Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.

Saved in:
Bibliographic Details
Title: Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.
Authors: Jammal JK; Department of Biostatistics & Health Informatics, Institute of Psychiatry Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London, SE5 8AB, UK., Gomez EA; Department of Biostatistics & Health Informatics, Institute of Psychiatry Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London, SE5 8AB, UK., Al-Chalabi A; Department of Basic and Clinical Neuroscience, Institute of Psychiatry Psychology & Neuroscience, King's College London, 5 Cutcombe Rd, London, SE5 9RX, UK., Iacoangeli A; Department of Biostatistics & Health Informatics, Institute of Psychiatry Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London, SE5 8AB, UK. alfredo.iacoangeli@kcl.ac.uk.; Department of Basic and Clinical Neuroscience, Institute of Psychiatry Psychology & Neuroscience, King's College London, 5 Cutcombe Rd, London, SE5 9RX, UK. alfredo.iacoangeli@kcl.ac.uk.; Ground RR Block QE II Medical Centre Ralph & Patricia Sarich Neuroscience Building, Perron Institute for Neurological and Translational Science, 8 Verdun St, Nedlands, WA, 6009, Australia. alfredo.iacoangeli@kcl.ac.uk.; NIHR Maudsley Biomedical Research Centre (BRC), South London and Maudsley NHS Foundation Trust, 16 De Crespigny Park, London, SE5 8AF, UK. alfredo.iacoangeli@kcl.ac.uk.
Source: BMC medicine [BMC Med] 2026 Feb 23; Vol. 24 (1). Date of Electronic Publication: 2026 Feb 23.
Publication Type: Journal Article; Review
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101190723 Publication Model: Electronic Cited Medium: Internet ISSN: 1741-7015 (Electronic) Linking ISSN: 17417015 NLM ISO Abbreviation: BMC Med Subsets: MEDLINE
Database: MEDLINE Ultimate
FullText Text:
  Availability: 0
Header DbId: mdl
DbLabel: MEDLINE Ultimate
An: 41731547
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
IllustrationInfo
Items – Name: Title
  Label: Title
  Group: Ti
  Data: Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.
– Name: Author
  Label: Authors
  Group: Au
  Data: <searchLink fieldCode="AU" term="%22Jammal+JK%22">Jammal JK</searchLink>; Department of Biostatistics & Health Informatics, Institute of Psychiatry Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London, SE5 8AB, UK.<br /><searchLink fieldCode="AU" term="%22Gomez+EA%22">Gomez EA</searchLink>; Department of Biostatistics & Health Informatics, Institute of Psychiatry Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London, SE5 8AB, UK.<br /><searchLink fieldCode="AU" term="%22Al-Chalabi+A%22">Al-Chalabi A</searchLink>; Department of Basic and Clinical Neuroscience, Institute of Psychiatry Psychology & Neuroscience, King's College London, 5 Cutcombe Rd, London, SE5 9RX, UK.<br /><searchLink fieldCode="AU" term="%22Iacoangeli+A%22">Iacoangeli A</searchLink>; Department of Biostatistics & Health Informatics, Institute of Psychiatry Psychology & Neuroscience, King's College London, 16 De Crespigny Park, London, SE5 8AB, UK. alfredo.iacoangeli@kcl.ac.uk.; Department of Basic and Clinical Neuroscience, Institute of Psychiatry Psychology & Neuroscience, King's College London, 5 Cutcombe Rd, London, SE5 9RX, UK. alfredo.iacoangeli@kcl.ac.uk.; Ground RR Block QE II Medical Centre Ralph & Patricia Sarich Neuroscience Building, Perron Institute for Neurological and Translational Science, 8 Verdun St, Nedlands, WA, 6009, Australia. alfredo.iacoangeli@kcl.ac.uk.; NIHR Maudsley Biomedical Research Centre (BRC), South London and Maudsley NHS Foundation Trust, 16 De Crespigny Park, London, SE5 8AF, UK. alfredo.iacoangeli@kcl.ac.uk.
– Name: TitleSource
  Label: Source
  Group: Src
  Data: <searchLink fieldCode="JN" term="%22101190723%22">BMC medicine</searchLink> [BMC Med] 2026 Feb 23; Vol. 24 (1). <i>Date of Electronic Publication: </i>2026 Feb 23.
– Name: TypePub
  Label: Publication Type
  Group: TypPub
  Data: Journal Article; Review
– Name: TitleSource
  Label: Journal Info
  Group: Src
  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101190723 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1741-7015 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2217417015%22">17417015 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med <i>Subsets: </i>MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41731547
RecordInfo BibRecord:
  BibEntity:
    Identifiers:
      – Type: doi
        Value: 10.1186/s12916-026-04725-y
    Languages:
      – Code: eng
        Text: English
    Titles:
      – TitleFull: Classification of ALS molecular subtypes: a literature review on machine learning applications and their clinical value.
        Type: main
  BibRelationships:
    HasContributorRelationships:
      – PersonEntity:
          Name:
            NameFull: Jammal JK
      – PersonEntity:
          Name:
            NameFull: Gomez EA
      – PersonEntity:
          Name:
            NameFull: Al-Chalabi A
      – PersonEntity:
          Name:
            NameFull: Iacoangeli A
    IsPartOfRelationships:
      – BibEntity:
          Dates:
            – D: 23
              M: 02
              Text: 2026 Feb 23
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1741-7015
          Numbering:
            – Type: volume
              Value: 24
            – Type: issue
              Value: 1
          Titles:
            – TitleFull: BMC medicine
              Type: main
ResultId 1