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Acoustic analysis of snoring sound in patients with simple snoring and obstructive sleep apnoea

Mañanas Villanueva, Miguel Ángel,Abad Capa, Jordi,Jané Campos, Raimon,Riera, M.,Mañanas Villanueva, Miguel Ángel Morera, Josep,Caminal, Pere,Rodenstein, Daniel,Morera, Josep

Abstract

Snoring, a symptom which may indicate the presence of the obstructive sleep apnoea syndrome (OSA), is also common in the general population. Recent studies have suggested that the acoustic characteristics of snoring sound may differ between simple snorers and OSA patients. We have studied a small number of patients with simple snoring and OSA, analysing the acoustic characteristics of the snoring sound. Seventeen male patients, 10 with OSA (apnoea/hypopnoea index (AHI) 26.2 events x h(-1)) and seven simple snorers (AHI 3.8 events x h(-1)), were studied. Full night polysomnography was performed and the snoring sound power spectrum was analysed. Spectral analysis of snoring sound showed the existence of two different patterns. The first pattern was characterized by the presence of a fundamental frequency and several harmonics. The second pattern was characterized by a low frequency peak with the sound energy scattered on a narrower band of frequencies, but without clearly identified harmonics. The seven simple snorers and two of the 10 patients with OSA (AIH 13 and 14 events x h(-1), respectively) showed the first pattern. The rest of the OSA patients showed the second pattern. The peak frequency of snoring was significantly lower in OSA patients, with all but one OSA patient and only one simple snorer showing a peak frequency below 150 Hz. A significant negative correlation was found between AHI and peak and mean frequencies of the snoring power spectrum (p<0.0016 and p<0.0089, respectively). In conclusion, this study demonstrates significant differences in the sound power spectrum of snoring sound between subjects with simple snoring and obstructive sleep apnoea patients

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Eu Respi J, 1996, 9, 2365–2370 DOI: 10.1183/09031936.96.09112365 P in ed in UK - all igh s ese ed Copy igh ERS Jou nals L d 1996 Eu opean Respi a o y Jou nal ISSN 0903 - 1936 AAccoouuss iicc aannaallyyssiiss oo ssnnoo iinngg ssoouunndd iinn ppaa iieenn ss wwii hh ssiimmppllee ssnnoo -- iinngg aanndd oobbss uucc ii ee sslleeeepp aappnnooeeaa J.A. Fiz*, J. Abad*, R. Jané**, M. Rie a*, M.A. Mañanas**, P. Caminal**, D. Rodens ein+, J. Mo e a* Acous ic analysis o sno ing sound in pa ien s wi h simple sno ing and obs uc i e sleep apnoea. J.A. Fiz, J. Abad, R. Jané, M. Rie a, M.A. Mañanas, P. Caminal, D. Rodens ein, J. Mo e a. ©ERS Jou nals L d 1996. ABSTRACT: Sno ing, a symp om which may indica e he p esence o he obs uc- i e sleep apnoea synd ome (OSA), is also common in he gene al popula ion. Recen s udies ha e sugges ed ha he acous ic cha ac e is ics o sno ing sound may di e be ween simple sno e s and OSA pa ien s. We ha e s udied a small numbe o pa ien s wi h simple sno ing and OSA, analysing he acous ic cha ac- e is ics o he sno ing sound. Se en een male pa ien s, 10 wi h OSA (apnoea/hypopnoea index (AHI) 26.2 e en s·h-1) and se en simple sno e s (AHI 3.8 e en s·h-1), we e