Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...

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Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Ambulatory speech monitoring to assess function and
transfer of treatment changes beyond the clinical setting

    Ellika Schalling, Associate Professor, SLP
    Division of Speech and Language Pathology
    Department of Clinical Science, Intervention and Technology
    Karolinska Institutet

 Elika Schalling                                                  July 1, 2021   1
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Greetings from Stockholm

Elika Schalling                              July 1, 2021   2
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Karolinska Institutet
        (teaching and research)

        Division of Speech
        and Language Pathology,
        Department of Clinical Science,
        Intervention and Technology

        Karolinska University Hospital
        Huddinge (clinical work)

        Medical Unit Speech
        and Language Pathology

Elika Schalling                           July 1, 2021   3
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Agenda:

  ▪      Assessment of speech and communication disorders

  ▪      Ambulatory phonation monitors – what are they?

  ▪      Exampels of studies using APMs with people with PD

  ▪      Challenges using APMs

Elika Schalling                                               July 1, 2021   4
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Speech and communication changes are very
 common in people with movement disorders

  Communication problems in 70-90% of people with Parkinson’s disease

  92.5% reported at least one symptom related to speech and
  communication in a survey in Sweden                 (Schalling et al., 2017)

Elika Schalling                                                             July 1, 2021   5
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Symptoms

 PD: Changes in voice, articulation and prosody
 - Reduced intensity
 - Breathy, harsh voice quality
 - Reduced articulatory precision
 - Variable speech rate, monoloudness, monopitch

 HD: Involuntary movements affect respiratory, phonatory, resonatory and
 articulatory levels of speech

Elika Schalling                                                      July 1, 2021   6
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Communication impairment has negative consequences

Ten percent of people with PD reported that worsening of speech was their
greatest problem caused by PD
(38% - one of four worse problems)                   (Miller et al., 2007)

Reduced participation in life situations (work, leisure, family, friends) self-
reported by 30-40% in a survey of people with PD          (Schalling et al., 2017)

Elika Schalling                                                                 July 1, 2021   7
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Assessment of communication changes in
 motor speech disorders?

     ▪ Clinical tests (dysarthria tests)
             → Oral motor function, respiration,
            phonation, articulation, prosody, intelligibility

                                         Questionnaires or interviews to assess
                                         communicative participation

Elika Schalling                                                               July 1, 2021   8
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
Assessment of communication changes

    ▪ Speech recordings
                  Sound-proof booth, high quality microphone (headset)
                  Standardized recording protocol for acoustic and perceptual analyses

                  E g: Measures of voice intensity,
                  fundamental frequency, speech
                  rate…

Elika Schalling                                                              July 1, 2021   9
Ambulatory speech monitoring to assess function and transfer of treatment changes beyond the clinical setting - Movement Disorder ...
▪ Is the data representative for voice use in real life?
      → Outside the clinic other factors, such as stress, background noise, air quality,
        movement etc can affect the voice.

 Elika Schalling                                                                     July 1, 2021   10
Documentation of speech and voice outside the clinic?

   Ambulatory monitoring of voice/speech

   ▪       Devices that allow documentation of vocal use/vocal behaviour in
           different situations outside the clinic (work and leisure)

   ▪       Voice accumulators, phonation monitors, voice dosimeters….

   ▪       Not a speech recording (confidentiality not an issue)

                      INFORMATION ABOUT VOCAL BEHAVIOUR
                              IN EVERYDAY LIFE…
Elika Schalling                                                               July 1, 2021   11
Documentation of voice outside the clinic

Elika Schalling                                               July 1, 2021   12
Long-term monitoring of voice
                         - variation in terminology and methods…

       Voice accumulators (e g Buekers, 2001; Ohlsson, 1988; Szabo Leroy, 2004)

       Voice accumulator with microphone (Airo, et al., 2000)

       DAT-recorders (Rantala et al., 1994; 2002)

       Binaural DAT-recorders (McAllister et al., 2009; Södersten, et al., 2002)

       Voice dosimeter (Titze et al., 2003)

       Ambulatory Phonation Monitor APM (Cheyne et al., 2003; Hillman, et al., 2006).

