Sami Nikkonen

Excessive daytime sleepiness is associated with relative delta frequency power among patients with mild OSA

Howarth, Timothy; Tashakori, Masoumeh; Karhu, Tuomas; Rusanen, Matias; Pitkänen, Henna; Oksenberg, Arie; Nikkonen, Sami. 2024. Frontiers in neurology. 15: . 1367860

Interhemispheric differences of electroencephalography signal characteristics in different sleep stages

Tashakori, Masoumeh; Rusanen, Matias; Karhu, Tuomas; Grote, Ludger; Nath, Rajdeep Kumar; Leppänen, Timo; Nikkonen, Sami. 2024. Sleep medicine. 117: 201-208

Respiratory event index underestimates severity of sleep apnea compared to apnea-hypopnea index

Pitkänen, Minna; Nath, Rajdeep Kumar; Korkalainen, Henri; Nikkonen, Sami; Mahamid, Alaa; Oksenberg, Arie; Duce, Brett; Töyräs, Juha; Kainulainen, Samu; Leppänen, Timo. 2024. Sleep advances. 5: . zpad054

Morbid obesity influences the nocturnal electrocardiogram wave and interval durations among suspected sleep apnea patients

Kainulainen, Samu; Suni, Aaron; Lipponen, Jukka A; Kulkas, Antti; Duce, Brett; Korkalainen, Henri; Nikkonen, Sami; Sillanmäki, Saara. 2023. Annals of noninvasive electrocardiology. 2024; 29:

Multicentre sleep-stage scoring agreement in the Sleep Revolution project

Nikkonen, Sami; Somaskandhan, Pranavan; Korkalainen, Henri; Kainulainen, Samu; Terrill, Philip I; Gretarsdottir, Heidur; Sigurdardottir, Sigridur; Olafsdottir, Kristin Anna; Islind, Anna Sigridur; oskarsdottir, Maria; Arnardottir, Erna Sif; Leppänen, Timo. 2023. Journal of sleep research. [Epub ahead of print 13 June 2023]:

Multi‐centre arousal scoring agreement in the Sleep Revolution

Pitkänen, Henna; Nikkonen, Sami; Rissanen, Marika; Islind, Anna Sigridur; Gretarsdottir, Heidur; Arnardottir, Erna Sif; Leppänen, Timo; Korkalainen, Henri. 2023. Journal of sleep research. [Epub ahead of print 26 Dec 2023]: . e14127

Obstructive Sleep Apnea Patients With Atrial Arrhythmias Suffer From Prolonged Recovery From Desaturations

Rissanen, Marika; Korkalainen, Henri; Duce, Brett; Sillanmaki, Saara; Pitkanen, Henna; Suni, Aaron; Nikkonen, Sami; Kulkas, Antti; Toyras, Juha; Leppanen, Timo; Kainulainen, Samu. 2023. IEEE transactions on biomedical engineering. 70: 2122-2130

Reaction time in psychomotor vigilance task is related to hypoxic load in males with sleep apnea

Pahari, Purbanka; Korkalainen, Henri; Karhu, Tuomas; Arnardottir, Erna Sif; Töyräs, Juha; Leppänen, Timo; Nikkonen, Sami. 2023. Journal of sleep research. [First published: 13 July 2023]: 1-11

Review and perspective on sleep-disordered breathing research and translation to clinics

Korkalainen, Henri; Kainulainen, Samu; Islind, Anna Sigridur; Óskarsdóttir, María; Strassberger, Christian; Nikkonen, Sami; Töyräs, Juha; Kulkas, Antti; Grote, Ludger; Hedner, Jan; Sund, Reijo; Hrubos-Strom, Harald; Saavedra, Jose M.; Ólafsdóttir, Kristín Anna; Ágústsson, Jón S.; Terrill, Philip I.; McNicholas, Walter T.; Arnardóttir, Erna Sif; Leppänen, Timo. 2023. Sleep medicine reviews. 2024; 73:

Towards a Deeper Understanding of Sleep Stages through their Representation in the Latent Space of Variational Autoencoders

Biedebach, Luka; Rusanen, Matias; Pórðarson, Benedikt Hólm; Arnardóttir, Erna Sif; Óskarsdóttir, María; Nikkonen, Sami; Korkalainen, Henri; Myllymaa, Sami; Töyräs, Juha; Kainulainen, Samu; Leppänen, Timo; Islind, Anna Sigridur. Teoksessa: Bui, Tung(toim.) , 2023. Proceedings of the 56th Annual Hawaii International Conference on System Sciences. s. 3111-3120. Hawaii International Conference on System Sciences

