Remote Speech Analysis in the Evaluation of Hospitalized Patients With Acute Decompensated Heart Failure

被引:30
|
作者
Amir, Offer [1 ,2 ]
Abraham, William T. [3 ]
Azzam, Zaher S. [4 ,5 ]
Berger, Gidon [4 ,5 ]
Anker, Stefan D. [6 ,7 ,8 ,9 ]
Pinney, Sean P. [10 ]
Burkhoff, Daniel [11 ]
Shallom, Ilan D. [12 ]
Lotan, Chaim [1 ]
Edelman, Elazer R. [13 ]
机构
[1] Hadassah Med Ctr, Fac Med, Dept Cardiol, Jerusalem, Israel
[2] Bar Ilan Univ, Azrieli Fac Med, Zfat, Israel
[3] Ohio State Univ, Div Cardiovasc Med, 473 West 12th Ave, Columbus, OH 43210 USA
[4] Rambam Hlth Care Campus, Dept Internal Med B, Haifa, Israel
[5] Technion Israel Inst Technol, Bruce Rappaport Fac Med, Haifa, Israel
[6] Dept Cardiol CVK, Berlin, Germany
[7] Berlin Inst Hlth Ctr Regenerat Therapies BCRT, Berlin, Germany
[8] German Ctr Cardiovasc Res DZHK, Partner Site Berlin, Berlin, Germany
[9] Charite Univ Med Berlin, Berlin, Germany
[10] Univ Chicago, Sect Cardiol, Chicago, IL 60637 USA
[11] Cardiovasc Res Fdn, New York, NY USA
[12] Cordio Med, Or Yehuda, Israel
[13] MIT, Inst Med Engn & Sci, Cambridge, MA 02139 USA
基金
美国国家卫生研究院;
关键词
acute decompensated heart failure (ADHF); remote speech analysis; speech measure (SM); VOICE CHANGES; MECHANISMS; HYDRATION; PRESSURE;
D O I
10.1016/j.jchf.2021.08.008
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
OBJECTIVES This study assessed the performance of an automated speech analysis technology in detecting pulmonary fluid overload in patients with acute decompensated heart failure (ADHF). BACKGROUND Pulmonary edema is the main cause of heart failure (HF)-related hospitalizations and a key predictor of poor postdischarge prognosis. Frequent monitoring is often recommended, but signs of decompensation are often missed. Voice and sound analysis technologies have been shown to successfully identify clinical conditions that affect vocal cord vibration mechanics. METHODS Adult patients with ADHF (n = 40) recorded 5 sentences, in 1 of 3 languages, using HearO, a proprietary speech processing and analysis application, upon admission (wet) to and discharge (dry) from the hospital. Recordings were analyzed for 5 distinct speech measures (SMs), each a distinct time, frequency resolution, and linear versus perceptual (ear) model; mean change from baseline SMs was calculated. RESULTS In total, 1,484 recordings were analyzed. Discharge recordings were successfully tagged as distinctly different from baseline (wet) in 94% of cases, with distinct differences shown for all 5 SMs in 87.5% of cases. The largest change from baseline was documented for SMs (218%). Unsupervised, blinded clustering of untagged admission and discharge recordings of 9 patients was further demonstrated for all 5 SMs. CONCLUSIONS Automated speech analysis technology can identify voice alterations reflective of HF status. This platform is expected to provide a valuable contribution to in-person and remote follow-up of patients with HF, by alerting to imminent deterioration, thereby reducing hospitalization rates. (C) 2022 The Authors. Published by Elsevier on behalf of the American College of Cardiology Foundation.
引用
收藏
页码:41 / 49
页数:9
相关论文
共 50 条
  • [1] The Burden of Congestion in Patients Hospitalized With Acute Decompensated Heart Failure
    Cooper, Lauren B.
    Lippmann, Steven J.
    DiBello, Julia R.
    Gorsh, Boris
    Curtis, Lesley H.
    Sikirica, Vanja
    Hernandez, Adrian F.
    Sprecher, Dennis L.
    Laskey, Warren K.
    Saini, Rajnish
    Fonarow, Gregg C.