       VoxLog (Lindström et al., 2009; 2010; 2011)

Elika Schalling                                                                     July 1, 2021   13
Long-term monitoring of speech and voice use
outside the clinic

▪       Studies of long-term monitoring of voice use…
          → Individuals with high vocal loads such as singers or teachers (Hunter & Titze, 2010;
                  Lehto et al., 2009; Laukkanen et al., 2008; Rantala et al., 2002; Lyberg-Åhlander, 2014; Toles et al., 2020; 2021; Van
                  Stan et al., 2021)

          → Few studies of neurogenic voice disorders, such as people with PD (Bulukin Wilén &
                  Gustafsson, 2011, Schalling et al., 2013)

          → Adults with cochlear implants (Mozzanica et al., 2019)

▪       Published reference values are limited

Elika Schalling                                                                                                                 July 1, 2021   14
▪ Commercially available voice accumulators:

          → Ambulatory phonation monitor, APM
                  (KayPentax, New Jersey, USA)

          → Vocalog
                  (Griffin Laboratories, California, USA)

          (VoxLog)
                  (Sonvox AM, Umeå, Sweden)

Elika Schalling                                             July 1, 2021   15
VoxLog - a portabel voice accumulator developed in Sweden
      (Lindström et al., 2009; 2010; 2011)

                                             ▪   Accelerometer - registers
                                                 fundamental frequency and
                                                 phonation time)

                                             ▪   Microphone registers voice
                                                 intensity AND background noise

                                             ▪   Waist-pack for data storage

Elika Schalling                                                          July 1, 2021   16
Ambulatory Phonation   VoxLog
                     Monitor, APM
Elika Schalling                                   July 1, 2021   17
Vocalog - ”vocal activity monitor”
                  Griffin laboratories         (www.vocalog.com)

                   ▪   Registration of voice intensity and phonation time
                   ▪   Feedback on voice intensity

Elika Schalling                                                             July 1, 2021   18
Monitoring parameters:

Elika Schalling          July 1, 2021   19
Comparison and description of commercially available
PVA:s with focus on clinical applicability
                       (Van Stan, Gustafsson, Schalling, & Hillman, 2014)

                        Ambulatory Phonation Monitor (APM)
                        Voxlog
                        Vocalog

                        (smart-phone based system – reference)

                        Simultanous registrations during a 90-minute
                        lecture

 Elika Schalling                                                     July 1, 2021   20
The VoxLog
 The VoxLog can register:
                  ▪   Pitch                       (Hz)
                  ▪   Voice intensity             (dB SPL)
                  ▪   Phonation time              (%)
                  ▪   Level of background noise   (dB SPL)

           Biofeedback function (pitch and voice intensity)

▪      Registration of voice data for up to one week
▪      No calibration - users can put on the neck-collar themselves
▪      Charge during the night

Elika Schalling                                                       July 1, 2021   21
Biofeedback function

▪          Tactile feedback
           (vibration signal from waist-pack)

▪          Feedback re either fundamental frequency
           (Hz) or voice intensity (dB SPL)

▪          Administered below or above threshold
           determined by the SLP

For PD – feedback on voice intensity

    Elika Schalling                                   July 1, 2021   22
VoxLog Connect
software for processing and presentation of data from the VoxLog

  Elika Schalling                                                  July 1, 2021   23
Label and process different sections

Elika Schalling                                 July 1, 2021   24
EXAMPLES FROM OUR STUDIES:

- Is speech in (PD) in the clinic representative of voice use in
  daily life
- How does variations in background noise impact voice use (in PD)
- Do treatment effects carry over to speech outside the clinic
- Can voice intensity change following biofeedback in PD

Joakim Körner Gustafsson
Collaborators/co-supervisors:
Professor Maria Södersten, KI
Professor Sten Ternström, KTH

Elika Schalling                                                  July 1, 2021   25
Voice use outside the clinic in different levels
of background noise in pwPD compared to
matched healthy controls?

 Elika Schalling                                   July 1, 2021   26
Participants

 ▪       21 participants (11 ♂, 10 ♀)
            → PD, hypophonia, subjective speech/voice problem, hearing ok

 ▪       21 healthy speakers matched for:
            → Gender
            → Age
            → Work (working or retired)
            → Living (alone/with partner)
            no speech/voice problem, no neurological disease, no severe hearing impariment

Elika Schalling                                                                    July 1, 2021   27
Procedure

▪       Voice-data was registered with the VoxLog outside the clinic for seven
        consecutive days.

