Individuality-Preserving Speech Synthesis for Spinal Muscular Atrophy with a Tracheotomy

  • Abstract
  • Literature Map
  • Similar Papers
Abstract
Translate article icon Translate Article Star icon

Aphasia and dysarthria are the two main language disorders that cause difficulty in speech. This study focuses on articulation disorders, particularly among individuals with spinal muscular atrophy (SMA) whose speech is challenging to comprehend. Specifically, it addresses communication support through text-to-speech synthesis technology that maintains the speaker’s individuality. Previous research on individuals with SMA who have undergone tracheotomy surgery has predominantly centered on postoperative care environments unrelated to speech communication, with few precedents in the study of communication support using speech synthesis technology. Therefore, this study aims to develop a speech synthesis system that preserves the speaker’s individuality while producing clearer speech. This is performed by fine-tuning a pre-trained speech synthesis model, initially trained on a large corpus of speech by those with no speech impediment, using a small amount of speech of the target person with SMA. Subjective evaluations using both actual and synthesized speech demonstrated that the system could adequately learn the speaker’s individuality and produce synthesized speech with slightly improved clarity.

Similar Papers
  • Conference Instance
  • Cite Count Icon 26
  • 10.1016/j.nmd.2020.02.019
Patient and parent oriented tools to assess health-related quality of life, activity of daily living and caregiver burden in SMA. Rome, 13 July 2019
  • Mar 7, 2020
  • Neuromuscular Disorders
  • Eugenio Mercuri + 27 more

Patient and parent oriented tools to assess health-related quality of life, activity of daily living and caregiver burden in SMA. Rome, 13 July 2019

  • Research Article
  • Cite Count Icon 15
  • 10.1007/s12035-018-1379-z
Calpain Inhibition Increases SMN Protein in Spinal Cord Motoneurons and Ameliorates the Spinal Muscular Atrophy Phenotype in Mice
  • Oct 16, 2018
  • Molecular Neurobiology
  • Sandra De La Fuente + 4 more

Spinal muscular atrophy (SMA), a leading genetic cause of infant death, is caused by the loss of survival motor neuron 1 (SMN1) gene. SMA is characterized by the degeneration and loss of spinal cord motoneurons (MNs), muscular atrophy, and weakness. SMN2 is the centromeric duplication of the SMN gene, whose numbers of copies determine the intracellular levels of SMN protein and define the disease onset and severity. It has been demonstrated that elevating SMN levels can be an important strategy in treating SMA and can be achieved by several mechanisms, including promotion of protein stability. SMN protein is a direct target of the calcium-dependent protease calpain and induces its proteolytic cleavage in muscle cells. In this study, we examined the involvement of calpain in SMN regulation on MNs. In vitro experiments showed that calpain activation induces SMN cleavage in CD1 and SMA mouse spinal cord MNs. Additionally, calpain 1 knockdown or inhibition increased SMN level and prevent neurite degeneration in these cells. We examined the effects of calpain inhibition on the phenotype of two severe SMA mouse models. Treatment with the calpain inhibitor, calpeptin, significantly improved the lifespan and motor function of these mice. Our observations show that calpain regulates SMN level in MNs and calpeptin administration improves SMA phenotype demonstrating the potential utility of calpain inhibitors in SMA therapy.

  • Research Article
  • Cite Count Icon 52
  • 10.1111/dmcn.14798
Brain, cognition, and language development in spinal muscular atrophy type 1: a scoping review.
  • Jan 15, 2021
  • Developmental medicine and child neurology
  • Riccardo Masson + 3 more

To summarize the current knowledge on brain involvement in spinal muscular atrophy (SMA) type 1, focusing on brain pathology, cognition, and speech/language development. A scoping review was performed using the methodology of the Joanna Briggs Institute. Five databases and references from relevant articles were searched up to December 2019. Articles were screened on the basis of titles and abstracts. Full-text papers published in peer-reviewed journals in English were selected. Nineteen articles met eligibility criteria. Eight case series/reports on brain pathology showed abnormalities in few SMA type 0/1 cases, supported by findings in three post-mortem examinations in mice. Four studies (three case-control, one cross-sectional) on cognition reported contradictory results, with impaired cognitive performances in recent, small groups with SMA type 1. Four studies (three cross-sectional, one observational) on speech/language showed that untreated SMA type 1 patients rarely achieve functional and intelligible speech, with data limited to parent reports/non-formal evaluations. Brain involvement is an under-investigated aspect of SMA type 1, requiring further exploration in longitudinal studies. A deeper knowledge of brain involvement would improve the interpretation of clinical phenotypes and the personalization of rehabilitation programmes supporting patients' autonomies and quality of life. Additionally, it may help to define further outcome measures testing the efficacy of current and new developing drugs on this domain. Brain involvement is under-investigated in spinal muscular atrophy (SMA) type 1. Neuropathological data suggest progressive brain involvement in severe forms of SMA. Impaired cognitive performances are reported in small groups with SMA type 1. Data on language in those with SMA type 1 are limited to parent reports and non-formal assessments.