Utilizing Envelope Analysis of a Nasal Pressure Signal for Sleep Apnea Severity Estimation

Varis, Mikke; Karhu, Tuomas; Leppänen, Timo; Nikkonen, Sami. 2023. Diagnostics. 13:

A Comparison of Signal Combinations for Deep Learning-Based Simultaneous Sleep Staging and Respiratory Event Detection

Huttunen, Riku; Leppanen, Timo; Duce, Brett; Arnardottir, Erna S.; Nikkonen, Sami; Myllymaa, Sami; Toyras, Juha; Korkalainen, Henri. 2022. IEEE transactions on biomedical engineering. [Date of Publication: 28 November 2022]: 1-12

ABOSA – Freely available automatic blood oxygen saturation signal analysis software: Structure and validation

Karhu, Tuomas; Leppänen, Timo; Töyräs, Juha; Oksenberg, Arie; Myllymaa, Sami; Nikkonen, Sami. 2022. Computer methods and programs in biomedicine. 226:

Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG

Leino, Akseli; Korkalainen, Henri; Kalevo, Laura; Nikkonen, Sami; Kainulainen, Samu; Ryan, Alexander; Duce, Brett; Sipila, Kirsi; Ahlberg, Jari; Sahlman, Johanna; Miettinen, Tomi; Westeren-Punnonen, Susanna; Mervaala, Esa; Toyras, Juha; Myllymaa, Sami; Leppanen, Timo; Myllymaa, Katja. 2022. IEEE access. 10: 26554-26566

Desaturation event scoring criteria affect the perceived severity of nocturnal hypoxic load

Karhu, Tuomas; Leppänen, Timo; Korkalainen, Henri; Myllymaa, Sami; Duce, Brett; Töyräs, Juha; Nikkonen, Sami. 2022. Sleep medicine. 100: 479-486

Novel oxygen desaturation parameters are associated with cardiac troponin I: Data from the Akershus Sleep Apnea Project

Sigurdardottir, Fjola D.; Øverby, Caroline Tonje; Nikkonen, Sami; Karhu, Tuomas; Dammen, Toril; Nordhus, Inger Hilde; Thorshov, Thea; Einvik, Gunnar; Kainulainen, Samu; Leppänen, Timo; Arnardottir, Erna Sif; Töyräs, Juha; Omland, Torbjørn; Hrubos‐Strøm, Harald. 2022. Journal of sleep research. 31: . e13581

Obstructive sleep apnea‐related intermittent hypoxaemia is associated with impaired vigilance

Pahari, Purbanka; Korkalainen, Henri; Karhu, Tuomas; Rissanen, Marika; Arnardottir, Erna Sif; Hrubos‐Strøm, Harald; Duce, Brett; Töyräs, Juha; Leppänen, Timo; Nikkonen, Sami. 2022. Journal of sleep research. [First published: 08 December 2022]:

Pulse Oximetry: The Working Principle, Signal Formation, and Applications

Leppänen, Timo; Kainulainen, Samu; Korkalainen, Henri; Sillanmäki, Saara; Kulkas, Antti; Töyräs, Juha; Nikkonen, Sami. Teoksessa: Penzel, T; Hornero, R(toim.) , 2022. Advances in the Diagnosis and Treatment of Sleep Apnea. s. 205-218. Springer

QTc prolongation is associated with severe desaturations in stroke patients with sleep apnea

Sillanmäki, Saara; Lipponen, Jukka A; Korkalainen, Henri; Kulkas, Antti; Leppänen, Timo; Nikkonen, Sami; Töyräs, Juha; Duce, Brett; Suni, Aaron; Kainulainen, Samu. 2022. Bmc pulmonary medicine. 22: . 204

STAR sleep recording export software for automatic export and anonymization of sleep studies

Nikkonen, Sami; Korkalainen, Henri; Töyräs, Juha; Leppänen, Timo. 2022. Scientific reports. 12: . 15859

Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network

Nikkonen, Sami; Korkalainen, Henri; Leino, Akseli; Myllymaa, Sami; Duce, Brett; Leppänen, Timo; Töyräs, Juha. 2021. IEEE journal of biomedical and health informatics. 25: 2917-2927