    Hammill, Bradley G.
    AMERICAN JOURNAL OF CARDIOLOGY, 2019, 124 (04): : 545 - 553
  • [2] Relationship of anemia in hospitalized patients with acute decompensated heart failure
    Adatya, Sirtaz
    Mamkin, Igor
    Elkoustaf, Rachid
    Abreu, Marconi
    Athar, Haris
    Shah, Anuj
    Mather, Jeffrey
    Li, Da-Dong
    Mennett, Roger
    Maloney, Krista
    Dada, Marcin
    Kiernan, Francis J.
    Thompson, Paul D.
    Mckay, Raymond G.
    JOURNAL OF CARDIAC FAILURE, 2006, 12 (06) : S105 - S105
  • [3] Cognitive status in patients hospitalized with acute decompensated heart failure
    Levin, Seth N.
    Hajduk, Alexandra M.
    McManus, David D.
    Darling, Chad E.
    Gurwitz, Jerry H.
    Spencer, Frederick A.
    Goldberg, Robert J.
    Saczynski, Jane S.
    AMERICAN HEART JOURNAL, 2014, 168 (06) : 917 - 923
  • [4] Renal status in patients with worsening heart failure hospitalized for acute decompensated heart failure
    Dabrowska, E.
    Okoye, S.
    Warmowska-Dawid, A.
    Gruchala, M.
    EUROPEAN JOURNAL OF HEART FAILURE, 2015, 17 : 68 - 68
  • [5] Prognostic significance of worsening heart failure in patients hospitalized for acute decompensated heart failure
    Dabrowska, E.
    Okoye, S.
    Warmowska-Dawid, A.
    Gruchala, M.
    EUROPEAN JOURNAL OF HEART FAILURE, 2015, 17 : 44 - 44
  • [6] Risk for acute renal failure in patients hospitalized for decompensated congestive heart failure
    Chittineni, Harini
    Miyawaki, Nobuyuki
    Gulipelli, Sailaja
    Fishbane, Steven
    AMERICAN JOURNAL OF NEPHROLOGY, 2007, 27 (01) : 55 - 62
  • [7] Sodium Restriction in Japanese Patients Hospitalized with Acute Decompensated Heart Failure
    Inuzuka, Yasutaka
    Kishimori, Takefumi
    Inoue, Takeshi
    Seki, Junya
    Nishio, Soji
    Takeda, Shinsaku
    Takeuchi, Yuzo
    Okada, Masaharu
    Kosuga, Kunihiko
    Ikeguchi, Shigeru
    JOURNAL OF CARDIAC FAILURE, 2015, 21 (10) : S183 - S183
  • [8] Polypharmacy and Clinical Outcomes in Hospitalized Patients With Acute Decompensated Heart Failure
    Ozasa, Neiko
    Kato, Takao
    Morimoto, Takeshi
    Yaku, Hidenori
    Yamamoto, Erika
    Inuzuka, Yasutaka
    Tamaki, Yodo
    Kitai, Takeshi
    Washida, Koichi
    Seko, Yuta
    Yoshikawa, Yusuke
    Sato, Yukihito
    Motoki, Hirohiko
    Kuwahara, Koichiro
    Kimura, Takeshi
    JOURNAL OF CARDIOVASCULAR NURSING, 2023, 38 (01) : 33 - 43
  • [9] Worsening renal function in patients hospitalized for acute decompensated heart failure
    Zaidel, E. J.
    Liprandi, M. I. Sosa
    Picco, J. M.
    Pignataro, C. N.
    Villarreal, R.
    Cestari, H. G.
    Mele, E. F.
    Liprandi, A. Sosa
    EUROPEAN JOURNAL OF HEART FAILURE, 2017, 19 : 41 - 41
  • [10] Efficacy of Tolvaptan for the first hospitalized patients with acute decompensated heart failure
    Suzuki, Y. Yoriyasu
    Murata, A.
    Tsujimoto, S.
    Ochiumi, Y.
    Ehara, M.
    Ito, T.
    EUROPEAN JOURNAL OF HEART FAILURE, 2018, 20 : 299 - 299