s udied. Full nigh polysomnog aphy was pe o med and he sno ing sound powe spec um was ana- lysed. Spec al analysis o sno ing sound showed he exis ence o wo di e en pa - e ns. The i s pa e n was cha ac e ized by he p esence o a undamen al e- quency and se e al ha monics. The second pa e n was cha ac e ized by a low equency peak wi h he sound ene gy sca e ed on a na owe band o equen- cies, bu wi hou clea ly iden i ied ha monics. The se en simple sno e s and wo o he 10 pa ien s wi h OSA (AIH 13 and 14 e en s·h-1, espec i ely) showed he i s pa e n. The es o he OSA pa ien s showed he second pa e n. The peak equency o sno ing was signi ican ly lowe in OSA pa ien s, wi h all bu one OSA pa ien and only one simple sno e showing a peak equency below 150 Hz A signi ican nega i e co ela ion was ound be ween AHI and peak and mean equencies o he sno ing powe spec um (p<0.0016 and p<0.0089, espec i ely). In conclusion, his s udy demons a es signi ican di e ences in he sound powe spec um o sno ing sound be ween subjec s wi h simple sno ing and obs uc i e sleep apnoea pa ien s. Eu Respi J., 1996, 9, 2365–2370. *Se ei de Pneumologia, Hospi al Uni e si a io Ge mans T ias i Pujol, Badalona, Spain. **Ins i u o de Cibe né ica (UPC), Ba celona, Spain. +Cliniques Uni e si ai es Sain Luc, Uni e si é Ca holique de Lou ain, B ussels, Belgium. Co espondence: J.A. Fiz Se ei de Pneumologia Hospi al Ge mans T ias i Pujol Ca e e a del Canye s/n 08916 Badalona Ba celona Spain Keywo ds: Acous ic analysis obs uc i e sleep apnoea sno e Recei ed: Ap il 10 1995 Accep ed a e e ision June 20 1996 This wo k was suppo ed by g an 94/0625 FIS (Spain). In he las 15 y s, sno ing has en e ed he ealm o clinical medicine. Sno ing may dis u b he social and amily li e o he sno e , who is unawa e ha he sno es. Sno ing is a p e alen symp om, and abou 50% o he adul popula ion sno es equen ly [1, 2]. One o i e pe cen o he adul male popula ion su e om he sleep apnoea synd ome, in which sno ing is a dominan symp om. Se e al ea men s exis o simple sno ing and o obs uc i e sleep apnoea (OSA), many o hem mu ila ing o in asi e. Recen s udies ha e sugges ed ha he acous ic cha ac e is ics o sno ing may di e be ween simple sno e s and pa ien s wi h OSA. Heal hy simple sno e s, wi hou apnoea episodes, showed a powe spec um o sno ing signal wi h a ha monic s uc- u e and a undamen al equency ha anged 110–190 Hz [3]. In sno ing pa ien s wi h OSA, equency com- ponen s highe han 800 Hz we e ound [4]. We ha e s udied a small numbe o pa ien s wi h sim- ple sno ing o OSA, and analysed he acous ic cha ac- e is ics o he sno ing sound as well as he pa e n o espi a o y dis u bances du ing sleep. Ma e ial and me hods Se en een li elong nonsmoking male pa ien s om he sleep diso de s clinic o he Ge mans T ias i Pujol hospi al in Badalona we e s udied. Ten o he subjec s we e diagnosed as ha ing OSA and se en as ha ing simple sno ing. Lung unc ion es s we e pe o med using a spi o- me e (PFT Ho izon Sys em) [5]. Re e ence alues we e hose o ROCA e al. [6]. A e ial blood gas alues we e measu ed using a blood gas analyse (Radiome e ABL). Full nigh polysomnog aphy was pe o med acco d- ing o s anda d me hods [7]. Sleep analysis was pe - o med by isual inspec ion using RECHTSCHAFFEN and KALES [7] pape sco