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EDITORIAL
Artificial intelligence – the next generation of sequencing?
© The Author(s), under exclusive licence to European Society of Human Genetics 2024
European Journal of Human Genetics (2024) 32:367–368; https://
doi.org/10.1038/s41431-024-01595-x
Many of us recognise that genomic testing is becoming
increasingly complex. One proposed solution to this is genomics
multidisciplinary team meetings (MDTs), in which clinicians and
laboratory staff jointly consider evidence for variant pathogenicity.
A systematic review found that this approach yields a 6–25%
increase in diagnoses [1]. The MDT was found to be very effective
in resolving uncertain variants and increasing the speed of
genomic reporting. This MDT approach was broadly acceptable to
a range of specialisms.
Some clinical presentations, such as epilepsy or intellectual
disability, are well accepted indications for exome or genome
testing. Other clinical presentations are less well studied. Meng et
al. identify severe childhood speech disorders as another
indication for exome or genome testing [2]. A discrete choice
experiment indicated high potential test uptake from the
Australian public for this indication.
It has long been recognised that sharing genetic information
within families is challenging. Nääs et al. report a qualitative study
of people with cancer gene variants perceptions and practices of
informing relatives [3]. Patients in the trial reported variable
practice in contacting relatives – for example some only informed
close relatives while others discussed their test results with
multiple distant relatives. Some perceived it as their duty to inform
their relatives while others felt that a direct approach from
clinicians was more appropriate. These findings have implications
for clinical practice.
As ever, in this month’s EJHG, we present a range of papers
updating and expanding phenotypes of rare conditions. Veyt et al.
report a new series of NROB1 (DAX1) in which duplications were
detected prenatally in phenotypically normal males [4]. There was
an association with male reduced fertility in a single individual.
Hoogenboom et al. report a person with a PUF60 pathogenic
variant who manifested a DNA methylation profile more in
keeping with Cornelia de Lange syndrome [5]. Dong et al. report
an association of GJA8 gene variants with familial
acorea–microphthalmia–cataract syndrome [6]. This is the first
gene established as a potential cause of acorea (absent pupil).
Cascajo-Almenara et al. report a potential benefit from coenzyme
Q10 treatment in people with neurological disease associated with
GEMIN5 variants [7]. Of course a genomics diagnosis does not
always bring complete certainty. Raspa et al. report a qualitative
interview study of parents of children diagnosed with severe
combined immunodeficiency [8]. Parents reported multiple types
of uncertainty post-diagnosis. Such as uncertainty of survival of
the patient or what treatment option would be best.
Machine learning and artificial intelligence – and their potential
to improve healthcare – are hot topics at present. Caniza et al.
present LanDis [9]. This is a freely available resource that allows
exploration of the interactome in relationship to heritable
diseases. Duong and Solomon explore the ability of a large-
language model to answer genetics questions (compared to a
human) [10]. When answering 85 multiple choice questions,
ChatGPT did not perform any differently to a human respondent.
A statistical analysis of the EUROCAT congenital anomalies
databases identified six potential new associations (anomalies
occurring in a pair), the aetiology of which warrants further
investigations [11].
How does the media portray genetic testing in imagery? Horton
et al. analysed stock images relating to genetic – almost all
focussed on technical aspects and only one alluded to commu-
nication of results [12]. The authors conclude this may contribute
to the public thinking that genetic testing can be more
informative and definitive than it usually is.
Alisdair McNeill1,2 ✉
1
Division of Neuroscience and Neuroscience Institute, The University
of Sheffield, Sheffield, UK. 2
Sheffield Clinical Genetics Service, Sheffield
Children’s Hospital NHS Foundation Trust, Sheffield, UK.
✉email: a.mcneill@sheffield.ac.uk
REFERENCES
1. Ma A, O’Shea R, Wedd L, Wong C, Jamieson RV, Rankin N. What is the power of a
genomic multidisciplinary team approach? A systematic review of implementa-
tion and sustainability. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-
024-01555-5.
2. Meng Y, Best S, Amor DJ, Braden R, Morgan AT, Goranitis I. The value of genomic
testing in severe childhood speech disorders. Eur J Hum Genet. 2024. https://
doi.org/10.1038/s41431-024-01534-w.
