Τρίτη 23 Ιανουαρίου 2018

Clinical Trial Shows Significant Hearing Improvement from ASNHL Treatment

Swiss biopharmaceutical company Auris Medical is developing AM-111, a treatment for acute inner ear (sensorineural) hearing loss (ASNHL). Phase 2 and Phase 3 clinical trials of AM-111 resulted in clinically significant hearing improvement among a population of test subjects.

AM-111, which has both European Medicines Agency and US Food & Drug Administration (FDA) orphan drug treatment designation for ASNHL including hearing loss from acoustic trauma, ISSNHL or idiopathic sudden sensorineural hearing loss, and surgery-induced acoustic trauma, is formulated in biodegradable, biocompatible gel that contains an intracellular transporter, and D-JNKI-1 (brimapitide), which is an inhibitor of the JNK stress kinase. AM-111 treatment is delivered in a single dose locally administered into the middle ear by an ENT physician/otolaryngologist.

JNK or c-Jun N-terminal kinase, which is also referred to stress-activated protein kinase (SAPK), is a group of multifunctional-signaling molecules that become active in response to various cellular stresses and to inflammatory mediators. AM-111's 2015 clinical development plan explains that JNK is a signal transmitting enzyme that regulates a number of important cellular activities including apoptosis or death of cells. Here's is a separate research on JNK.

AM-111 prevents/reduces chronic hearing loss and supports recovery processes by entering into cells and attaching to JNK to deter apoptosis reaction and inflammatory response, which may lead to permanent loss of hair cells and cochlear neurons.

At the end of AM-111's Phase 2 clinical trial, which was administered to 210 sufferers of either ASNHL following acute noise trauma or ISSNHL, results show evident improvement in hearing and speech discrimination in patients with severe to profound cases of hearing loss. Results of HEALOS Phase 3 trial, which was conducted in several countries in Europe and Asia double-blind, randomized, and was a placebo-controlled study administered to 256 ASNHL sufferers from severe to profound sudden deafness within 72 hours from onset, provide clinical evidence that AM-111 significantly improved hearing in the subpopulation of patients with profound hearing loss. This study information sheet shows the brief methodology and results released this month.

Following the promising new data from HEALOS trial, Professor Hinrich Staecker, MD, PhD, of the Department of Otolaryngology-Head and Neck Surgery at University of Kansas Medical Center, said in a press release that "Profound sudden deafness can have a major impact on patients' cognitive and auditory function as well as quality of life. It has a poor prognosis, frequently with little or no hearing recovery, and there are no effective treatments. If approved, AM-111 has the potential to address the unmet need for novel therapeutics which can improve hearing during the acute stage of profound sudden deafness and reduce the substantial risk of severe life-long hearing impairment."

Auris Medical plans to discuss the regulatory pathway based on the clinical trials' results.

Published: 1/23/2018 3:43:00 PM


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Clinical Trial Shows Significant Hearing Improvement from ASNHL Treatment

Swiss biopharmaceutical company Auris Medical is developing AM-111, a treatment for acute inner ear (sensorineural) hearing loss (ASNHL). Phase 2 and Phase 3 clinical trials of AM-111 resulted in clinically significant hearing improvement among a population of test subjects.

AM-111, which has both European Medicines Agency and US Food & Drug Administration (FDA) orphan drug treatment designation for ASNHL including hearing loss from acoustic trauma, ISSNHL or idiopathic sudden sensorineural hearing loss, and surgery-induced acoustic trauma, is formulated in biodegradable, biocompatible gel that contains an intracellular transporter, and D-JNKI-1 (brimapitide), which is an inhibitor of the JNK stress kinase. AM-111 treatment is delivered in a single dose locally administered into the middle ear by an ENT physician/otolaryngologist.

JNK or c-Jun N-terminal kinase, which is also referred to stress-activated protein kinase (SAPK), is a group of multifunctional-signaling molecules that become active in response to various cellular stresses and to inflammatory mediators. AM-111's 2015 clinical development plan explains that JNK is a signal transmitting enzyme that regulates a number of important cellular activities including apoptosis or death of cells. Here's is a separate research on JNK.