ing. Elec oencephalog am (EEG), elec o-oculog am (EOG) and chin elec omyog am (EMG) we e ob ained om su ace elec odes. Tho acic and abdominal espi a o y mo emen s, as well as hei sum, we e ob ained using a induc i e ple hysmog aph (Respi- ace NIMS, Miami, USA). Calib a ion was pe o med by means o a d y spi ome e (S3371; Senso Medics, J.A. FIZ ET AL. 2366 Table 1. – An h opome ic and espi a o y unc ion da a o subjec s wi h simple sno ing and pa ien s wi h obs uc- i e sleep apnoea Simple sno ing OSA Age y s 46±13 51±6 Heigh cm 171±9 166±7 Weigh kg 87±22 91±21 BMI kg·m-2 29.7±7.2 32.9±7.6 FVC L 4.4±1.1 3.5±0.6 % p ed 90±18 83±13 FEV1L 3.5±1.1 2.8±0.7 % p ed 93±20 85±17 FEV1/FVC % 81±3 78±8 Pa,O2kPa 12.2±0.8 10.6±2.1 mmHg 91.3±5.5 79.7±16.0 Pa,CO2kPa 5.0±0.3 5.4±1.0 mmHg 37.2±2.6 40.2±7.8 Sa,O2% 96±1 94±6 pH 7.37±0.0 7.39±0.0 Values a e p esen ed as mean±SD. FVC: o ced i al capaci y; BMI: body mass index; % p ed: pe cen age o p edic ed alue; FEV1: o ced expi a o y olume in one second; Pa,O2: a e ial oxygen ension; Pa,CO2: a e ial ca bon dioxide ension; Sa,O2: a e ial oxygen sa u a ion. Table 2. – Sleep pa ame e s o subjec s wi h simple sno ing and pa ien s wi h obs uc i e sleep apnoea (OSA) Simple sno ing OSA TST min 268±66 315±68 Awake % o TST 23±13 10±8* S age 1 % o TST 41±18 28±17 S age 2 % o TST 28±18 51±16 S age 3&4 % o TST 1.3±3.3 0.3±0.9 REM % o TST 4.7±4.6 10.8±11.7 Lowe Sa,O2% 92±4 80±15 Mean Sa,O2% 95±2 90±6 AHI e en s·h-1 3.8±1.7 26.2±20.1 Maximum du a ion o e en s s 26.7±16.5 42.7±27.3 Mean du a ion o e en s s 17.7±3.7 20.5±3.9 Values a e p esen ed as mean±SD. TST: o al sleep ime; REM: apid eye mo emen (sleep); Sa,O2: a e ial oxygen sa - u a ion; AHI: apnoea/hypopnoea index *:p<0.05, o com- pa isons be ween g oups (Kolmogo o -Smi no nonpa ame ic es ). Anaheim, USA). A e ial oxygen sa u a ion (Sa,O2) was measu ed using a pulse oxime e (Oxy Shu le; Senso Medics, USA) wi h a inge p obe. O onasal low was assessed using he mis o s. All he signals we e eco d- ed on pape using a Senso medics eco de . In addi ion o he abo e, a minia u e mic ophone (MKE 3010; SennHeise , Ge many) was posi ioned upon he neck, 1 cm la e al o he median line a he le el o he c icoid ca ilage. The mic ophone was enclosed in a plas ic hemisphe e, 3 cm in diame e and lea ing a 1 cm dis ance be ween he mic ophone and he skin, a oiding di ec con ac wi h skin su ace. The hemisphe e was a a- ched o he skin using adhesi e ape. The mic ophone had a la equency esponse be ween 40 Hz and 30 kHz ( ield ansmission ac o in open loop: 10 m ·Pa-1 ±2.5 dB). An apnoea was de ined as he absence o ai low du - ing ≥10 s. Apnoeas we e classi ied as obs uc i e o cen al acco ding o he pe sis ency o absence o es- pi a o y mo emen s, accompanied by a all in Sa,O2o ≥4%. Hypopnoea was de ined as a educ ion in idal olume o ≥50% o hose eco ded du ing he p eced- ing i e b ea hs o longe han 10 s, accompanied by a all in Sa,O2o ≥4%. OSA was de ined as he p es- ence o mo e han 10 apnoeas/hypopnoeas·h-1 o sleep, and he o al numbe o episodes o apnoea and hypop- nea pe hou o sleep ep esen ed he apnoea/hypop- noea index (AHI). The sound signal was il e ed wi h a band-pass il e be ween 10 Hz and 6 kHz (KH 39188). The sound sig- nal oge he wi h he low signal o he he mis o , was s o