Diabetes and cardiovascular diseases are associated with the worsening of intermittent hypoxaemia

Karhu, T; Myllymaa, S; Nikkonen, S; Mazzotti, DR; Kulkas, A; Töyräs, J; Leppänen, T. 2021. Journal of sleep research. 2022; 31: e13441

Longer and Deeper Desaturations Are Associated With the Worsening of Mild Sleep Apnea: The Sleep Heart Health Study

Karhu, Tuomas; Myllymaa, Sami; Nikkonen, Sami; Mazzotti, Diego R; Töyräs, Juha; Leppänen, Timo. 2021. Frontiers in neuroscience. 15: 657126

Neural network analysis of nocturnal SpO2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease

Leino, Akseli; Nikkonen, Sami; Kainulainen, Samu; Korkalainen, Henri; Töyräs, Juha; Myllymaa, Sami; Leppänen, Timo; Ylä-Herttuala, Salla; Westeren-Punnonen, Susanna; Muraja-Murro, Anu; Jäkälä, Pekka; Mervaala, Esa; Myllymaa, Katja. 2021. Sleep medicine. 79: 71-78

Self-Applied Home Sleep Recordings: The Future of Sleep Medicine

Korkalainen, Henri; Nikkonen, Sami; Kainulainen, Samu; Dwivedi, Amit Krishna; Myllymaa, Sami; Leppänen, Timo; Töyräs, Juha. 2021. Sleep medicine clinics. 16: 545-556

Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea

Korkalainen, H; Aakko, J; Duce, B; Kainulainen, S; Leino, A; Nikkonen, S; Afara, I O; Myllymaa, S; Töyräs, J; Leppänen, T. 2020. Sleep. 43: zsaa098

Estimating daytime sleepiness with previous night EEG, EOG and EMG spectrograms in patients with suspected sleep apnea using a convolutional neural network

Nikkonen, Sami; Korkalainen, Henri; Kainulainen, Samu; Myllymaa, Sami; Leino, Akseli; Kalevo, Laura; Oksenberg, Arie; Leppänen, Timo; Töyräs, Juha. 2020. Sleep. 43: zsaa106

Longer apneas and hypopneas are associated with greater ultra-short-term HRV in obstructive sleep apnea

Hietakoste, Salla; Korkalainen, Henri; Kainulainen, Samu; Sillanmäki, Saara; Nikkonen, Sami; Myllymaa, Sami; Duce, Brett; Töyräs, Juha; Leppänen, Timo. 2020. Scientific reports. 10: 21556

Novel computational tools for enhanced diagnostics of obstructive sleep apnea

Nikkonen, Sami. 2020. Publications of the University of Eastern Finland. Dissertations in Forestry and Natural Sciences

Power spectral densities of nocturnal pulse oximetry signals differ in OSA patients with and without daytime sleepiness

Kainulainen, Samu; Töyräs, Juha; Oksenberg, Arie; Korkalainen, Henri; Afara, Isaac O; Leino, Akseli; Kalevo, Laura; Nikkonen, Sami; Gadoth, Natan; Kulkas, Antti; Myllymaa, Sami; Leppänen, Timo. 2020. Sleep medicine. 73: 231-237

Accurate Deep Learning-Based Sleep Staging in a Clinical Population with Suspected Obstructive Sleep Apnea

Korkalainen, Henri; Aakko, Juhani; Nikkonen, Sami; Kainulainen, Samu; Leino, Akseli; Duce, Brett; Afara, Isaac Oluwaseun; Myllymaa, Sami; Töyräs, Juha; Leppänen, Timo. 2019. IEEE journal of biomedical and health informatics. 24: 2073-2081

Artificial neural network analysis of the oxygen saturation signal enables accurate diagnostics of sleep apnea

Nikkonen, S; Afara, IO; Leppänen, T; Töyräs, J. 2019. Scientific reports. 9: 13200

Intra-night variation in apnea-hypopnea index affects diagnostics and prognostics of obstructive sleep apnea

Nikkonen, S; Töyräs, J; Mervaala, E; Myllymaa, S; Terrill, P; Leppänen, T. 2019. Sleep and breathing. 2020; 24: 379-386

Mortality-risk-based apnea-hypopnea index thresholds for diagnostics of obstructive sleep apnea

Korkalainen, H; Töyräs, J; Nikkonen, S; Leppänen, T. 2019. Journal of sleep research. 28: e12855