AM-111 prevents/reduces chronic hearing loss and supports recovery processes by entering into cells and attaching to JNK to deter apoptosis reaction and inflammatory response, which may lead to permanent loss of hair cells and cochlear neurons.

At the end of AM-111's Phase 2 clinical trial, which was administered to 210 sufferers of either ASNHL following acute noise trauma or ISSNHL, results show evident improvement in hearing and speech discrimination in patients with severe to profound cases of hearing loss. Results of HEALOS Phase 3 trial, which was conducted in several countries in Europe and Asia double-blind, randomized, and was a placebo-controlled study administered to 256 ASNHL sufferers from severe to profound sudden deafness within 72 hours from onset, provide clinical evidence that AM-111 significantly improved hearing in the subpopulation of patients with profound hearing loss. This study information sheet shows the brief methodology and results released this month.

Following the promising new data from HEALOS trial, Professor Hinrich Staecker, MD, PhD, of the Department of Otolaryngology-Head and Neck Surgery at University of Kansas Medical Center, said in a press release that "Profound sudden deafness can have a major impact on patients' cognitive and auditory function as well as quality of life. It has a poor prognosis, frequently with little or no hearing recovery, and there are no effective treatments. If approved, AM-111 has the potential to address the unmet need for novel therapeutics which can improve hearing during the acute stage of profound sudden deafness and reduce the substantial risk of severe life-long hearing impairment."

Auris Medical plans to discuss the regulatory pathway based on the clinical trials' results.

Published: 1/23/2018 3:43:00 PM


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Clinical Trial Shows Significant Hearing Improvement from ASNHL Treatment

Swiss biopharmaceutical company Auris Medical is developing AM-111, a treatment for acute inner ear (sensorineural) hearing loss (ASNHL). Phase 2 and Phase 3 clinical trials of AM-111 resulted in clinically significant hearing improvement among a population of test subjects.

AM-111, which has both European Medicines Agency and US Food & Drug Administration (FDA) orphan drug treatment designation for ASNHL including hearing loss from acoustic trauma, ISSNHL or idiopathic sudden sensorineural hearing loss, and surgery-induced acoustic trauma, is formulated in biodegradable, biocompatible gel that contains an intracellular transporter, and D-JNKI-1 (brimapitide), which is an inhibitor of the JNK stress kinase. AM-111 treatment is delivered in a single dose locally administered into the middle ear by an ENT physician/otolaryngologist.

JNK or c-Jun N-terminal kinase, which is also referred to stress-activated protein kinase (SAPK), is a group of multifunctional-signaling molecules that become active in response to various cellular stresses and to inflammatory mediators. AM-111's 2015 clinical development plan explains that JNK is a signal transmitting enzyme that regulates a number of important cellular activities including apoptosis or death of cells. Here's is a separate research on JNK.

AM-111 prevents/reduces chronic hearing loss and supports recovery processes by entering into cells and attaching to JNK to deter apoptosis reaction and inflammatory response, which may lead to permanent loss of hair cells and cochlear neurons.

At the end of AM-111's Phase 2 clinical trial, which was administered to 210 sufferers of either ASNHL following acute noise trauma or ISSNHL, results show evident improvement in hearing and speech discrimination in patients with severe to profound cases of hearing loss. Results of HEALOS Phase 3 trial, which was conducted in several countries in Europe and Asia double-blind, randomized, and was a placebo-controlled study administered to 256 ASNHL sufferers from severe to profound sudden deafness within 72 hours from onset, provide clinical evidence that AM-111 significantly improved hearing in the subpopulation of patients with profound hearing loss. This study information sheet shows the brief methodology and results released this month.

Following the promising new data from HEALOS trial, Professor Hinrich Staecker, MD, PhD, of the Department of Otolaryngology-Head and Neck Surgery at University of Kansas Medical Center, said in a press release that "Profound sudden deafness can have a major impact on patients' cognitive and auditory function as well as quality of life. It has a poor prognosis, frequently with little or no hearing recovery, and there are no effective treatments. If approved, AM-111 has the potential to address the unmet need for novel therapeutics which can improve hearing during the acute stage of profound sudden deafness and reduce the substantial risk of severe life-long hearing impairment."

Auris Medical plans to discuss the regulatory pathway based on the clinical trials' results.

