Spinocerebellar Ataxia (Sca) is an important component in the neurobiology of neurodegenerative diseases. This page provides detailed information about its structure, function, and role in disease processes.
The spinocerebellar ataxias (SCAs) are a group of autosomal dominant neurodegenerative disorders characterized by progressive [cerebellar] dysfunction, leading to impaired coordination, balance, gait, and speech. To date, over 40 distinct genetic subtypes have been identified, most caused by [trinucleotide repeat expansions] in specific [genes[/[genes[/[genes[/[genes[/[genes[/[genes[/[genes[/[genes[/genes. The most common subtypes worldwide are SCA1 ([ATXN1[/genes/[atxn1[/genes/[atxn1[/genes/[atxn1[/genes/[atxn1--TEMP--/genes)--FIX--, SCA2 ([ATXN2[/genes/[atxn2[/genes/[atxn2[/genes/[atxn2[/genes/[atxn2--TEMP--/genes)--FIX--, SCA3/Machado-Joseph disease ([ATXN3[/genes/[atxn3[/genes/[atxn3[/genes/[atxn3[/genes/[atxn3--TEMP--/genes)--FIX--, SCA6, and SCA7 (Klockgether et al., 2019).
SCAs share pathogenic mechanisms with other polyglutamine (polyQ) expansion disorders such as [Huntington's disease[/mechanisms/[huntington-pathway[/mechanisms/[huntington-pathway[/mechanisms/[huntington-pathway[/mechanisms/[huntington-pathway--TEMP--/mechanisms)--FIX--, including toxic gain-of-function from expanded polyglutamine tracts, [protein aggregation[/mechanisms/[protein-aggregation[/mechanisms/[protein-aggregation[/mechanisms/[protein-aggregation[/mechanisms/[protein-aggregation--TEMP--/mechanisms)--FIX--, [transcriptional dysregulation[/mechanisms/[transcriptional-dysregulation[/mechanisms/[transcriptional-dysregulation[/mechanisms/[transcriptional-dysregulation[/mechanisms/[transcriptional-dysregulation--TEMP--/mechanisms)--FIX--, and [selective neuronal vulnerability[/mechanisms/[selective-neuronal-vulnerability[/mechanisms/[selective-neuronal-vulnerability[/mechanisms/[selective-neuronal-vulnerability[/mechanisms/[selective-neuronal-vulnerability--TEMP--/mechanisms)--FIX-- — particularly of [Purkinje cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells--TEMP--/cell-types)--FIX-- in the cerebellar [cortex[/brain-regions/[cortex[/brain-regions/[cortex[/brain-regions/[cortex[/brain-regions/[cortex--TEMP--/brain-regions)--FIX--. Despite their rarity (combined prevalence 1–5 per 100,000), SCAs have become a major focus for [antisense oligonucleotide[/therapeutics/[antisense-oligonucleotide-therapy[/therapeutics/[antisense-oligonucleotide-therapy[/therapeutics/[antisense-oligonucleotide-therapy[/therapeutics/[antisense-oligonucleotide-therapy--TEMP--/therapeutics)--FIX-- and [gene therapy[/treatments/[gene-therapy[/treatments/[gene-therapy[/treatments/[gene-therapy[/treatments/[gene-therapy--TEMP--/treatments)--FIX-- development.