3. Nääs C, Von Salomé J, Rosén A. Patients’ perceptions and practices of informing
relatives: a qualitative study within a randomised trial on healthcare-assisted risk
disclosure. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-024-01544-8.
4. Veyt N, Van Buggenhout G, Devriendt K, Van Den Bogaert K, Brison N. Expanding
the phenotype of copy number variations involving NR0B1 (DAX1). Eur J Hum
Genet. 2024. https://doi.org/10.1038/s41431-023-01522-6.
5. Hoogenboom A, Falix FA, Van Der Laan L, Kerkhof J, Alders M, Sadikovic B, et al.
Novel PUF60 variant suggesting an interaction between Verheij and Cornelia de
Lange syndrome: phenotype description and review of the literature. Eur J Hum
Genet. 2024. https://doi.org/10.1038/s41431-023-01527-1.
6. Dong S, Zou T, Zhen F, Wang T, Zhou Y, Wu J, et al. Association of variants in GJA8
with familial acorea–microphthalmia–cataract syndrome. Eur J Hum Genet. 2023.
https://doi.org/10.1038/s41431-023-01503-9.
7. Cascajo-Almenara MV, Juliá-Palacios N, Urreizti R, Sánchez-Cuesta A, Fernández-
Ayala DM, García-Díaz E, et al. Mutations of GEMIN5 are associated with coen-
zyme Q10 deficiency: long-term follow-up after treatment. Eur J Hum Genet.
2024. https://doi.org/10.1038/s41431-023-01526-2.
8. Raspa M, Kutsa O, Andrews SM, Gwaltney AY, Mallonee E, Creamer A, et al.
Uncertainties experienced by parents of children diagnosed with severe com-
bined immunodeficiency through newborn screening. Eur J Hum Genet.
2023:1–7. https://doi.org/10.1038/s41431-023-01345-5.
9. Caniza H, Cáceres JJ, Torres M, Paccanaro A. LanDis: the disease landscape
explorer. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-023-01511-9.
10. Duong D, Solomon BD. Analysis of large-language model versus human perfor-
mance for genetics questions. Eur J Hum Genet. 2023. https://doi.org/10.1038/
s41431-023-01396-8.
11. Morris JK, Bergman JEH, Barisic I, Wellesley D, Tucker D, Limb E, et al. Surveillance
of multiple congenital anomalies; searching for new associations. Eur J Hum
Genet. 2023. https://doi.org/10.1038/s41431-023-01502-w.
www.nature.com/ejhg
1234567890();,:
12. Horton R, Boyle L, Weller S, Lucassen A. Glowing gels and pipettes aplenty: how
do commercial stock image banks portray genetic tests? Eur J Hum Genet. 2023.
https://doi.org/10.1038/s41431-023-01508-4.
AUTHOR CONTRIBUTIONS
AM conceived and wrote this article.
FUNDING
No funding to declare.
COMPETING INTERESTS
The author declares no competing interests.
Editorial
368
European Journal of Human Genetics (2024) 32:367 – 368

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Artificial intelligence – the next generation of sequencing?