Published: 1/23/2018 3:43:00 PM


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The Important Role of Otoacoustic Emissions (OAEs) in Preschool Hearing Screening

Otoacoustic emissions (OAEs) are essential for successful hearing screening in the preschool population. This course reviews the importance of preschool hearing screening for successful EHDI (Early Hearing Detection and Intervention) programs and a strategy for hearing screening of young children that relies heavily on the use of OAE technology.

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The Important Role of Otoacoustic Emissions (OAEs) in Preschool Hearing Screening

Otoacoustic emissions (OAEs) are essential for successful hearing screening in the preschool population. This course reviews the importance of preschool hearing screening for successful EHDI (Early Hearing Detection and Intervention) programs and a strategy for hearing screening of young children that relies heavily on the use of OAE technology.

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The Important Role of Otoacoustic Emissions (OAEs) in Preschool Hearing Screening

Otoacoustic emissions (OAEs) are essential for successful hearing screening in the preschool population. This course reviews the importance of preschool hearing screening for successful EHDI (Early Hearing Detection and Intervention) programs and a strategy for hearing screening of young children that relies heavily on the use of OAE technology.

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Changing the Subject: The Place of Revisions in Grammatical Development

Purpose
This article focuses on toddlers' revisions of the sentence subject and tests the hypothesis that subject diversity (i.e., the number of different subjects produced) increases the probability of subject revision.
Method
One-hour language samples were collected from 61 children (32 girls) at 27 months. Spontaneously produced, active declarative sentences (ADSs) were analyzed for subject diversity and the presence of subject revision and repetition. The number of different words produced, mean length of utterance, tense/agreement productivity score, and the number of ADSs were also measured.
Results
Regression analyses were performed with revision and repetition as the dependent variables. Subject diversity significantly predicted the probability of revision, whereas the number of ADSs predicted the probability of repetition.
Conclusion
The results support the hypothesis that subject diversity increases the probability of subject revision. It is proposed that lexical diversity within specific syntactic positions is the primary mechanism whereby revision rates increase with grammatical development. The results underscore the need to differentiate repetition from revision in the classification of disfluencies.

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Changing the Subject: The Place of Revisions in Grammatical Development

Purpose
This article focuses on toddlers' revisions of the sentence subject and tests the hypothesis that subject diversity (i.e., the number of different subjects produced) increases the probability of subject revision.
Method
One-hour language samples were collected from 61 children (32 girls) at 27 months. Spontaneously produced, active declarative sentences (ADSs) were analyzed for subject diversity and the presence of subject revision and repetition. The number of different words produced, mean length of utterance, tense/agreement productivity score, and the number of ADSs were also measured.
Results
Regression analyses were performed with revision and repetition as the dependent variables. Subject diversity significantly predicted the probability of revision, whereas the number of ADSs predicted the probability of repetition.
Conclusion
The results support the hypothesis that subject diversity increases the probability of subject revision. It is proposed that lexical diversity within specific syntactic positions is the primary mechanism whereby revision rates increase with grammatical development. The results underscore the need to differentiate repetition from revision in the classification of disfluencies.

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Changing the Subject: The Place of Revisions in Grammatical Development

Purpose
This article focuses on toddlers' revisions of the sentence subject and tests the hypothesis that subject diversity (i.e., the number of different subjects produced) increases the probability of subject revision.
Method
One-hour language samples were collected from 61 children (32 girls) at 27 months. Spontaneously produced, active declarative sentences (ADSs) were analyzed for subject diversity and the presence of subject revision and repetition. The number of different words produced, mean length of utterance, tense/agreement productivity score, and the number of ADSs were also measured.
Results
Regression analyses were performed with revision and repetition as the dependent variables. Subject diversity significantly predicted the probability of revision, whereas the number of ADSs predicted the probability of repetition.
Conclusion
The results support the hypothesis that subject diversity increases the probability of subject revision. It is proposed that lexical diversity within specific syntactic positions is the primary mechanism whereby revision rates increase with grammatical development. The results underscore the need to differentiate repetition from revision in the classification of disfluencies.