  • Research Article
  • Cite Count Icon 676
  • 10.1212/wnl.50.3.583
Progressive proximal spinal and bulbar muscular atrophy of late onset: a sex-linked recessive trait.
  • Mar 1, 1998
  • Neurology
  • William R Kennedy + 2 more

Neurology 1968;18:671-680 Progressive spinal muscular atrophy, juvenile proximal spinal muscular atrophy (Kugelberg-Welander), and infantile muscular atrophy (Werdnig-Hoffman) comprise a group of diseases by virtue of their pathological similarity. Chronic degeneration of the lower motor neurons and neurogenic atrophy of the skeletal muscle are common to all. The diseases differ in mode of inheritance, age of onset, distribution of muscular atrophy, and prognosis. Some investigators have considered them as a continuum of the same disease, underscoring the pathological similarity, while others have emphasized the clinical differences and prefer to regard them as distinct entities. This report describes 2 families in which 11 members, all male, were affected by an unusual, slowly progressive spinal and bulbar muscular atrophy. This disease, apparently inherited as a sex-linked recessive trait, becomes manifest clinically in the fourth and fifth decades and initially involves proximal muscles. The proximal weakness gave a clinical picture similar to muscular dystrophy in some patients. A full description is made of the prepositus of each family, but only the more striking features or unusual aspects are mentioned in the other cases. Case 1 (V-9). A 57-year-old white meat packer first noted the onset of low back pain at age 30 (Fig. 2). Five years later, he began to experience muscle cramps and fasciculations. He was able to wield a heavy meat cleaver until age 37 when increasing weakness of the shoulder and pelvic girdle muscles forced him to retire. A neurological examination at that time revealed weakness and fasciculations of the proximal limb and girdle muscles. Fig. 2. ( Left ) Case 1 (V-9). Member of B family. Weakness and atrophy of muscles in extremities, with maximal involvement in girdle musculature. Fig. 3. ( Right ) Case 7 (V-29). Member of B family. Progressive bulbar and limb weakness. He was first examined at the University of …

  • Research Article
  • Cite Count Icon 4
  • 07104/aim.0015
Molecular analysis of the neuronal apoptosis inhibitory protein gene in families with spinal muscular atrophy.
  • Oct 1, 2007
  • Archives of Iranian Medicine
  • Hossein Najmabadi + 3 more

Spinal muscular atrophy is an autosomal recessive disorder characterized by degeneration of anterior horn cells in the spinal cord leading to progressive muscular weakness and atrophy. The spinal muscular atrophy candidate interval genes including survival motor neuron, the responsible gene in spinal muscular atrophy phenotype expression, neuronal apoptosis inhibitory protein, and P44, potential modifying genes, are located on chromosome 5q13 in two highly homologous copies (telomeric and centromeric) within the spinal muscular atrophy region. In this study, the neuronal apoptosis inhibitory protein gene deletion was analyzed in 34 spinal muscular atrophy families, with the consanguinity rate of 65% (22/34), in whom exon 7 of the survival motor neuron-1 gene was already confirmed and was deleted in 79% of the affected individuals. Deletion analysis of exons 5, 6, and 13 of the neuronal apoptosis inhibitory protein-t gene was carried out in our samples. We found 80% neuronal apoptosis inhibitory protein gene deletion in 5q-spinal muscular atrophy patients (91% spinal muscular atrophy-I, 50% spinal muscular atrophy-II and -III), and in 5% (two of forty) of spinal muscular atrophy parents. All the neuronal apoptosis inhibitory protein-deleted samples also lacked the survival motor neuron-1 gene. The neuronal apoptosis inhibitory protein gene deletion in spinal muscular atrophy-I was higher than the other spinal muscular atrophy types. The high frequency of neuronal apoptosis inhibitory protein deletion most likely reflects a higher frequency of survival motor neuron-1 deletions compared with survival motor neuron-1 to survival motor neuron-2 gene conversion in this population.

