο ‘σπονδύλων με κυφοπλαστική’. Σε κάθε επίπεδο χρησιμοποιήθηκε η μέση τιμή ha/hp και hm/hp. Στη συνέχεια, αναλύσαμε την συμφωνία μεταξύ VFA και MRX στον καθορισμό των λόγων ha/hp και hm/hp καθώς και μετά την διχοτόμηση των λόγων ha/hp περί της τιμής όριο που συνήθως χρησιμοποιείται για τον καθορισμό ενός κατάγματος. Αποτελέσματα: Οι IOA και INA για τους λόγους ha/hp και hm/hp στην VFA ήταν ‘σχεδόν τέλεια’ σε όλα τα επίπεδα (ICC 0.94-0.98). Η εφαρμογή της μεθόδου Genant κατά την VFA ανέδειξε επίσης ‘σχεδόν τέλεια’ INA (ICC=0.833). Η ανάλυση σε επίπεδο σπονδύλου έδειξε ‘σχεδόν τέλεια’ συμφωνία μεταξύ VFA και MRX για τον λόγο ha/hp [intraclass correlation coefficient, ICC=0.85], και ‘ισχυρή συμφωνία’ για τον λόγο hm/hp (ICC=0.78). Για τον λόγο ha/hp η συμφωνία ήταν ‘σχεδόν τέλεια’ τόσο στην ΘΜΣΣ (ICC=0.82) όσο και στην ΟΜΣΣ (ICC=0.87), ενώ για τον λόγο hm/hp η συμφωνία ήταν ‘ισχυρή’ στην ΘΜΣΣ (ICC=0.75) και ‘σχεδόν τέλεια’ στην ΟΜΣΣ (ICC=0.80). Η συμφωνία ήταν εξίσου ‘σχεδόν τέλεια’ σε επίπεδο ‘σπονδύλων με κυφοπλαστική’ (ICC=0.83) όσο και σε επίπεδο ‘γειτονικών προς την κυφοπλαστική σπονδύλων’ (ICC=0.80) για τον λόγο ha/hp. Όταν οι λόγοι ha/hp μετατράπηκαν σε κατάγματα (ναι ή όχι κάταγμα) χρησιμοποιώντας διαφορετικές τιμές κατώφλι για την διάγνωση κατάγματος (λόγοι ha/hp 0.75, 0.80 και 0.85) η συμφωνία μεταξύ των μεθόδων ήταν λιγότερο καλή, από μέτρια έως ουσιώδης (κ 0.52-0.63 στην ΟΜΣΣ και 0.53-0.66 στην ΘΜΣΣ). Χρησιμοποιώντας την κατάταξη Genant οι διαφορές στην ταξινόμηση των σπονδύλων ήταν περισσότερο προς την κατεύθυνση της MRX με 32 αναγνωρισμένα κατάγματα μόνο από την MRX και μόνο 5 μόνο από την VFA. Στη μελέτη αυτή, με επιπολασμό σφηνοειδών σπονδυλικών καταγμάτων 9.3%, οι δείκτες ακρίβειας sensitivity, specificity, positive predictive value (PPV) και negative predictive value (NPV) υπολογίστηκαν σε 0.522, 0.97, 0.87 και 0.92 αντίστοιχα. Συμπεράσματα: Η εφαρμογή της VFA σε ασθενείς με κυφοπλαστική έχει υψηλή επαναληψιμότητα και αναπαραγωγιμότητα. Η συμφωνία μεταξύ VFA και MRX στην εκτίμηση των λόγων ha/hp και hm/hm ήταν από ‘ισχυρή’ έως ‘σχεδόν τέλεια’ ανάλογα με το επίπεδο εξέτασης. Η συμφωνία στην αναγνώριση των σπονδυλικών καταγμάτων ήταν μέτρια. Οι διαφορές ήταν περισσότερο προς την κατεύθυνση της MRX. Η υψηλή τιμή του δείκτη NPV της VFA στους ασθενείς με κυφοπλαστική, δείχνει ότι η μέθοδος θα μπορούσε να χρησιμοποιηθεί για τον εντοπισμό αυτών που χρήζουν περαιτέρω ακτινολογικού ελέγχου.


2020 ◽  
Author(s):  
Bei Zhang ◽  
Li Zhang ◽  
Bingyang Bian ◽  
Fang Lin ◽  
Zining Zhu ◽  
...  

Abstract BACKGROUND Whole body diffusion weighted imaging (WB-DWI) is commonly used for the detection of multiple myeloma (MM). Comparative data on the efficiency of WB-DWI compared with 18 F positron emission tomography computed tomography ( 18 F-FDG PET/CT) to detect MM are lacking. METHODS This was a retrospective, single-center study of twenty-two patients with MM enrolled from January 2019 to December 2019. All patients underwent WB-DWI and 18 F-FDG PET/CT. Pathological and clinical manifestations as well as radiologic follow-up were used for diagnosis. The overall accuracy, sensitivity, specificity, positive predictive value and negative predictive value of both methods were compared. The appearance diffusion coefficient (ADC) values of MM lesions and false-positive lesions were estimated. RESULTS A total of 214 MM bone lesions were evaluated. WB-DWI showed a higher overall accuracy than PET/CT (75.7% and 55.6%, respectively; < 0.05). However, for sensitivity, specificity, positive predictive value and negative predictive value, there were no significant differences for WB-DWI vs PET/CT (99.3% and 83.9%, 64.9% and 94.8%, 63.6% and 54.2%, 98.1% and 65.3%, respectively). The ADC value for MM lesions was significantly lower than that for false-positive lesions (p < 0.001). Receiver operating curve (ROC) curve analysis showed that the AUC was 0.846, and when the cut-off value was 0.745×10 -3 mm 2 /s, the sensitivity and specificity were 86.0% and 82.4%, respectively, which distinguished MM lesions from non-MM lesions. CONCLUSION WB-DWI may be a useful tool for the diagnosis of MM bone disease due to to higher overall accuracy and measurements of ADC values compared with PET/CT.


2019 ◽  
Vol 2019 ◽  
pp. 1-7 ◽  
Author(s):  
Konuralp Yakar

Aim. To compare the clinical performance of the Spot Vision Screener used to detect amblyopia risk factors (ARFs) in children before and after induction of cycloplegia; the children were referred because they met the screening criteria of the American Association for Pediatric Ophthalmology and Strabismus (AAPOS). Methods. The Spot Vision Screener and a standard autorefractometer were used to examine 200 eyes of 100 children aged 3–10 years, before and after cycloplegia induction, in terms of ARFs. Sensitivity, specificity, and positive and negative predictive values for the detection of significant refractive errors were measured using the AAPOS referral criteria. It was explored that Spot Screener data were affected by cycloplegia. The extent of agreement between cycloplegic/noncycloplegic photoscreening data and cycloplegic autorefraction measurements was assessed using Wilcoxon and Spearman correlation analyses. Results. The Spot’s sensitivity was improved from 60.9% to 85.3% and specificity from 94.9% to 87.4% with cycloplegia compared to cycloplegic standard autorefractometer results. The positive predictive value of Spot was 75.7%, and the negative predictive value was 90.4% without cycloplegia. With cycloplegia, the positive predictive value of Spot was 63.6% and the negative predictive value was 95.8%. Conclusions. The Spot Screener afforded moderate sensitivity and high specificity prior to cycloplegia. The sensitivity and negative predictive value improved after induction of cycloplegia. Examiners should be aware of the effects of cycloplegia on their findings.


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