▪       Three studio recordings of monologue speech were performed.
     VoxLog day 1 +                              VoxLog day 4 +                              Voxlog day 7 +
                      VoxLog day   VoxLog day                      VoxLog day   VoxLog day
          studio                                studio recording                                studio
                          2            3                               5            6
       recording 1                                      2                                     recording 3

▪       Participants logged their activities in a voice journal and rated
        subjective voice use three times per day on VAS (100 mm)
           → Subjective rating of loudness, background noise and phonation time

Elika Schalling                                                                                           July 1, 2021   28
Data analysis

  ▪      Data imported for analysis with the software VoxLog connect

  ▪      Visually inspected (faulty registrations removed, e g disconnection
         between device and collar)

  ▪      MATLAB custom-script for analyses
            → calculation of mean voice sound level, noise sound level, and phonation ratio for
              the whole registration period as well as means for three different environmental
              noise ranges
  ▪      Calculation of self-to-others-ratio (SOR) – difference between
         uncompensated voice sound level and background noise for the same
         time-frame.
Elika Schalling                                                                             July 1, 2021   29
Results

   Voice sound level (dB) and environmental noise (dB) for the whole
   registration period for participants with PD and matched controls

Elika Schalling                                                        July 1, 2021   30
Average voice sound level for monologue speech during a studio registration and
in different levels of environmental noise during long-term registration in daily
life for participants with PD and healthy controls

  Elika Schalling                                                               July 1, 2021   31
Self-to-others ratio (SOR) in different levels of environmental noise during long-
     term registration in daily life for participants with PD and healthy controls

Elika Schalling                                                                   July 1, 2021   32
Phonation ratio in different levels of environmental noise during long-term
   registration in daily life for participants with PD and healthy controls

Elika Schalling                                                                  July 1, 2021   33
Conclusions
▪     Speakers with PD use lower voice sound levels then healthy controls during
      studio recordings (we knew that…) – the difference is however even greater
      during registrations in daily life

▪     Speakers with PD have a harder time adjusting their voice sound level to
      background noise – only 15 dB above noise in low background noise levels

▪     Speakers with PD have lower phonation ratios, especially in noisy
      environments (where communication often occurs…) – an objective
      indication of communicative participation?

▪     Phonation monitoring give valuable, objective, more detailed information
      about voice use outside the clinical setting
Elika Schalling                                                           July 1, 2021   34
Do treatment effects carry over to speech in
situations outside the clinic?

Elika Schalling                                July 1, 2021   35
Effect of treatment, in daily life…

  Participant with PD (4 years post onset), monozygotic twin-
  brother as control (similar life/work situations)

  Registrations with VoxLog for both participants
                  PD: base-line, four weeks during LSVT, post tx and
                  follow up (3, 6 and 12 months post tx)
                  Control: base-line and follow up (total 378 h)

                  Registrations of monologue speech in studio
                  environment

Elika Schalling                                                        July 1, 2021   36
Treatment outcome (subjective)

        ▪         Increased loudness
        ▪         Speech not affected by general fatigue after the intervention
        ▪         Made himself heard at work (meetings)
        ▪         More energy, could speak in the evenings
        ▪         Increased fluency

        ▪         Follow up (12 months) – reported progression of symptoms (limbs,
                  balance), but stable voice function

Elika Schalling                                                                      July 1, 2021   37
Treatment outcomes (VoxLog registrations)

 Studio recording: 5.6 db SPL increase post tx, 3.8 dB increase at one year FU
Elika Schalling                                                        July 1, 2021   38
Changes in loudness in different levels
of background noise

Elika Schalling                           July 1, 2021   39
Conclusions

 ▪       Case study…

 ▪       First attempt to use an APM to study carry over of treatment effects
         following LSVT in PD

 ▪       Differences between lab-recording and registrations in daily life

 ▪       Voice use in relation to background noise provide us with interesting
         information about the ability to adapt to the environment (changed over
         time)

Elika Schalling                                                                 July 1, 2021   40
Can voice intensity change as a result of
  biofeedback in PD?

Elika Schalling                               July 1, 2021   41
Aims

     ▪ Examine voice use in daily life during a period
       of up to 3 weeks in subjects with PD.

     ▪ Evaluate the effects of tactile biofeedback,
       administered with a portable voice
       accumulator, on voice intensity in subjects
       with PD.

     ▪ Obtain information from subjects about their
       experiences using the VoxLog for a period of
       up to 3 weeks.

Elika Schalling                                          July 1, 2021   42
▪ Participants
                  Six individuals with idiopathic PD, speech/voice symptoms
                  (documented by SLP)
                  no other neurological disease, no previous SLP-intervention,
                  no severe hearing loss (participant or partner)

     ▪ Procedure
                  → 1 week of baseline registrations (pre)
                  → 1 week of biofeedback with threshold levels for biofeedback
                    based on baseline registration (feedback/intervention)
                  → 1 week of post intervention registrations (post)

Elika Schalling                                                                   July 1, 2021   43
Results

                                                  Significant difference in
MEAN VOICE INTENSITY (dB SPL)

                                                  voice intensity between
                                                  Pre and feedback periods

                                                  No significant difference
                                                  Between pre and post

                                Elika Schalling                July 1, 2021   44
Participant’s experiences using the VoxLog