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Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Int J Audiol. 2018 Jan 21;:1-12

Authors: Sanchez VA, Hall DA, Millar B, Escabi CD, Sharman A, Watson J, Thasma S, Harris P

Abstract
OBJECTIVE: Recruiting into clinical trials on time and on target is a major challenge and yet often goes unreported. This study evaluated the adjustment to procedures, recruitment and screening methods in two multi-centre pharmaceutical randomised controlled trials (RCTs) for hearing-related problems in adults.
DESIGN: Recruitment monitoring and subsequent adjustment of various study procedures (e.g. eligibility criteria, increasing recruiting sites and recruitment methods) are reported. Participants were recruited through eight overarching methods: trial registration, posters/flyers, print publications, Internet, social media, radio, databases and referrals. The efficiency of the recruitment was measured by determining the number of people: (1) eligible for screening as a percentage of those who underwent telephone pre-screening and (2) randomised as a percentage of those screened.
STUDY SAMPLE: A total of 584 participants completed the pre-screening steps, 491 screened and 169 participants were randomised.
RESULTS: Both RCTs completed adjustments to the participant eligibility, added new study sites and additional recruitment methods. No single recruitment method was efficient enough to serve as the only route to enrolment.
CONCLUSION: A diverse portfolio of methods, continuous monitoring, mitigation strategy and adequate resourcing were essential for achieving our recruitment goals.

PMID: 29355055 [PubMed - as supplied by publisher]



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Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Int J Audiol. 2018 Jan 21;:1-12

Authors: Sanchez VA, Hall DA, Millar B, Escabi CD, Sharman A, Watson J, Thasma S, Harris P

Abstract
OBJECTIVE: Recruiting into clinical trials on time and on target is a major challenge and yet often goes unreported. This study evaluated the adjustment to procedures, recruitment and screening methods in two multi-centre pharmaceutical randomised controlled trials (RCTs) for hearing-related problems in adults.
DESIGN: Recruitment monitoring and subsequent adjustment of various study procedures (e.g. eligibility criteria, increasing recruiting sites and recruitment methods) are reported. Participants were recruited through eight overarching methods: trial registration, posters/flyers, print publications, Internet, social media, radio, databases and referrals. The efficiency of the recruitment was measured by determining the number of people: (1) eligible for screening as a percentage of those who underwent telephone pre-screening and (2) randomised as a percentage of those screened.
STUDY SAMPLE: A total of 584 participants completed the pre-screening steps, 491 screened and 169 participants were randomised.
RESULTS: Both RCTs completed adjustments to the participant eligibility, added new study sites and additional recruitment methods. No single recruitment method was efficient enough to serve as the only route to enrolment.
CONCLUSION: A diverse portfolio of methods, continuous monitoring, mitigation strategy and adequate resourcing were essential for achieving our recruitment goals.

PMID: 29355055 [PubMed - as supplied by publisher]



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Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Int J Audiol. 2018 Jan 21;:1-12

Authors: Sanchez VA, Hall DA, Millar B, Escabi CD, Sharman A, Watson J, Thasma S, Harris P

Abstract
OBJECTIVE: Recruiting into clinical trials on time and on target is a major challenge and yet often goes unreported. This study evaluated the adjustment to procedures, recruitment and screening methods in two multi-centre pharmaceutical randomised controlled trials (RCTs) for hearing-related problems in adults.
DESIGN: Recruitment monitoring and subsequent adjustment of various study procedures (e.g. eligibility criteria, increasing recruiting sites and recruitment methods) are reported. Participants were recruited through eight overarching methods: trial registration, posters/flyers, print publications, Internet, social media, radio, databases and referrals. The efficiency of the recruitment was measured by determining the number of people: (1) eligible for screening as a percentage of those who underwent telephone pre-screening and (2) randomised as a percentage of those screened.
STUDY SAMPLE: A total of 584 participants completed the pre-screening steps, 491 screened and 169 participants were randomised.
RESULTS: Both RCTs completed adjustments to the participant eligibility, added new study sites and additional recruitment methods. No single recruitment method was efficient enough to serve as the only route to enrolment.
CONCLUSION: A diverse portfolio of methods, continuous monitoring, mitigation strategy and adequate resourcing were essential for achieving our recruitment goals.

PMID: 29355055 [PubMed - as supplied by publisher]



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Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Recruiting ENT and Audiology patients into pharmaceutical trials: evaluating the multi-centre experience in the UK and USA.