ed using a ideo ape casse e (Racal V S o e CH) a a speed o 7.5 in·s-1. Flow and sound signals we e p ocessed using a pe sonal compu e (PC Compaq desk 368/20e) wi h a sampling equency o 12 kHz. Analysis was limi ed o S age 1 and 2 non- apid eye mo emen (REM) sleep. Sno ing and low signals we e synch onized by means o a digi al clock a ailable on ideo ape eco de . Th ee episodes o h ee consecu i e b ea hs wi h sno ing we e andomly analysed a e iden i ica ion o 10 pe iods o sno ing. Analysis was pe o med using he a e age o he h ee episodes. In pa ien s wi h OSA, sno ing co - esponded o he 1s , 2nd and 3 d b ea h a e an apnoea. Sno ing was iden i ied by lis ening o he sound. Fas Fou ie T ans o m (FFT) was used o calcula e sound spec a o he h ee successi e sound inspi a o y episo- des o sno ing. FFT was applied on 1,024 samples. Welch pe iodog am was applied using a Hanning win- dow wi h an o e lap o 50%. The ollowing pa ame e s we e measu ed: maximal equency ( max), de ined as he uppe equency con- aining 90% o he o al powe o he spec um; peak equency ( peak) de ined as he equency wi h he max- imum powe ; and mean equency ( mean) de ined as he equency including hal he o al powe o he spec- um. Ha monics we e de ined as b oad equency bands in he spec um analysis [3, 4] wi h a undamen al e- quency. Fo each pa ame e , he a iabili y was es i- ma ed by calcula ing he coe icien o a ia ion (CoV) indi idually o each subjec o pa ien . Compa isons we e pe o med using he nonpa ame ic Kolmogo o - Smi no es . Spea man's nonpa ame ic co ela ion co- e icien was used o e i y he ela ionship be ween sleep pa ame e s wi h acous ic spec al sound pa ame- e s. Resul s we e conside ed signi ican i he p- alue was lowe ha 0.05. Resul s Table 1 p esen s he an h opome ic as well as he lung unc ion and blood gas alues o he pa ien s. Pa ien s wi h OSA we e olde , and had somewha lowe alues o o ced i al capaci y (FVC), o ced expi a- o y olume in one second (FEV1) and a e ial oxygen ension (Pa,O2) han pa ien s wi h simple sno ing. How- e e , he e we e no s a is ically signi ican di e ences be ween g oups. Polysomnog aphic da a a e ep esen ed in able 2. Sleep a chi ec u e was abno mal in bo h g oups, wi h an excess o S ages 1 and 2 non-REM sleep and e y ACOUSTIC ANALYSIS OF SNORING 2367 Fig. 1. – Analysis o sno ing signal om a simple sno e . a) Signal (a bi a y uni s (au)) o i s b ea h; b) powe spec um (au) o i s b ea h; c) signal (au) o second b ea h; d) powe spec um (au) o second b ea h. The e is a undamen al equency and clea ly iden i- ied ha monics. Fig. 2. – Analysis o sno ing signal om an obs uc i e sleep apnoea (OSA) pa ien . a) Signal (a bi a y uni s (au)) o i s pos apnoeic sno e; b) powe spec um (au) o i s pos apnoeic sno e; c) signal (au) o second pos apnoeic sno e; d) powe spec um o second pos apnoeic sno e. Maximum ene gy is a ound he undamen al equency; no e ha he e a e no inden i iable ha monics. Signal au -0.4 -0.2 0 0.2 0.4 a) 00.2 0.4 0.6 0.8 11.2 1.4 1.6 1.8 2.0 Time s 1.5 1.0 0.5 0 Powe spec um au 100 200 300 1000 900 400 500 600 700 800 0 F equency Hz 0.6 0.4 0.2 0 -0.2 -0.4 00.5 1.0 1.5 2.0 2.5 Time s Signal au b) c) 0.1 0.2 0 Powe spec um au 100 200 300 1000 900 400 500 600 700 800 0 0.5 0.4 0.3 d) F equency Hz 2 1 0 -1 -2 00.2 0.4 0.6 0.8 1.0 1.2 Signal au Time s 2.5 2.0 1.5 1.0 0.5 00 100 200 300 400 500 600 700 800 900 F equency Hz Powe spec um au 0 -1 -2 1 2 Signal au 00.