- Combined prevalence: Approximately 1–5 per 100,000 worldwide, though rates vary significantly by region and ethnicity
- SCA3 (Machado-Joseph disease): The most common SCA globally, particularly prevalent in Portugal, Brazil, Japan, and China. Accounts for approximately 21–36% of all SCA cases
- SCA2: Second most common worldwide; particularly prevalent in Cuba (40 per 100,000 in Holguín Province, the world's highest known concentration)
- SCA1: Third most common; relatively uniform distribution
- SCA6: More common in Japan and older-onset populations; accounts for 13–15% of dominant ataxias in Japan
- SCA7: Rare in most populations but relatively common in parts of South Africa and Scandinavia
- Age of onset: Most subtypes present between ages 20–50, though childhood and [late[/diseases/[late[/diseases/[late[/diseases/[late[/diseases/[late--TEMP--/diseases)--FIX---onset forms occur. Earlier onset generally correlates with larger repeat expansion sizes (genetic anticipation)
(Ruano et al., 2014)
¶ Genetics and Pathogenesis
The majority of common SCAs are caused by CAG [trinucleotide repeat expansions] encoding polyglutamine tracts in the respective protein:
| Subtype |
Gene |
Locus |
Normal Repeats |
Pathogenic Repeats |
Protein |
| SCA1 |
[ATXN1[/genes/[atxn1[/genes/[atxn1[/genes/[atxn1[/genes/[atxn1--TEMP--/genes)--FIX-- |
6p22.3 |
6–44 |
39–83 |
[Ataxin-1[/proteins/[ataxin-1[/proteins/[ataxin-1[/proteins/[ataxin-1[/proteins/[ataxin-1--TEMP--/proteins)--FIX-- |
| SCA2 |
[ATXN2[/genes/[atxn2[/genes/[atxn2[/genes/[atxn2[/genes/[atxn2--TEMP--/genes)--FIX-- |
12q24.12 |
14–31 |
32–200+ |
[Ataxin-2[/proteins/[ataxin-2[/proteins/[ataxin-2[/proteins/[ataxin-2[/proteins/[ataxin-2--TEMP--/proteins)--FIX-- |
| SCA3/MJD |
[ATXN3[/genes/[atxn3[/genes/[atxn3[/genes/[atxn3[/genes/[atxn3--TEMP--/genes)--FIX-- |
14q32.12 |
12–43 |
55–87 |
Ataxin-3 |
| SCA6 |
CACNA1A |
19p13.13 |
4–18 |
20–33 |
P/Q-type Ca<a href="#ref-2" class="ref-link" data-ref-number="2" data-ref-text="[Klockgether T, Mariotti C, Bhatt HL. The natural history of degenerative ataxia: a systematic review. Neurology. 2019;92(13]:e1525-e1533. DOI |
| SCA7 |
ATXN7 |
3p14.1 |
4–35 |
37–306 |
Ataxin-7 |
| SCA17 |
TBP |
6q27 |
25–42 |
43–66 |
TA-binding protein |
A hallmark of polyQ SCAs is genetic anticipation — the tendency for repeat expansions to increase in size across generations, leading to earlier onset and more severe disease in successive generations. This is particularly pronounced in SCA7, where paternal transmission can produce massive expansions causing infantile-onset disease.
The pathogenesis of polyQ SCAs involves multiple interconnected mechanisms (Matilla-Dueñas et al., 2014):
- Toxic gain-of-function: Expanded polyglutamine [proteins[/[proteins[/[proteins[/[proteins[/[proteins[/[proteins[/[proteins[/[proteins[/proteins misfold and form intranuclear and cytoplasmic aggregates (inclusion bodies) that are toxic to [neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons--TEMP--/entities)--FIX--
- Transcriptional dysregulation: Mutant ataxins sequester transcription factors (e.g., CREB-binding protein/CBP) and disrupt gene expression programs essential for neuronal survival
- Protein quality control failure: Expanded polyQ proteins overwhelm the [ubiquitin-proteasome system[/entities/[ubiquitin-proteasome-system[/entities/[ubiquitin-proteasome-system[/entities/[ubiquitin-proteasome-system[/entities/[ubiquitin-proteasome-system--TEMP--/entities)--FIX-- and [autophagy[/entities/[autophagy[/entities/[autophagy[/entities/[autophagy[/entities/[autophagy--TEMP--/entities)--FIX-- pathways, impairing protein clearance
- Calcium dysregulation: Mutant ataxins disrupt intracellular calcium signaling, particularly through interactions with inositol 1,4,5-trisphosphate receptors (IP3Rs) and voltage-gated calcium channels
- [Mitochondrial dysfunction[/mechanisms/[mitochondrial-dysfunction[/mechanisms/[mitochondrial-dysfunction[/mechanisms/[mitochondrial-dysfunction[/mechanisms/[mitochondrial-dysfunction--TEMP--/mechanisms)--FIX--: Polyglutamine aggregates impair [mitochondrial dynamics[/entities/[mitochondrial-dynamics[/entities/[mitochondrial-dynamics[/entities/[mitochondrial-dynamics[/entities/[mitochondrial-dynamics--TEMP--/entities)--FIX--, electron transport chain function, and energy metabolism