Int J Audiol. 2018 Jan 21;:1-12

Authors: Sanchez VA, Hall DA, Millar B, Escabi CD, Sharman A, Watson J, Thasma S, Harris P

Abstract
OBJECTIVE: Recruiting into clinical trials on time and on target is a major challenge and yet often goes unreported. This study evaluated the adjustment to procedures, recruitment and screening methods in two multi-centre pharmaceutical randomised controlled trials (RCTs) for hearing-related problems in adults.
DESIGN: Recruitment monitoring and subsequent adjustment of various study procedures (e.g. eligibility criteria, increasing recruiting sites and recruitment methods) are reported. Participants were recruited through eight overarching methods: trial registration, posters/flyers, print publications, Internet, social media, radio, databases and referrals. The efficiency of the recruitment was measured by determining the number of people: (1) eligible for screening as a percentage of those who underwent telephone pre-screening and (2) randomised as a percentage of those screened.
STUDY SAMPLE: A total of 584 participants completed the pre-screening steps, 491 screened and 169 participants were randomised.
RESULTS: Both RCTs completed adjustments to the participant eligibility, added new study sites and additional recruitment methods. No single recruitment method was efficient enough to serve as the only route to enrolment.
CONCLUSION: A diverse portfolio of methods, continuous monitoring, mitigation strategy and adequate resourcing were essential for achieving our recruitment goals.

PMID: 29355055 [PubMed - as supplied by publisher]



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Effects of Bilateral Hearing Aid Use on Balance in Experienced Adult Hearing Aid Users.

Effects of Bilateral Hearing Aid Use on Balance in Experienced Adult Hearing Aid Users.

Am J Audiol. 2018 Jan 21;:1-5

Authors: McDaniel DM, Motts SD, Neeley RA

Abstract
Purpose: The purpose of this study was to evaluate the balance of experienced adult hearing aid users with and without their hearing aids via computerized posturography.
Method: Computerized posturography was accomplished by employing the Sensory Organization Test (SOT) on the NeuroCom Balance Master (Natus Medical Incorporated). The SOT assessed each participant's balance and the strategy used to maintain balance in 6 progressively challenging conditions. Twenty-two adults using bilateral at-the-ear hearing aids participated in the study. All participants completed all SOT protocols with and without their hearing aids.
Results: No statistically significant differences in participants' balance were identified regardless of the presence or absence of their hearing aids during the SOT.
Conclusions: These results failed to support previous research, which indicated that amplification of auditory input could benefit balance in individuals with hearing and balance disorders. Further research utilizing randomized controlled trials is needed to resolve the disparity between the current results and those of previous studies.

PMID: 29357393 [PubMed - as supplied by publisher]



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Hearing loss and tinnitus in survivors with chemotherapy-induced neuropathy.

Hearing loss and tinnitus in survivors with chemotherapy-induced neuropathy.

Eur J Oncol Nurs. 2018 Feb;32:1-11

Authors: Miaskowski C, Paul SM, Mastick J, Schumacher M, Conley YP, Smoot B, Abrams G, Kober KM, Cheung S, Henderson-Sabes J, Chesney M, Mazor M, Wallhagen M, Levine JD

Abstract
PURPOSE: The purpose of this study was to evaluate for differences in demographic, clinical, and pain characteristics, as well as measures of sensation, balance, perceived stress, symptom burden, and quality of life (QOL) among survivors who received neurotoxic chemotherapy (CTX) and who reported only chemotherapy-induced neuropathy (CIN, n = 217), CIN and hearing loss (CIN/HL, n = 69), or CIN, hearing loss, and tinnitus (CIN/HL/TIN, n = 85). We hypothesized that as the number of neurotoxicities increased, survivors would have worse outcomes.
METHODS: Survivors were recruited from throughout the San Francisco Bay area. Survivors completed self-report questionnaires for pain and other symptoms, stress and QOL. Objective measures were assessed at an in person visit.
RESULTS: Compared to survivors with only CIN, survivors with all three neurotoxicities were less likely to be female and less likely to report child care responsibilities. In addition, survivors with all three neurtoxicities had higher worst pain scores, greater loss of protective sensation, and worse timed get up and go scores. These survivors reported higher state anxiety and depression and poorer QOL. For some outcomes (e.g., longer duration of CIN, self-reported balance problems), significantly worse outcomes were found for the survivors with CIN/HL and CIN/HL/TIN compared to those with only CIN.
CONCLUSIONS: Our findings suggest that compared to survivors with only CIN, survivors with CIN/HL/TIN are at increased risk for the most severe symptom burden, significant problems associated with sensory loss and changes in balance, as well as significant decrements in all aspects of QOL.