 ”It was easy to use the VoxLog”
 ”I would consider wearing the VoxLog again”

 6 participants responded ”completely agree” to both statements

 5/6 reported no discomfort caused by neck-collar (1 participant thought it
 was slightly too tight)

 One participant wanted to keep the device to use it all the time…

 Elika Schalling                                                          July 1, 2021   45
Biofeedback-study 2: Körner Gustafsson et al.
(under review)
    ▪       9 participants with hypophonia in PD, continuous registration with
            feedback during four weeks (one week base-line, four weeks with
            feedback, one week post and FU at 3 months)

                  Baseline                Intervention            Post intervention       3 month follow-
                  (week 1)                (week 2-5)              (week 6)                up (week 7)

                      • Field                 • Field                 • Field             • Field
                        registration            registration            registration        registration
                        with VoxLog             with VoxLog             with VoxLog         with VoxLog
                      • 3 visits to the       • 4 weeks of            • 2 visits to the   • 2 visits to the
                        clinic                  biofeedback             clinic              clinic
                      • 3 recordings            intervention          • 2 recordings      • 2 recordings
                        of monologue          • 1 visit to the          of monologue        of monologue
                        speech                  clinic each             speech              speech
                      • Dysarthria              week to               • QASD, VHI         • QASD, VHI
                        assessment,             upload data
                        MoCA, QASD,             and adjust
                        VHI                     threshold level
                                                if needed

Elika Schalling                                                                                               July 1, 2021   46
Outcome measures:

  ▪       Self-to-other ratio (SOR)
                - difference between the voice sound level and the level of
                  environmental noise                   (Szabo Portela et al., 2018)

  ▪       SOR in different levels of environmental noise
              (low 70 db)

  ▪       Voice sound level in studio recordings (comparison)
            → Divided in two groups: Participants with MoCA-score above or below 26 points

Elika Schalling                                                                        July 1, 2021   47
Results

                  SOR in three levels of
                  background noise
                  (70 dB)

                  Left:       MoCA above 26
                  Right:      MoCA below 26

                  T1 (pre)
                  T2 (post)
                  T3 (FU)

Elika Schalling                     July 1, 2021   48
Voice sound level, monologue speech (studio) at
base-line, post intervention and follow up

                                                    MoCA > 26                                                           MoCA < 26
                                     90                                                                     90
                                     88
                                            Mean         Mean post:     Mean FU:                            88   Mean          Mean post:   Mean FU:
                                            baseline:    79.4 dB        78.7 dB                                  baseline:     78.9 dB      75.5 dB
                                     86                                                                     86
            Voice sound level (dB)

                                                                                   Voice sound level (dB)
                                            76.3 dB                                                              77.5 dB
                                     84                                                                     84
                                     82                                                                     82
                                     80                                                                     80
                                     78                                                                     78
                                     76                                                                     76
                                     74                                                                     74
                                     72                                                                     72
                                     70                                                                     70

                                          ID1      ID2      ID7       ID8    ID9                                  ID3        ID4    ID5      ID6

Elika Schalling                                                                                                                                        July 1, 2021   49
Conclusions:
 ▪       Feedback regarding voice sound level administered in daily life can
         help people with PD increase their voice sound level in relation to
         background noise

 ▪       Positive effects of feedback regarding voice sound level in daily life for
         participants with normal cognitive function (as screened with MoCA)

 ▪       Positive changes also found in studio-recordings (for participants with
         MoCA-scores above 26)

 ▪       Biofeedback regarding voice sound level may be used as a
         complement to traditional voice treatment (cognitive function should be
         taken into account)
Elika Schalling                                                                 July 1, 2021   50
Challenges in data collection using APMs:

   Data loss
   ▪ Insufficient data
   ▪ Declined/logistic problems
   ▪ Drop out during intervention
   ▪ Technical problems….

   ▪ In a study with 23 participants, only
      complete data from six participants

Elika Schalling                              July 1, 2021   51
Factors found to facilitate data collection:

▪      Clear instructions (verbal and written)

▪      Monitor data registration during registration period (clarify/repeat
       instructions)

▪      Continued development of more user-friendly devices is needed

Elika Schalling                                                               July 1, 2021   52
Summary:

 ▪       Speech (voice) monitoring in daily life provides information that may
         complement data from controlled studio recordings

 ▪       Voice monitoring in daily life provides valuable information about ability
         to regulate loudness in relation to background noise

 ▪       Feedback on voice sound level may improve loudness, however
         cognitive dysfunction may impact results

 ▪       Data collection can be challenging - technical development of more
         user-friendly devices is needed

Elika Schalling                                                               July 1, 2021   53
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