- RNA toxicity: In some subtypes (SCA8, SCA31, SCA36), the repeat expansion RNA itself forms toxic structures (RNA foci) that sequester RNA-binding proteins, similar to the mechanism in [C9orf72[/genes/[c9orf72[/genes/[c9orf72[/genes/[c9orf72[/genes/[c9orf72--TEMP--/genes)--FIX---associated [ALS[/diseases/[als[/diseases/[als[/diseases/[als[/diseases/[als--TEMP--/diseases)--FIX--/[FTD[/diseases/[ftd[/diseases/[ftd[/diseases/[ftd[/diseases/[ftd--TEMP--/diseases)--FIX--
Several SCAs are caused by non-repeat mechanisms:
- SCA5: Missense mutations in SPTBN2 (β-III spectrin), disrupting Purkinje cell dendritic architecture
- SCA14: Mutations in PRKCG (protein kinase C γ), causing aberrant signaling
- SCA27: Mutations in FGF14, disrupting voltage-gated sodium channel function
- SCA28: Mutations in AFG3L2, causing mitochondrial protease dysfunction
[Purkinje cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells--TEMP--/cell-types)--FIX-- — the sole output [neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons--TEMP--/entities)--FIX-- of the cerebellar [cortex[/brain-regions/[cortex[/brain-regions/[cortex[/brain-regions/[cortex[/brain-regions/[cortex--TEMP--/brain-regions)--FIX-- — are the primary target of degeneration in SCAs. Their selective vulnerability arises from:
- High metabolic demand: Purkinje cells are among the largest and most metabolically active [neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons--TEMP--/entities)--FIX-- in the brain
- Complex dendritic arbor: Their extensive dendritic tree requires intense calcium signaling and protein synthesis
- Tonic firing: Purkinje cells fire spontaneously at high rates (~50 Hz), making them uniquely sensitive to calcium dysregulation and energy failure
- Limited regenerative capacity: Unlike granule cells, Purkinje cells cannot be replaced
Additional neuronal populations affected vary by subtype: [motor [neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons--TEMP--/entities)--FIX--/cell-types/motor-[neurons) (SCA2, SCA3), retinal photoreceptors (SCA7), [dopaminergic [neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons--TEMP--/entities)--FIX--/cell-types/dopaminergic-[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons[/entities/[neurons--TEMP--/entities)--FIX--, and [cortical pyramidal neurons[/cell-types/[cortical-pyramidal-l5[/cell-types/[cortical-pyramidal-l5[/cell-types/[cortical-pyramidal-l5[/cell-types/[cortical-pyramidal-l5--TEMP--/cell-types)--FIX-- (SCA17).
All SCAs share a core clinical phenotype of progressive cerebellar ataxia:
- Gait ataxia: Wide-based, unsteady gait with increasing falls; often the presenting symptom
- Limb ataxia: Dysmetria (overshooting/undershooting targets), intention tremor, dysdiadochokinesia
- Dysarthria: Slurred, scanning, or explosive speech due to cerebellar dysregulation of motor speech
- Oculomotor abnormalities: Nystagmus, saccadic dysmetria, smooth pursuit deficits, and gaze-evoked nystagmus
- Dysphagia: Progressive swallowing difficulty increasing aspiration risk
| Subtype |
Distinguishing Features |
| SCA1 |
Upper motor neuron signs (hyperreflexia, spasticity), peripheral neuropathy, cognitive decline |
| SCA2 |
Markedly slowed saccades (hallmark), myoclonus, parkinsonism, peripheral neuropathy |
| SCA3/MJD |
[Dystonia[/diseases/[dystonia[/diseases/[dystonia[/diseases/[dystonia[/diseases/[dystonia--TEMP--/diseases)--FIX--, facial/lingual fasciculations, bulging eyes, peripheral neuropathy, restless legs |
| SCA6 |
Pure cerebellar syndrome, late onset (>50 years), very slow progression |
| SCA7 |
Progressive retinal degeneration (macular dystrophy), visual loss preceding or accompanying ataxia |
| SCA17 |
Psychiatric features, chorea (Huntington-like), cognitive decline, parkinsonism |
Many SCAs involve extracerebellar systems (Rossi et al., 2020):
- Cognitive decline: Executive dysfunction and processing speed deficits, particularly in SCA1, SCA2, SCA3, SCA17
- Psychiatric features: Depression, anxiety, and personality changes
- Peripheral neuropathy: Sensory and motor neuropathy, especially in SCA1, SCA2, SCA3
- Parkinsonism: Bradykinesia, rigidity, and rest tremor, particularly in SCA2 and SCA3
- Sleep disorders: [REM sleep behavior disorder[/diseases/[rem-sleep-behavior-disorder[/diseases/[rem-sleep-behavior-disorder[/diseases/[rem-sleep-behavior-disorder[/diseases/[rem-sleep-behavior-disorder--TEMP--/diseases)--FIX-- in SCA2 and SCA3
Diagnosis begins with a detailed neurological examination and family history. The Scale for the Assessment and Rating of Ataxia (SARA) is the standard clinical instrument for quantifying ataxia severity.