  • Abstract
  • Cite Count Icon 2
  • 10.1016/j.nmd.2022.07.071
FP.10 Combination of BIO101 with antisense oligonucleotide therapy demonstrates synergistic beneficial effects in severe SMA-like mice
  • Oct 1, 2022
  • Neuromuscular Disorders
  • C Bezier + 8 more

FP.10 Combination of BIO101 with antisense oligonucleotide therapy demonstrates synergistic beneficial effects in severe SMA-like mice

  • Research Article
  • Cite Count Icon 22
  • 10.1016/j.sleep.2015.12.015
Sleep architecture in children with spinal muscular atrophy type 2
  • Jan 15, 2016
  • Sleep Medicine
  • Elisabetta Verrillo + 7 more

Sleep architecture in children with spinal muscular atrophy type 2

  • Research Article
  • Cite Count Icon 8
  • 10.1111/j.1600-0404.1989.tb03864.x
Serum cholinesterase activity in infantile and juvenile spinal muscular atrophy.
  • Sep 1, 1989
  • Acta neurologica Scandinavica
  • I Niebroj-Dobosz + 1 more

Serum acetylcholinesterase (AChE) and pseudocholinesterase (ChE) activity in infantile and juvenile spinal muscular atrophy (SMA) was determined. The total AChE activity was either normal or decreased in the childhood SMA (Type 1), the other SMA groups and disease controls (ALS, X-linked SMA). In the majority of SMA Type 1 cases (6/7 tested) an absence of the asymmetric A12 form was found. This was accompanied by changes in the other asymmetric and globular forms. The latter was, however, not specific for SMA Type 1 cases. The ChE activity was increased in the majority of SMA cases as well as disease controls. The asymmetric A12 ChE form was increased in all SMA Type 3 cases, the values of this form in SMA Type 1 was variable. A change in the ChE globular forms in SMA Type 1 and SMA Type 2 was a frequent finding. It is suggested that the absence of the asymmetric A12 AChE form in SMA Type 1 arises because of muscle cell immaturity and undeveloped muscle-nerve interactions. The reason of ChE changes is obscure.

  • Research Article
  • Cite Count Icon 54
  • 10.1016/s0960-8966(02)00211-0
93rd ENMC international workshop: non-5q-spinal muscular atrophies (SMA) – clinical picture (6–8 April 2001, Naarden, The Netherlands)
  • Jan 15, 2003
  • Neuromuscular Disorders
  • Klaus Zerres + 1 more

93rd ENMC international workshop: non-5q-spinal muscular atrophies (SMA) – clinical picture (6–8 April 2001, Naarden, The Netherlands)

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 2
  • 10.3163/1536-5050.101.2.010
Analysis of inconsistencies in terminology of spinal and bulbar muscular atrophy and its effect on retrieval of research
  • Apr 1, 2013
  • Journal of the Medical Library Association : JMLA
  • Shelley Arvin