Required CPAP usage time to normalize AHI in obstructive sleep apnea patients: a simulation study

Kulkas, Antti; Leppänen, Timo; Nikkonen, Sami; Oksenberg, Arie; Duce, Brett; Mervaala, Esa; Töyräs, Juha. 2018. Physiological measurement. 39: 115009

Simulation of Required CPAP Usage to Normalize AHI in Obstructive Sleep Apnea Patients

Kulkas, Antti; Nikkonen, Sami; Töyräs, Juha; Mervaala, Esa; Leppänen, Timo. Teoksessa: Lhotska, L; Sukupova, L; Lackovic, I; Ibbott, G(toim.) , 2018. World Congress on Medical Physics and Biomedical Engineering 2018, June 3-8, 2018, Prague, Czech Republic (Vol.2). s. 129-132. Springer

Tarkenna hakuasi

Tutkimusryhmät

Julkaisut

Excessive daytime sleepiness is associated with relative delta frequency power among patients with mild OSA

Interhemispheric differences of electroencephalography signal characteristics in different sleep stages

Respiratory event index underestimates severity of sleep apnea compared to apnea-hypopnea index

Morbid obesity influences the nocturnal electrocardiogram wave and interval durations among suspected sleep apnea patients

Multicentre sleep-stage scoring agreement in the Sleep Revolution project

Multi‐centre arousal scoring agreement in the Sleep Revolution

Obstructive Sleep Apnea Patients With Atrial Arrhythmias Suffer From Prolonged Recovery From Desaturations

Reaction time in psychomotor vigilance task is related to hypoxic load in males with sleep apnea

Review and perspective on sleep-disordered breathing research and translation to clinics

Towards a Deeper Understanding of Sleep Stages through their Representation in the Latent Space of Variational Autoencoders

Utilizing Envelope Analysis of a Nasal Pressure Signal for Sleep Apnea Severity Estimation

A Comparison of Signal Combinations for Deep Learning-Based Simultaneous Sleep Staging and Respiratory Event Detection

ABOSA – Freely available automatic blood oxygen saturation signal analysis software: Structure and validation

Deep Learning Enables Accurate Automatic Sleep Staging Based on Ambulatory Forehead EEG

Desaturation event scoring criteria affect the perceived severity of nocturnal hypoxic load

Novel oxygen desaturation parameters are associated with cardiac troponin I: Data from the Akershus Sleep Apnea Project

Obstructive sleep apnea‐related intermittent hypoxaemia is associated with impaired vigilance

Pulse Oximetry: The Working Principle, Signal Formation, and Applications

QTc prolongation is associated with severe desaturations in stroke patients with sleep apnea

STAR sleep recording export software for automatic export and anonymization of sleep studies

Automatic Respiratory Event Scoring in Obstructive Sleep Apnea Using a Long Short-Term Memory Neural Network

Diabetes and cardiovascular diseases are associated with the worsening of intermittent hypoxaemia

Longer and Deeper Desaturations Are Associated With the Worsening of Mild Sleep Apnea: The Sleep Heart Health Study

Neural network analysis of nocturnal SpO2 signal enables easy screening of sleep apnea in patients with acute cerebrovascular disease

Self-Applied Home Sleep Recordings: The Future of Sleep Medicine

Deep learning enables sleep staging from photoplethysmogram for patients with suspected sleep apnea

Estimating daytime sleepiness with previous night EEG, EOG and EMG spectrograms in patients with suspected sleep apnea using a convolutional neural network

Longer apneas and hypopneas are associated with greater ultra-short-term HRV in obstructive sleep apnea

Novel computational tools for enhanced diagnostics of obstructive sleep apnea

Power spectral densities of nocturnal pulse oximetry signals differ in OSA patients with and without daytime sleepiness

Accurate Deep Learning-Based Sleep Staging in a Clinical Population with Suspected Obstructive Sleep Apnea

Artificial neural network analysis of the oxygen saturation signal enables accurate diagnostics of sleep apnea

Intra-night variation in apnea-hypopnea index affects diagnostics and prognostics of obstructive sleep apnea

Mortality-risk-based apnea-hypopnea index thresholds for diagnostics of obstructive sleep apnea

Required CPAP usage time to normalize AHI in obstructive sleep apnea patients: a simulation study

Simulation of Required CPAP Usage to Normalize AHI in Obstructive Sleep Apnea Patients