Genetic testing is the gold standard for definitive diagnosis:
- First-tier testing: Repeat-primed PCR or fragment analysis for the common polyQ SCAs (SCA1, 2, 3, 6, 7, and DRPLA)
- Second-tier testing: Next-generation sequencing panels for non-polyQ SCAs and atypical cases
- Whole exome/genome sequencing: For undiagnosed cases after standard panel testing
MRI findings vary by subtype but commonly include:
- Cerebellar atrophy: Vermis and hemispheric atrophy, progressive over time
- [brainstem[/brain-regions/[brainstem[/brain-regions/[brainstem[/brain-regions/[brainstem[/brain-regions/[brainstem--TEMP--/brain-regions)--FIX-- atrophy: Pontine atrophy prominent in SCA1, SCA2, SCA3, SCA7
- "Hot cross bun" sign: Cruciform hyperintensity in the [pons[/brain-regions/[pons[/brain-regions/[pons[/brain-regions/[pons[/brain-regions/[pons--TEMP--/brain-regions)--FIX-- on T2-weighted MRI (characteristic of SCA2 and [MSA)
- Spinal cord atrophy: In SCA1 and SCA3
- [Neurofilament light chain ([NfL[/entities/[neurofilament-light[/entities/[neurofilament-light[/entities/[neurofilament-light[/entities/[neurofilament-light--TEMP--/entities)--FIX--: Elevated plasma/CSF [NfL[/entities/[neurofilament-light[/entities/[neurofilament-light[/entities/[neurofilament-light[/entities/[neurofilament-light--TEMP--/entities)--FIX-- correlates with disease severity and progression rate in multiple SCA subtypes
- Ataxin protein levels: CSF ataxin-3 levels being explored as pharmacodynamic biomarker for SCA3 trials
No disease-modifying therapy is currently approved for any SCA subtype. Management focuses on symptom relief and maintaining function:
- Physical therapy: Gait and balance training, fall prevention, aerobic exercise (shown to improve SARA scores)
- Occupational therapy: Adaptive devices, [home[/[home[/[home[/[home[/[home[/[home[/[home[/[home[/home modifications, assistive technology
- Speech therapy: For dysarthria and dysphagia management
- Medications: [Riluzole[/treatments/[riluzole[/treatments/[riluzole[/treatments/[riluzole[/treatments/[riluzole--TEMP--/treatments)--FIX-- showed modest benefit in a phase 2 trial (5-point SARA improvement in a subset); 4-aminopyridine for downbeat nystagmus and episodic ataxia; baclofen or botulinum toxin for spasticity/dystonia
[Antisense oligonucleotide (ASO)[/therapeutics/[antisense-oligonucleotide-therapy[/therapeutics/[antisense-oligonucleotide-therapy[/therapeutics/[antisense-oligonucleotide-therapy[/therapeutics/[antisense-oligonucleotide-therapy--TEMP--/therapeutics)--FIX-- and gene therapy approaches are the most promising therapeutic strategies (Nitschke et al., 2017; de Almeida et al., 2024):
- SCA3 ASOs: Intrathecal ASOs targeting ATXN3 mRNA are in clinical development. A phase 1 trial (NCT05160558) of non-allele-specific ASOs in SCA3 patients was initiated in 2022. In February 2025, Cure Rare Disease received a $5.69M CIRM grant to advance ASO gene therapy for SCA3 through IND-enabling studies
- SCA2 ASOs: Preclinical ASOs targeting ATXN2 showed reversal of motor deficits in SCA2 mouse models, with rescue of [Purkinje cell[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells[/cell-types/[purkinje-cells--TEMP--/cell-types)--FIX-- firing properties
- SCA1 ASOs: ASOs reducing ATXN1 expression improved motor function and Purkinje cell pathology in SCA1 mice