PMID: 29353626 [PubMed - in process]



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Effects of Bilateral Hearing Aid Use on Balance in Experienced Adult Hearing Aid Users.

Effects of Bilateral Hearing Aid Use on Balance in Experienced Adult Hearing Aid Users.

Am J Audiol. 2018 Jan 21;:1-5

Authors: McDaniel DM, Motts SD, Neeley RA

Abstract
Purpose: The purpose of this study was to evaluate the balance of experienced adult hearing aid users with and without their hearing aids via computerized posturography.
Method: Computerized posturography was accomplished by employing the Sensory Organization Test (SOT) on the NeuroCom Balance Master (Natus Medical Incorporated). The SOT assessed each participant's balance and the strategy used to maintain balance in 6 progressively challenging conditions. Twenty-two adults using bilateral at-the-ear hearing aids participated in the study. All participants completed all SOT protocols with and without their hearing aids.
Results: No statistically significant differences in participants' balance were identified regardless of the presence or absence of their hearing aids during the SOT.
Conclusions: These results failed to support previous research, which indicated that amplification of auditory input could benefit balance in individuals with hearing and balance disorders. Further research utilizing randomized controlled trials is needed to resolve the disparity between the current results and those of previous studies.

PMID: 29357393 [PubMed - as supplied by publisher]



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Hearing loss and tinnitus in survivors with chemotherapy-induced neuropathy.

Hearing loss and tinnitus in survivors with chemotherapy-induced neuropathy.

Eur J Oncol Nurs. 2018 Feb;32:1-11

Authors: Miaskowski C, Paul SM, Mastick J, Schumacher M, Conley YP, Smoot B, Abrams G, Kober KM, Cheung S, Henderson-Sabes J, Chesney M, Mazor M, Wallhagen M, Levine JD

Abstract
PURPOSE: The purpose of this study was to evaluate for differences in demographic, clinical, and pain characteristics, as well as measures of sensation, balance, perceived stress, symptom burden, and quality of life (QOL) among survivors who received neurotoxic chemotherapy (CTX) and who reported only chemotherapy-induced neuropathy (CIN, n = 217), CIN and hearing loss (CIN/HL, n = 69), or CIN, hearing loss, and tinnitus (CIN/HL/TIN, n = 85). We hypothesized that as the number of neurotoxicities increased, survivors would have worse outcomes.
METHODS: Survivors were recruited from throughout the San Francisco Bay area. Survivors completed self-report questionnaires for pain and other symptoms, stress and QOL. Objective measures were assessed at an in person visit.
RESULTS: Compared to survivors with only CIN, survivors with all three neurotoxicities were less likely to be female and less likely to report child care responsibilities. In addition, survivors with all three neurtoxicities had higher worst pain scores, greater loss of protective sensation, and worse timed get up and go scores. These survivors reported higher state anxiety and depression and poorer QOL. For some outcomes (e.g., longer duration of CIN, self-reported balance problems), significantly worse outcomes were found for the survivors with CIN/HL and CIN/HL/TIN compared to those with only CIN.
CONCLUSIONS: Our findings suggest that compared to survivors with only CIN, survivors with CIN/HL/TIN are at increased risk for the most severe symptom burden, significant problems associated with sensory loss and changes in balance, as well as significant decrements in all aspects of QOL.