Diseases are sometimes known by many names 1–9, which complicates the retrieval of publications. Rare and emerging diseases may be especially vulnerable to this. Health sciences librarians do not often encounter rare diseases and may be unaware of the search challenges that these diseases present. To effectively retrieve publications for research, a strategy to identify all the different names of a disease is needed so that these can be incorporated into a comprehensive search. The author was engaged in a research project to create a comprehensive bibliography of the rare disease spinal and bulbar muscular atrophy (SBMA). The project utilized a strategy to identify all of the various names for the disease. This strategy should be helpful not only for SBMA researchers, but for anyone interested in a methodology for obtaining a comprehensive list of names for a disease. Spinal and bulbar muscular atrophy (SBMA) SBMA (ORPHA481, OMIM #313200, SNOMED CT Concept ID 230253001†) is a rare progressive neuromuscular disorder of males marked by proximal muscle weakness, cramping, fasciculations (twitching of individual muscle fibers), and muscle atrophy. Symptoms have been reported to first begin to develop between the third to sixth decades of life. Prevalence of SBMA has been reported alternately as 1 in 40,000 10, 1–2 in 100,000 11, and less than 1 in 50,000 live male births 12, but it is thought to be underdiagnosed 13–15. Degeneration of anterior horn cells (lower motor neurons) in the spinal cord of affected individuals is observed. Additional symptoms may include gynecomastia (abnormal growth of breasts in males), testicular atrophy, dysarthria (difficulty speaking), and dysphagia (difficulty swallowing). At this time, there is no known cure for most such neuromuscular diseases 16. Inheritance of SBMA is by traditional X-linked genetics. The disorder is related to a genetic defect in which a trinucleotide repeat occurs in the first exon of the androgen receptor gene on the X chromosome, first identified by La Spada in 1991 17. The string of three nucleotides of a trinucleotide repeat is present in a normal gene but is an unusually long string in a defective gene. The trinucleotide repeat of SBMA is cytosine-adenine-guanine (CAG), which codes for the amino acid glutamine. The presence of the repeat in DNA translation results in a string of glutamine molecules in the resulting peptide. Normal CAG repeat length in the androgen receptor gene is 11–34. SBMA is diagnosed if the number of CAG repeats exceeds 38 18, 19. Women do not develop SBMA, but heterozygous and homozygous women may exhibit mild symptoms, particularly muscle twitching and cramping 13, 20, 21. SBMA was identified as a unique disorder in 1968 by William R. Kennedy, but the disorder existed before its discovery 22. As far back as 1897, Japanese neurologist Hiroshi Kawahara first described what appeared to be SBMA in two brothers suffering from muscle atrophy and fasciculation of the tongue and limbs, with adult onset and sex-linked recessive inheritance 23, 24. Several disorders of varying severity and outcomes resemble SBMA, and the disorder is thought to be frequently misdiagnosed 25–29. The most well known is amyotrophic lateral sclerosis. The most challenging are the spinal muscular atrophies (SMA). However, SMA is an autosomal recessive genetic disease. Symptoms of most forms of SMA arise in childhood, but SMA3 is suggested to possibly first appear in adolescence or young adulthood. SMA4 symptoms may appear after age 30 30.

  • Research Article
  • Cite Count Icon 37
  • 10.1002/mus.880010406
Late-onset X-linked recessive spinal and bulbar muscular atrophy.
  • Jul 1, 1978
  • Muscle & nerve
  • Steven P Ringel + 4 more

A family is described in which five males have late-onset facial weakness, dysarthria, dysphagia, and slowly progressive proximal weakness. Electrodiagnostic studies and muscle biopsy were compatible with spinal muscular atrophy. This family appears quite similar to several previously reported families with late-onset X-linked recessive spinal and bulbar muscular atrophy. Because of the relative homogeneity of this particular phenotype of spinal muscular atrophy, a single metabolic derangement was sought. Three obligate carriers were studied, and no abnormality was detected. A further family with this condition is briefly discussed.

  • Research Article
  • Cite Count Icon 28
  • 10.1002/14651858.cd006281.pub5
Drug treatment for spinal muscular atrophy type I.
  • Dec 11, 2019
  • Cochrane Database of Systematic Reviews
  • Renske I Wadman + 6 more

Background Spinal muscular atrophy (SMA) is caused by degeneration of anterior horn cells of the spinal cord, which leads to progressive muscle weakness. Children with SMA type I will never be able to sit without support and usually die by the age of two years. There are no known efficacious drug treatments that influence the course of the disease. This is an update of a review first published in 2009. Objectives To evaluate whether drug treatment is able to slow or arrest the disease progression of SMA type I, and to assess if such therapy can be given safely. Drug treatment for SMA types II and III is the topic of a separate updated Cochrane review. Search methods We searched the Cochrane Neuromuscular Disease Group Specialized Register (8 March 2011), CENTRAL (The Cochrane Library 2011, Issue 1), MEDLINE (January 1991 to February 2011), EMBASE (January 1991 to February 2011) and ISI Web of Knowledge (January 1991 to 8 March 2011). We searched the Clinical Trials Registry of the U.S. National Institute of Health (www.ClinicalTrials.gov) (8 March 2011) to identify additional trials that had not yet been published. Selection criteria We sought all randomised or quasi-randomised trials that examined the efficacy of drug treatment for SMA type I. Participants had to fulfil the clinical criteria and have a deletion or mutation of the SMN1 gene (5q11.2-13.2) confirmed by genetic analysis.The primary outcome measure was time from birth until death or full time ventilation. Secondary outcome measures were development of rolling, sitting or standing within one year after the onset of treatment, and adverse events attributable to treatment during the trial period. Data collection and analysis Two authors (RW and AV) independently reviewed and extracted data from all potentially relevant trials. For included studies, pooled relative risks and standardised mean differences were to be calculated to assess treatment efficacy. Main results One small randomised controlled study comparing riluzole treatment to placebo for 10 SMA type 1 children was identified and included in the original review. No further trials were identified for the update in 2011. Regarding the primary outcome measure, three of seven children treated with riluzole were still alive at the ages of 30, 48 and 64 months, whereas all three children in the placebo group died; but the difference was not statistically significant. Regarding the secondary outcome measures, none of the children in the riluzole or placebo group developed the ability to roll, sit or stand, and no adverse effects were observed. For several reasons the overall quality of the study was low, mainly because the study was too small to detect an effect and because of baseline differences. Follow-up of the 10 included children was complete. Authors' conclusions No drug treatment for SMA type I has been proven to have significant efficacy.

