@article{olsen2020robust,
title={Robust, ECG-based detection of Sleep-disordered breathing in large population-based cohorts},
author={Olsen, Mads and Mignot, Emmanuel and Jennum, Poul Jorgen and Sorensen, Helge Bjarup Dissing},
journal={Sleep},
volume={43},
number={5},
pages={zsz276},
year={2020},
publisher={Oxford University Press US}
}
@article{xie2023use,
title={The use of respiratory effort improves an ECG-based deep learning algorithm to assess sleep-disordered breathing},
author={Xie, Jiali and Fonseca, Pedro and van Dijk, Johannes P and Long, Xi and Overeem, Sebastiaan},
journal={Diagnostics},
volume={13},
number={13},
pages={2146},
year={2023},
publisher={MDPI}
}
@article{xie2024multi,
title={A multi-task learning model using RR intervals and respiratory effort to assess sleep disordered breathing},
author={Xie, Jiali and Fonseca, Pedro and van Dijk, Johannes and Overeem, Sebastiaan and Long, Xi},
journal={BioMedical Engineering OnLine},
volume={23},
number={1},
pages={45},
year={2024},
publisher={Springer}
}
@article{fonseca2024estimating,
title={Estimating the severity of obstructive sleep apnea using ECG, respiratory effort and neural networks},
author={Fonseca, Pedro and Ross, Marco and Cerny, Andreas and Anderer, Peter and Schipper, Fons and Grassi, Angela and van Gilst, Merel and Overeem, Sebastiaan},
journal={IEEE Journal of Biomedical and Health Informatics},
year={2024},
publisher={IEEE}
}
@article{li2023deep,
title={A deep learning model developed for sleep apnea detection: A multi-center study},
author={Li, Fan and Xu, Yan and Chen, Junjun and Lu, Ping and Zhang, Bin and Cong, Fengyu},
journal={Biomedical Signal Processing and Control},
volume={85},
pages={104689},
year={2023},
publisher={Elsevier}
}
@article{yook2024deep,
title={Deep learning of sleep apnea-hypopnea events for accurate classification of obstructive sleep apnea and determination of clinical severity},
author={Yook, Soonhyun and Kim, Dongyeop and Gupte, Chaitanya and Joo, Eun Yeon and Kim, Hosung},
journal={Sleep Medicine},
volume={114},
pages={211--219},
year={2024},
publisher={Elsevier}
}
@article{lazazzera2020detection,
title={Detection and classification of sleep apnea and hypopnea using PPG and SpO $ \_2 $ signals},
author={Lazazzera, Remo and Deviaene, Margot and Varon, Carolina and Buyse, Bertien and Testelmans, Dries and Laguna, Pablo and Gil, Eduardo and Carrault, Guy},
journal={IEEE Transactions on Biomedical Engineering},
volume={68},
number={5},
pages={1496--1506},
year={2020},
publisher={IEEE}
}
@inproceedings{wu2024transformer,
title={A Transformer-Based Deep Learning Model for Sleep Apnea Detection and Application on RingConn Smart Ring},
author={Wu, Zetong and Wu, Hao and Fang, Kaiqun and Sze, Keith Siu-Fung and Feng, Qianjin},
booktitle={2024 IEEE International Symposium on Circuits and Systems (ISCAS)},
pages={1--5},
year={2024},
organization={IEEE}
}
@article{benjafield2019estimation,
title={Estimation of the global prevalence and burden of obstructive sleep apnoea: a literature-based analysis},
author={Benjafield, Adam V and Ayas, Najib T and Eastwood, Peter R and Heinzer, Raphael and Ip, Mary SM and Morrell, Mary J and Nunez, Carlos M and Patel, Sanjay R and Penzel, Thomas and P{\'e}pin, Jean-Louis and others},
journal={The Lancet respiratory medicine},
volume={7},
number={8},
pages={687--698},
year={2019},
publisher={Elsevier}
}
@article{dempsey2010dempsey,
title={Dempsey JA, Veasey SC, Morgan BJ, O'Donnell CP. Pathophysiology of Sleep Apnea. Physiol Rev 90: 47-112, 2010},
author={Dempsey, JA and Veasey, SC and Morgan, BJ and O'DONNELL, Cp},
journal={Physiological reviews},
volume={90},
number={2},
pages={797--798},
year={2010},
publisher={American Physiological Society}
}
@article{patil2007adult,
title={Adult obstructive sleep apnea: pathophysiology and diagnosis},
author={Patil, Susheel P and Schneider, Hartmut and Schwartz, Alan R and Smith, Philip L},
journal={Chest},
volume={132},
number={1},
pages={325--337},
year={2007},
publisher={Elsevier}
}
@article{young2002epidemiology,
title={Epidemiology of obstructive sleep apnea: a population health perspective},
author={Young, Terry and Peppard, Paul E and Gottlieb, Daniel J},
journal={American journal of respiratory and critical care medicine},
volume={165},
number={9},
pages={1217--1239},
year={2002},
publisher={American Thoracic Society}
}
@article{gould2012sleep,
title={The sleep hypopnea syndrome},
author={Gould, GA and Whyte, KF and Rhind, GB and Airlie, MAA and Catterall, JR and Shapiro, CM and Douglas, NJ},
journal={American Review of Respiratory Disease},
year={2012},
publisher={American Lung Association}
}
@article{toussaint1995first,
title={First-night effect in normal subjects and psychiatric inpatients},
author={Toussaint, Michel and Luthringer, Remy and Schaltenbrand, Nicolas and Carelli, Gabriella and Lainey, Eric and Jacqmin, Anne and Muzet, Alain and Macher, Jean-Paul},
journal={Sleep},
volume={18},
number={6},
pages={463--469},
year={1995},
publisher={Oxford University Press}
}
@article{young1997estimation,