PMID: 29353626 [PubMed - in process]



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Deep Learning–Based Noise Reduction Approach to Improve Speech Intelligibility for Cochlear Implant Recipients

Objective: We investigate the clinical effectiveness of a novel deep learning–based noise reduction (NR) approach under noisy conditions with challenging noise types at low signal to noise ratio (SNR) levels for Mandarin-speaking cochlear implant (CI) recipients. Design: The deep learning–based NR approach used in this study consists of two modules: noise classifier (NC) and deep denoising autoencoder (DDAE), thus termed (NC + DDAE). In a series of comprehensive experiments, we conduct qualitative and quantitative analyses on the NC module and the overall NC + DDAE approach. Moreover, we evaluate the speech recognition performance of the NC + DDAE NR and classical single-microphone NR approaches for Mandarin-speaking CI recipients under different noisy conditions. The testing set contains Mandarin sentences corrupted by two types of maskers, two-talker babble noise, and a construction jackhammer noise, at 0 and 5 dB SNR levels. Two conventional NR techniques and the proposed deep learning–based approach are used to process the noisy utterances. We qualitatively compare the NR approaches by the amplitude envelope and spectrogram plots of the processed utterances. Quantitative objective measures include (1) normalized covariance measure to test the intelligibility of the utterances processed by each of the NR approaches; and (2) speech recognition tests conducted by nine Mandarin-speaking CI recipients. These nine CI recipients use their own clinical speech processors during testing. Results: The experimental results of objective evaluation and listening test indicate that under challenging listening conditions, the proposed NC + DDAE NR approach yields higher intelligibility scores than the two compared classical NR techniques, under both matched and mismatched training-testing conditions. Conclusions: When compared to the two well-known conventional NR techniques under challenging listening condition, the proposed NC + DDAE NR approach has superior noise suppression capabilities and gives less distortion for the key speech envelope information, thus, improving speech recognition more effectively for Mandarin CI recipients. The results suggest that the proposed deep learning–based NR approach can potentially be integrated into existing CI signal processors to overcome the degradation of speech perception caused by noise. ACKNOWLEDGMENTS: This work was supported by the Ministry of Science and Technology, Taiwan, under Grant MOST 105-2314-B-350-001, Grant MOST 106-2314-B-350-002, Grant MOST 105-2218-E-155-014-MY2, Grant MOST 106-2221-E-010-021, Grant MOST105-2218-E-001-004, and Grant CHGH 105-11. The authors have no conflicts of interest to disclose. This work was also supported by the National Natural Science Foundation of China (Grant No. 61571213). Address for correspondence: Lieber Po-Hung Li, Department of Otolaryngology, Cheng Hsin General Hospital, Taipei, Taiwan, No. 45, Cheng Hsin Street, Pai-Tou, Taipei. E-mail: lieber.chgh@gmail.com Received January 10, 2017; accepted November 1, 2017. Copyright © 2018 Wolters Kluwer Health, Inc. All rights reserved.

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Deep Learning–Based Noise Reduction Approach to Improve Speech Intelligibility for Cochlear Implant Recipients

Objective: We investigate the clinical effectiveness of a novel deep learning–based noise reduction (NR) approach under noisy conditions with challenging noise types at low signal to noise ratio (SNR) levels for Mandarin-speaking cochlear implant (CI) recipients. Design: The deep learning–based NR approach used in this study consists of two modules: noise classifier (NC) and deep denoising autoencoder (DDAE), thus termed (NC + DDAE). In a series of comprehensive experiments, we conduct qualitative and quantitative analyses on the NC module and the overall NC + DDAE approach. Moreover, we evaluate the speech recognition performance of the NC + DDAE NR and classical single-microphone NR approaches for Mandarin-speaking CI recipients under different noisy conditions. The testing set contains Mandarin sentences corrupted by two types of maskers, two-talker babble noise, and a construction jackhammer noise, at 0 and 5 dB SNR levels. Two conventional NR techniques and the proposed deep learning–based approach are used to process the noisy utterances. We qualitatively compare the NR approaches by the amplitude envelope and spectrogram plots of the processed utterances. Quantitative objective measures include (1) normalized covariance measure to test the intelligibility of the utterances processed by each of the NR approaches; and (2) speech recognition tests conducted by nine Mandarin-speaking CI recipients. These nine CI recipients use their own clinical speech processors during testing. Results: The experimental results of objective evaluation and listening test indicate that under challenging listening conditions, the proposed NC + DDAE NR approach yields higher intelligibility scores than the two compared classical NR techniques, under both matched and mismatched training-testing conditions. Conclusions: When compared to the two well-known conventional NR techniques under challenging listening condition, the proposed NC + DDAE NR approach has superior noise suppression capabilities and gives less distortion for the key speech envelope information, thus, improving speech recognition more effectively for Mandarin CI recipients. The results suggest that the proposed deep learning–based NR approach can potentially be integrated into existing CI signal processors to overcome the degradation of speech perception caused by noise. ACKNOWLEDGMENTS: This work was supported by the Ministry of Science and Technology, Taiwan, under Grant MOST 105-2314-B-350-001, Grant MOST 106-2314-B-350-002, Grant MOST 105-2218-E-155-014-MY2, Grant MOST 106-2221-E-010-021, Grant MOST105-2218-E-001-004, and Grant CHGH 105-11. The authors have no conflicts of interest to disclose. This work was also supported by the National Natural Science Foundation of China (Grant No. 61571213). Address for correspondence: Lieber Po-Hung Li, Department of Otolaryngology, Cheng Hsin General Hospital, Taipei, Taiwan, No. 45, Cheng Hsin Street, Pai-Tou, Taipei. E-mail: lieber.chgh@gmail.com Received January 10, 2017; accepted November 1, 2017. Copyright © 2018 Wolters Kluwer Health, Inc. All rights reserved.