  • Research Article
  • Cite Count Icon 33
  • 10.1212/wnl.0000000000002348
Mandibular dysfunction as a reflection of bulbar involvement in SMA type 2 and 3.
  • Jan 13, 2016
  • Neurology
  • H Willemijn Van Bruggen + 7 more

In a cross-sectional study, we aimed to determine (1) the effect of spinal muscular atrophy (SMA) type 2 and 3 on mandibular function reflected as masticatory performance, mandibular range of motion, and bite force and (2) the predictors of mandibular dysfunction. Sixty patients with SMA type 2 and 3 (mean age 32.3 years, SD 17.4 years) and 60 age-matched controls filled out questionnaires about impairments of mandibular function. All participants underwent detailed clinical examination to document the mandibular range of motion including maximal mouth opening, bite force, and masticatory function. All mandibular movements, including mouth opening, lateral range of motion, and protrusion of the mandible, were reduced in patients with SMA type 2 and 3 compared to healthy controls (p < 0.001). Maximal bite force was 19% lower in patients than controls, and more in patients with SMA type 2 than type 3. The strongest predictive factor was SMA type for impairment of mandibular range of motion (R(2) = 0.82) and weakness of neck muscles for bite force (R(2) = 0.47). Reduced mandibular mobility and bite force are common complications in SMA. SMA type and neck muscle strength are important correlates of these complications. We provide further evidence for clinically relevant bulbar involvement in patients with SMA.

  • PDF Download Icon
  • Research Article
  • Cite Count Icon 11
  • 10.1002/acn3.51092
Whole‐blood dysregulation of actin‐cytoskeleton pathway in adult spinal muscular atrophy patients
  • Jun 17, 2020
  • Annals of Clinical and Translational Neurology
  • Jennifer J Siranosian + 10 more

ObjectiveRecent advances in therapeutics have improved prognosis for severely affected spinal muscular atrophy (SMA) type 1 and 2 patients, while the best method of treatment for SMA type 3 patients with later onset of disease is unknown. To better characterize the SMA type 3 population and provide potential therapeutic targets, we aimed to understand gene expression differences in whole blood of SMA type 3 patients (n = 31) and age‐ and gender‐matched controls (n = 34).MethodsWe performed the first large‐scale whole blood transcriptomic screen with L1000, a rapid, high‐throughput gene expression profiling technology that uses 978 landmark genes to capture a representation of the transcriptome and predict expression of 9196 additional genes.ResultsThe primary downregulated KEGG pathway in adult SMA type 3 patients was "Regulation of Actin Cytoskeleton,” and downregulated expression of key genes in this pathway, including ROCK1, RHOA, and ACTB, was confirmed in the same whole blood samples using RT‐qPCR. SMA type 3 patient‐derived fibroblasts had lower expression of these genes compared to control fibroblasts from unaffected first‐degree relatives. Overexpression of SMN levels using an AAV vector in fibroblasts did not normalize ROCK1, RHOA, and ACTB mRNA expression, indicating the involvement of additional genes in cytoskeleton dynamic regulation.InterpretationOur findings from whole blood and patient‐derived fibroblasts suggest SMA type 3 patients have decreased expression of actin cytoskeleton regulators. These observations provide new insights and potential therapeutic targets for SMA patients with longstanding denervation and secondary musculoskeletal pathophysiology.

  • Abstract
  • 10.1016/j.nmd.2020.08.276
SMA – THERAPY: P.279 Efficacy and safety of nusinersen treated adult patients with spinal muscular atrophy (SMA) types 2-3-4
  • Sep 28, 2020
  • Neuromuscular Disorders
  • B De Wel + 1 more

SMA – THERAPY: P.279 Efficacy and safety of nusinersen treated adult patients with spinal muscular atrophy (SMA) types 2-3-4

Save Icon
Up Arrow
Open/Close