title={Estimation of the clinically diagnosed proportion of sleep apnea syndrome in middle-aged men and women},
author={Young, Terry and Evans, Linda and Finn, Laurel and Palta, Mari and others},
journal={Sleep},
volume={20},
number={9},
pages={705--706},
year={1997}
}
@inproceedings{papini2018generalizability,
title={On the generalizability of ECG-based obstructive sleep apnea monitoring: merits and limitations of the Apnea-ECG database},
author={Papini, Gabriele B and Fonseca, Pedro and Margarito, Jenny and van Gilst, Merel M and Overeem, Sebastiaan and Bergmans, Jan WM and Vullings, Rik},
booktitle={2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
pages={6022--6025},
year={2018},
organization={IEEE}
}
@article{chen2015racial,
title={Racial/ethnic differences in sleep disturbances: the Multi-Ethnic Study of Atherosclerosis (MESA)},
author={Chen, Xiaoli and Wang, Rui and Zee, Phyllis and Lutsey, Pamela L and Javaheri, Sogol and Alc{\'a}ntara, Carmela and Jackson, Chandra L and Williams, Michelle A and Redline, Susan},
journal={Sleep},
volume={38},
number={6},
pages={877--888},
year={2015},
publisher={Oxford University Press}
}
@article{bakker2021estimating,
title={Estimating sleep stages using cardiorespiratory signals: validation of a novel algorithm across a wide range of sleep-disordered breathing severity},
author={Bakker, Jessie P and Ross, Marco and Vasko, Ray and Cerny, Andreas and Fonseca, Pedro and Jasko, Jeff and Shaw, Edmund and White, David P and Anderer, Peter},
journal={Journal of Clinical Sleep Medicine},
volume={17},
number={7},
pages={1343--1354},
year={2021},
publisher={American Academy of Sleep Medicine}
}
@inproceedings{ronneberger2015u,
title={U-net: Convolutional networks for biomedical image segmentation},
author={Ronneberger, Olaf and Fischer, Philipp and Brox, Thomas},
booktitle={Medical image computing and computer-assisted intervention--MICCAI 2015: 18th international conference, Munich, Germany, October 5-9, 2015, proceedings, part III 18},
pages={234--241},
year={2015},
organization={Springer}
}
@article{butler2019apnea,
title={Apnea--hypopnea event duration predicts mortality in men and women in the sleep heart health study},
author={Butler, Matthew P and Emch, Jeffery T and Rueschman, Michael and Sands, Scott A and Shea, Steven A and Wellman, Andrew and Redline, Susan},
journal={American journal of respiratory and critical care medicine},
volume={199},
number={7},
pages={903--912},
year={2019},
publisher={American Thoracic Society}
}
@article{vaswani2017attention,
title={Attention is all you need},
author={Vaswani, Ashish and Shazeer, Noam and Parmar, Niki and Uszkoreit, Jakob and Jones, Llion and Gomez, Aidan N and Kaiser, {\L}ukasz and Polosukhin, Illia},
journal={Advances in neural information processing systems},
volume={30},
year={2017}
}
@article{oktay2018attention,
title={Attention u-net: Learning where to look for the pancreas},
author={Oktay, Ozan and Schlemper, Jo and Folgoc, Loic Le and Lee, Matthew and Heinrich, Mattias and Misawa, Kazunari and Mori, Kensaku and McDonagh, Steven and Hammerla, Nils Y and Kainz, Bernhard and others},
journal={arXiv preprint arXiv:1804.03999},
year={2018}
}
@inproceedings{hu2018squeeze,
title={Squeeze-and-excitation networks},
author={Hu, Jie and Shen, Li and Sun, Gang},
booktitle={Proceedings of the IEEE conference on computer vision and pattern recognition},
pages={7132--7141},
year={2018}
}
@incollection{anderer2022automated,
title={Automated scoring of sleep and associated events},
author={Anderer, Peter and Ross, Marco and Cerny, Andreas and Shaw, Edmund},
booktitle={Advances in the Diagnosis and Treatment of Sleep Apnea: Filling the Gap Between Physicians and Engineers},
pages={107--130},
year={2022},
publisher={Springer}
}
@book{troester2023aasm,
title={The AASM manual for the scoring of sleep and associated events: rules, terminology and technical specifications},
author={Troester, Matthew M and Quan, Stuart F and Berry, Richard B and American Academy of Sleep Medicine and others},
year={2023},
publisher={American Academy of Sleep Medicine}
}
@article{quan1997sleep,
title={The sleep heart health study: design, rationale, and methods},
author={Quan, Stuart F and Howard, Barbara V and Iber, Conrad and Kiley, James P and Nieto, F Javier and O'Connor, George T and Rapoport, David M and Redline, Susan and Robbins, John and Samet, Jonathan M and others},
journal={Sleep},
volume={20},
number={12},
pages={1077--1085},
year={1997},
publisher={Oxford University Press}
}
@article{van2019protocol,
title={Protocol of the SOMNIA project: an observational study to create a neurophysiological database for advanced clinical sleep monitoring},
author={van Gilst, Merel M and van Dijk, Johannes P and Krijn, Roy and Hoondert, Bertram and Fonseca, Pedro and van Sloun, Ruud JG and Arsenali, Bruno and Vandenbussche, Nele and Pillen, Sigrid and Maass, Henning and others},
journal={BMJ open},
volume={9},
number={11},
pages={e030996},
year={2019},
publisher={British Medical Journal Publishing Group}
}