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Deep Learning–Based Noise Reduction Approach to Improve Speech Intelligibility for Cochlear Implant Recipients

Objective: We investigate the clinical effectiveness of a novel deep learning–based noise reduction (NR) approach under noisy conditions with challenging noise types at low signal to noise ratio (SNR) levels for Mandarin-speaking cochlear implant (CI) recipients. Design: The deep learning–based NR approach used in this study consists of two modules: noise classifier (NC) and deep denoising autoencoder (DDAE), thus termed (NC + DDAE). In a series of comprehensive experiments, we conduct qualitative and quantitative analyses on the NC module and the overall NC + DDAE approach. Moreover, we evaluate the speech recognition performance of the NC + DDAE NR and classical single-microphone NR approaches for Mandarin-speaking CI recipients under different noisy conditions. The testing set contains Mandarin sentences corrupted by two types of maskers, two-talker babble noise, and a construction jackhammer noise, at 0 and 5 dB SNR levels. Two conventional NR techniques and the proposed deep learning–based approach are used to process the noisy utterances. We qualitatively compare the NR approaches by the amplitude envelope and spectrogram plots of the processed utterances. Quantitative objective measures include (1) normalized covariance measure to test the intelligibility of the utterances processed by each of the NR approaches; and (2) speech recognition tests conducted by nine Mandarin-speaking CI recipients. These nine CI recipients use their own clinical speech processors during testing. Results: The experimental results of objective evaluation and listening test indicate that under challenging listening conditions, the proposed NC + DDAE NR approach yields higher intelligibility scores than the two compared classical NR techniques, under both matched and mismatched training-testing conditions. Conclusions: When compared to the two well-known conventional NR techniques under challenging listening condition, the proposed NC + DDAE NR approach has superior noise suppression capabilities and gives less distortion for the key speech envelope information, thus, improving speech recognition more effectively for Mandarin CI recipients. The results suggest that the proposed deep learning–based NR approach can potentially be integrated into existing CI signal processors to overcome the degradation of speech perception caused by noise. ACKNOWLEDGMENTS: This work was supported by the Ministry of Science and Technology, Taiwan, under Grant MOST 105-2314-B-350-001, Grant MOST 106-2314-B-350-002, Grant MOST 105-2218-E-155-014-MY2, Grant MOST 106-2221-E-010-021, Grant MOST105-2218-E-001-004, and Grant CHGH 105-11. The authors have no conflicts of interest to disclose. This work was also supported by the National Natural Science Foundation of China (Grant No. 61571213). Address for correspondence: Lieber Po-Hung Li, Department of Otolaryngology, Cheng Hsin General Hospital, Taipei, Taiwan, No. 45, Cheng Hsin Street, Pai-Tou, Taipei. E-mail: lieber.chgh@gmail.com Received January 10, 2017; accepted November 1, 2017. Copyright © 2018 Wolters Kluwer Health, Inc. All rights reserved.

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