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 Time s 25 20 15 10 5 0 0 100 200 300 400 500 600 700 800 900 1000 F equency Hz a) b) c) d) 1000 Powe spec um au small amoun s o S ages 3 and 4 non-REM sleep. REM sleep was be e p ese ed. Spec al analysis o sno ing showed he exis ence o wo di e en pa e ns. The i s pa e n was cha ac e - ized by he p esence o a undamen al equency and se e al ha monics h ough a b oad equency band ( ig. 1). The second pa e n was cha ac e ized by he clea p edominance o sound ene gy sca e ed on a na owe band o equencies, bu wi hou clea ly iden i ied ha - monics ( ig. 2). The se en simple sno e s and wo o he 10 pa ien s wi h sleep apnoea showed he i s pa e n. The wo pa - ien s wi h he less se e e OSA showed he i s pa e n and had AHI o , espec i ely, 13 and 14 e en s·h-1 o sleep. The es o he pa ien s wi h OSA showed he second pa e n o sound spec um. Table 3 p esen s he a e age equency indices cal- cula ed o bo h g oups, as well as he mean o he indi- idual CoVs o each pa ame e . The e was a signi ican di e ence be ween pa ien s wi h simple sno ing and pa ien s wi h OSA in peak equency ( able 3). Using a h eshold o 150 Hz o he peak equency, all bu one o he pa ien s wi h OSA, bu only one subjec wi h sim- ple sno ing, showed alues below his h eshold. All o he o he indices showed a endency o lowe alues in pa ien s wi h OSA, bu he di e ences did no each s a is ical signi icance ( able 3). Signi ican nega i e co ela ions we e ound be ween he numbe o AHI·h-1 o sleep and he peak and mean equencies o he powe spec um ( ig. 3 and 4). Discussion In his s udy i was ound ha pa ien s wi h simple sno ing had a sno ing sound spec um cha ac e ized by a undamen al equency and he p esence o ha mon- ics. Sno ing analysis was pe o med on he i s b ea hs ollowing an apnoea in pa ien s wi h OSA. The pa e n dec ibed o simple sno e s was only a ely seen in pa - ien s wi h OSA, who ins ead seemed o ha e a spec- um cen ed a ound a undamen al equency wi hou ha monics. In addi ion, peak equency was lowe in pa ien s wi h sleep apnoea. A h eshold o 150 Hz bes iden i id pa ien s wi h sleep apnoea om simple sno - e s. Finally, a signi ican nega i e co ela ion was ound be ween he se e i y o he sleep apnoea synd ome, assessed by he AHI, and he sno ing sound spec um. Sno ing sound is p oduced by oscilla ions in he so pala e, pha yngeal walls and epiglo is [8–10]. Sno ing is always p eceded by low limi a ion [9]. Flow limi a- ion has been a ibu ed o he sleep- ela ed dec ease in pha yngeal muscle one. The pha ynx may be seen as a collapsible ube. A dec ease in he one o i s walls leads o a dec ease in i s c oss-sec ional a ea, wi h low limi a ion ollowed by high equency oscilla ions in he pha yngeal walls. In pa ien s wi h sleep apnoea, ade- qua e ai low is comp omised and is es o ed wi h he sno ing sound, only a e he a ousal ela ed eopening o he pha ynx. A ha ime, he e a e pa ial and apid closu es and openings o he pha yngeal lumen [11]. S udies on heo e ical models ha e ecen ly con i med he abo e hypo hesis on sno ing p oduc ion p oposed by LIISTRO e al. [11]. J.A. FIZ ET AL. 2368 Table 3. – Spec