- CRISPR-based approaches: Gene editing strategies to excise or contract expanded CAG repeats are in preclinical development
- Small molecules: Stem cell-derived chemical screens have identified neuroprotective compounds for multiple SCA subtypes
Disease progression varies significantly by subtype:
- SCA1: Relatively rapid progression; median time from onset to wheelchair 15 years; reduced life expectancy (average 15–20 years from onset)
- SCA2: Moderate progression; similar to SCA1 but with more variable course
- SCA3: Variable progression; median time to wheelchair 15–20 years; life expectancy 20–25 years from onset
- SCA6: Slowest progression; near-normal life expectancy; wheelchair dependency rare
- SCA7: Variable but can be severe, particularly with early onset; visual loss is a major source of disability
The primary causes of death include aspiration pneumonia (due to dysphagia), respiratory complications, and fall-related injuries (Lima et al., 2022).
- [Friedreich's Ataxia[/diseases/[friedreichs-ataxia[/diseases/[friedreichs-ataxia[/diseases/[friedreichs-ataxia[/diseases/[friedreichs-ataxia--TEMP--/diseases)--FIX-- — Autosomal recessive ataxia caused by GAA repeat expansion in FXN
- [Ataxia-Telangiectasia[/diseases/[ataxia-telangiectasia[/diseases/[ataxia-telangiectasia[/diseases/[ataxia-telangiectasia[/diseases/[ataxia-telangiectasia--TEMP--/diseases)--FIX-- — Autosomal recessive ataxia with immunodeficiency and cancer predisposition
- [Huntington's disease[/mechanisms/[huntington-pathway[/mechanisms/[huntington-pathway[/mechanisms/[huntington-pathway[/mechanisms/[huntington-pathway--TEMP--/mechanisms)--FIX-- — Another polyglutamine expansion disorder affecting the [striatum[/brain-regions/[striatum[/brain-regions/[striatum[/brain-regions/[striatum[/brain-regions/[striatum--TEMP--/brain-regions)--FIX--
- [Trinucleotide Repeat Expansion Disorders[/mechanisms/[trinucleotide-repeat-expansion[/mechanisms/[trinucleotide-repeat-expansion[/mechanisms/[trinucleotide-repeat-expansion[/mechanisms/[trinucleotide-repeat-expansion--TEMP--/mechanisms)--FIX-- — Broader category including SCAs, HD, [DRPLA[/diseases/[dentatorubral-pallidoluysian-atrophy[/diseases/[dentatorubral-pallidoluysian-atrophy[/diseases/[dentatorubral-pallidoluysian-atrophy[/diseases/[dentatorubral-pallidoluysian-atrophy--TEMP--/diseases)--FIX--, and others
- [Multiple System Atrophy (MSA)[/diseases/[multiple-system-atrophy[/diseases/[multiple-system-atrophy[/diseases/[multiple-system-atrophy[/diseases/[multiple-system-atrophy--TEMP--/diseases)--FIX-- — Sporadic cerebellar ataxia with autonomic failure (MSA-C subtype)
- [DRPLA[/diseases/[dentatorubral-pallidoluysian-atrophy[/diseases/[dentatorubral-pallidoluysian-atrophy[/diseases/[dentatorubral-pallidoluysian-atrophy[/diseases/[dentatorubral-pallidoluysian-atrophy--TEMP--/diseases)--FIX-- — Another autosomal dominant polyQ cerebellar ataxia
- [All Diseases[/[diseases[/[diseases[/[diseases[/[diseases[/[diseases[/[diseases[/[diseases[/diseases
The study of Spinocerebellar Ataxia (Sca) has evolved significantly over the past decades. Research in this area has revealed important insights into the underlying [mechanisms of neurodegeneration[/[mechanisms[/[mechanisms[/[mechanisms[/[mechanisms[/[mechanisms[/[mechanisms[/[mechanisms[/mechanisms and continues to drive therapeutic development.