um equency pa ame e s o sno ing in subjec s wi h o wi hou obs uc i e sleep apnoea syn- d ome (OSAS) Sno e s CoV OSAS CoV %% peak Hz 264±107 14 157±136 14 mean Hz 325±58 15 223±147 16 max Hz 462±85 8 455±199 8 Values a e p esen ed as mean±SD o he ele an da a, and mean o he coe icien o a ia ion. peak: he equency wi h he highes powe ; mean: he equency wi h he mean spec- um powe ; max: he equency wi h 90% o o al spec um powe ; CoV: in asubjec coe icien o a ia ion. *: p<0.05, Kolmogo o -Smi no nonpa ame ic es . 600 500 400 300 200 100 0 010 20 30 40 50 60 70 80 AHI e en s·h-1 peak Hz Fig. 4. – Rela ionship be ween apnoea/hypopnoea index (AHI) and mean equency ( mean) o spec um in se en simple sno e s and 10 obs uc i e sleep apnoea (OSA) pa ien s. The e is a signi ican nega- i e co ela ion (Spea man ank o de co ela ion: =-0.61; p<0.0089). Fig. 3. – Rela ionship be ween apnoea/hypopnoea index (AHI) and peak equency ( peak) o spec um in se en simple sno e s and 10 obs uc i e sleep apnoea (OSA) pa ien s. The e is a nega i e ela- ionship. The e is a signi ican nega i e co ela ion (Spea man ank o de co ela ion: =-0.70; p<0.0016). AHI e en s·h-1 010 20 30 40 50 60 70 80 0 100 200 300 400 500 600 mean Hz Acco ding o GAVRIELI and co-wo ke s [12, 13], col- lapsible ubes may show low limi a ion and hen high equency oscilla ions o wo di e en ypes: he walls o he ube may oscilla e wi hou comple e collapse; o he e may be oscilla ion wi h a comple e closu e in each cycle o oscilla ion. Oscilla ion wi hou comple e clo- su e co esponds o he sound o a wheeze, whe eas oscilla ion wi h comple e closu e would co espond o he sound o sno ing. In he p esen s udy, wo di e - en ypes o sound spec a we e ound. The i s ype, cha ac e ized by a undamen al equency and ha mon- ics, was simila o he spec um obse ed du ing speech, especially emission o owels [14]. I was cha ac e ized by a high in ensi y peak co esponding o he unda- men al equency, ollowed by a se ies o highe e- quency peaks wi h he spec um occupying a b oad band o equency ha monics, ( ig. 1). The second pa e n o sound spec um was cha ac e - ized by a low equency peak, wi h he es o he ene gy o he sound spec um sca e ed a ound a na owe ange o equencies, wi hou clea ly iden i iable ha monics ( ig. 2). This second pa e n could co espond o wha has been called " elaxa ion oscilla ions" o "milking" oscilla ion ubes [15]. In he p esen s udy, di e ences be ween peak e- quency o bo h g oups ( able 3) we e obse ed. Al hough his esul was signi ican , in e pa ien a iabili y was high due o cha ac e is ics o peak equency. Mean e- quency was highe in sno ing pa ien s bu no s a is i- cally signi ican . The p esen da a show subs an ial di e ences wi h espec o he esul s o PEREZ-PADILLA e al. [4]. In hei s udy, he peak equency in pa ien s wi h simple sno - ing was lowe han in he p esen s udy, whe eas he peak in pa ien s wi h OSA was highe . Mo eo e , in pa ien s wi h OSA, hey also ound a esidual powe a equencies a ound 1,000 Hz. Ne e heless, he esul s o bo h s udies show some simila i ies: simple sno - ing was cha ac e ized in bo h s udies by a undamen- al equency and he p esence o ha monics ha a ely exceeded 500 Hz. In pa ien s wi h obs uc i e sleep apnoea, ha monics a e much mo e di icul o iden i y. In he p esen s udy, he second b oade peak equen- cy abou 1,000 Hz was no iden i ied. The main di e ence be ween he p esen s udy and he s udy by PEREZ-PADILLA e al. [4], a leas as con- ce ns sno ing, es s on he me hod and eco ding equip- men . They placed hei mic ophone on he manub ium s e ni, whe eas we placed ou mic ophone abo e he la - ynx. The il e ing e ec o he uppe ai way ca i ies is qui e di e en om ha o he achea and main b onchi, necessa y o he sound o each a mic ophone placed on he manub ium s e ni. I is, hus, possible ha he di e ences in he eco ding equipmen may be espon- sible o he quan i a i e di e ences be ween he p e- sen esul s and hose o PEREZ-PADILLA e al. [4]. The di e ence in se e i y o he OSA be ween ou pa ien s and hei s p obably canno explain he di e ences be ween indings. Indeed, in he p esen s udy a sig- ni ican co ela ion was ound be ween he se e i y o he OSA synd ome exp essed as he AHI and a ious indices desc ibing he noise spec um. This co ela ion implies ha , he mo e se e e he OSA, he lowe he equencies desc ibing he spec um. The e o e, one would expec he pa ien s o PEREZ-PADILLA e al. [4]. who had a mo e se e e OSA synd ome, o ha e e en lowe equencies han he pa ien s in he p esen sudy. I is known ha in OSA he e is oedema o he so pala e [16]. I can be hypo hesized ha , he highe he AHI he mo e se e e he oedema, wi h a co esponding inc ease in he mass o he so pala e. Vib a ing s uc- u es emi a sound spec um which is ela ed o hei mass, in such a way ha , he highe he mass he lowe he equency spec um o he sound [10]. This could explain he p esen esul s bo h in e ms o he lowe equencies in OSA pa ien s compa ed wi h pa ien s wi h simple sno ing, and in he nega i e co ela ion be ween he se e i y o he AHI and he sound spec um. Though he gene al spec a pa e ns a e di e en in OSA pa ien s and simple sno e s, he wo pa ien s wi h he leas se e e o m o OSA showed sound pa e ns including ha monics. By con as , only one pa ien wi h OSA showed a peak equency highe han 150 Hz, and only one simple sno e showed equencies o less han 150 Hz. An impo an ca ea should be bo n in mind con- ce ning he p esen s udy. In pa ien s wi h OSA, only he i s h ee b ea hs a e a comple e apnoea we e analysed. Those h ee b ea hs gene ally ake place du - ing he a ousal ha ends each apnoea. Sleep apnoea is p ecisely cha ac e ized by he occu ence o apnoeas ollowed by an a ousal ha allows esump ion o low. Thus, we eel i jus i ied o ha e pe o med he p esen s udy in his way. I u u e s udies con i m hese es- ul s, hen au oma ed acous ic analysis o sno ing could become a use ul ool in clinical sleep medicine o sepa- a e indi iduals wi h apnoea om hose wi h simple sno - ing. In conclusion, we ha e ound signi ican di e ences in he sound spec um o sno es be ween pa ien s wi h simple sno ing and pa ien s wi h obs uc i e sleep apnoea. These signi ican di e ences we e obse ed despi e he p esence o some o e lap be ween he wo g oups. Mo e- o e , he e was a signi ican co ela ion be ween indices desc ibing he sound spec um and he se e i y o he obs uc i e sleep apnoea synd ome. Re e ences 1. Luga esi E, Ci igno a F, Coccagna C, Piana C. Some epidemiological da a on sno ing and ca dio espi a o y dis u bances. 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