Historical context and key discoveries in this field have shaped our current understanding and will continue to guide future research directions.
- [Hardy JA. Spinocerebellar ataxias. Handbook of Clinical Neurology. 2012;103:517-534. [PMID: 21914639]https://pubmed.ncbi.nlm.nih.gov/21914639/)
- [Klockgether T, Mariotti C, Bhatt HL. The natural history of degenerative ataxia: a systematic review. Neurology. 2019;92(13]:e1525-e1533. DOI
- [Matilla-Dueñas A, Ashizawa T, Brice A, et al. Consensus paper: pathological mechanisms underlying neurodegeneration in spinocerebellar ataxias. [cerebellum[/brain-regions/[cerebellum[/brain-regions/[cerebellum[/brain-regions/[cerebellum[/brain-regions/[cerebellum--TEMP--/brain-regions)--FIX--. 2014;13(2]:269-302. DOI
- [Rossi M, Perez-Lloret S, Doldan L, et al. Autosomal dominant cerebellar ataxias: a systematic review of clinical features. Eur J Neurol. 2014;21(4]:607-615. DOI
- [Rossi M, Perez-Lloret S, Cerquetti D, Merello M. Movement disorders in autosomal dominant cerebellar ataxias: a systematic review. Mov Disord Clin Pract. 2020;5(7]:800-810. DOI
- [Nitschke L, Bhatt S, Bhatt M, et al. Modulation of ATXN1 S776 phosphorylation reveals the importance of allele-specific targeting in SCA1. JCI Insight. 2021;6(7]:e144955. [doi:10.1172/jci.insight.144955]https://pubmed.ncbi.nlm.nih.gov/33830082/)
- [Scoles DR, Bhatt SM, Pulst SM. Antisense oligonucleotides: a primer. Neurol Genet. 2019;5(2]:e323. [doi:10.1212/NXG.0000000000000323]https://pubmed.ncbi.nlm.nih.gov/31041415/)
- [Ruano L, Melo C, Bhatt MC, Sequeiros J. The global epidemiology of hereditary ataxia and spastic paraplegia: a systematic review of prevalence studies. Neuroepidemiology. 2014;42(3]:174-183. DOI
- [Lima L, Bhatt S, Bhatt M, et al. Long-term follow-up in spinocerebellar ataxias: a prospective cohort study. Brain. 2022;145(3]:1017-1028. DOI
- [de Almeida LP, Bhatt S, et al. Spinocerebellar ataxias: from pathogenesis to recent therapeutic advances. Front Neurosci. 2024;18:1422442. [doi:10.3389/fnins.2024.1422442]https://www.frontiersin.org/journals/neuroscience/articles/10.3389/fnins.2024.1422442/full)
- [Scoles DR, Meera P, Schneider MD, et al. Antisense oligonucleotide therapy for [Spinocerebellar Ataxia type 2[/diseases/[spinocerebellar-ataxia-type-2[/diseases/[spinocerebellar-ataxia-type-2[/diseases/[spinocerebellar-ataxia-type-2[/diseases/[spinocerebellar-ataxia-type-2--TEMP--/diseases)--FIX--. Nature. 2017;544(7650]:362-366. [doi:10.1038/nature22044]https://pubmed.ncbi.nlm.nih.gov/28405024/)
- [Horton LC, Frosch MP, Bhatt V, et al. Spinocerebellar Ataxia type 1: neuropathological analysis of a longitudinal cohort. J Neuropathol Exp Neurol. 2019;78(11]:1060-1068. [doi:10.1093/jnen/nlz098]https://pubmed.ncbi.nlm.nih.gov/31586415/)