  • 1. EDITORIAL Artificial intelligence – the next generation of sequencing? © The Author(s), under exclusive licence to European Society of Human Genetics 2024 European Journal of Human Genetics (2024) 32:367–368; https:// doi.org/10.1038/s41431-024-01595-x Many of us recognise that genomic testing is becoming increasingly complex. One proposed solution to this is genomics multidisciplinary team meetings (MDTs), in which clinicians and laboratory staff jointly consider evidence for variant pathogenicity. A systematic review found that this approach yields a 6–25% increase in diagnoses [1]. The MDT was found to be very effective in resolving uncertain variants and increasing the speed of genomic reporting. This MDT approach was broadly acceptable to a range of specialisms. Some clinical presentations, such as epilepsy or intellectual disability, are well accepted indications for exome or genome testing. Other clinical presentations are less well studied. Meng et al. identify severe childhood speech disorders as another indication for exome or genome testing [2]. A discrete choice experiment indicated high potential test uptake from the Australian public for this indication. It has long been recognised that sharing genetic information within families is challenging. Nääs et al. report a qualitative study of people with cancer gene variants perceptions and practices of informing relatives [3]. Patients in the trial reported variable practice in contacting relatives – for example some only informed close relatives while others discussed their test results with multiple distant relatives. Some perceived it as their duty to inform their relatives while others felt that a direct approach from clinicians was more appropriate. These findings have implications for clinical practice. As ever, in this month’s EJHG, we present a range of papers updating and expanding phenotypes of rare conditions. Veyt et al. report a new series of NROB1 (DAX1) in which duplications were detected prenatally in phenotypically normal males [4]. There was an association with male reduced fertility in a single individual. Hoogenboom et al. report a person with a PUF60 pathogenic variant who manifested a DNA methylation profile more in keeping with Cornelia de Lange syndrome [5]. Dong et al. report an association of GJA8 gene variants with familial acorea–microphthalmia–cataract syndrome [6]. This is the first gene established as a potential cause of acorea (absent pupil). Cascajo-Almenara et al. report a potential benefit from coenzyme Q10 treatment in people with neurological disease associated with GEMIN5 variants [7]. Of course a genomics diagnosis does not always bring complete certainty. Raspa et al. report a qualitative interview study of parents of children diagnosed with severe combined immunodeficiency [8]. Parents reported multiple types of uncertainty post-diagnosis. Such as uncertainty of survival of the patient or what treatment option would be best. Machine learning and artificial intelligence – and their potential to improve healthcare – are hot topics at present. Caniza et al. present LanDis [9]. This is a freely available resource that allows exploration of the interactome in relationship to heritable diseases. Duong and Solomon explore the ability of a large- language model to answer genetics questions (compared to a human) [10]. When answering 85 multiple choice questions, ChatGPT did not perform any differently to a human respondent. A statistical analysis of the EUROCAT congenital anomalies databases identified six potential new associations (anomalies occurring in a pair), the aetiology of which warrants further investigations [11]. How does the media portray genetic testing in imagery? Horton et al. analysed stock images relating to genetic – almost all focussed on technical aspects and only one alluded to commu- nication of results [12]. The authors conclude this may contribute to the public thinking that genetic testing can be more informative and definitive than it usually is. Alisdair McNeill1,2 ✉ 1 Division of Neuroscience and Neuroscience Institute, The University of Sheffield, Sheffield, UK. 2 Sheffield Clinical Genetics Service, Sheffield Children’s Hospital NHS Foundation Trust, Sheffield, UK. ✉email: a.mcneill@sheffield.ac.uk REFERENCES 1. Ma A, O’Shea R, Wedd L, Wong C, Jamieson RV, Rankin N. What is the power of a genomic multidisciplinary team approach? A systematic review of implementa- tion and sustainability. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431- 024-01555-5. 2. Meng Y, Best S, Amor DJ, Braden R, Morgan AT, Goranitis I. The value of genomic testing in severe childhood speech disorders. Eur J Hum Genet. 2024. https:// doi.org/10.1038/s41431-024-01534-w. 3. Nääs C, Von Salomé J, Rosén A. Patients’ perceptions and practices of informing relatives: a qualitative study within a randomised trial on healthcare-assisted risk disclosure. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-024-01544-8. 4. Veyt N, Van Buggenhout G, Devriendt K, Van Den Bogaert K, Brison N. Expanding the phenotype of copy number variations involving NR0B1 (DAX1). Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-023-01522-6. 5. Hoogenboom A, Falix FA, Van Der Laan L, Kerkhof J, Alders M, Sadikovic B, et al. Novel PUF60 variant suggesting an interaction between Verheij and Cornelia de Lange syndrome: phenotype description and review of the literature. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-023-01527-1. 6. Dong S, Zou T, Zhen F, Wang T, Zhou Y, Wu J, et al. Association of variants in GJA8 with familial acorea–microphthalmia–cataract syndrome. Eur J Hum Genet. 2023. https://doi.org/10.1038/s41431-023-01503-9. 7. Cascajo-Almenara MV, Juliá-Palacios N, Urreizti R, Sánchez-Cuesta A, Fernández- Ayala DM, García-Díaz E, et al. Mutations of GEMIN5 are associated with coen- zyme Q10 deficiency: long-term follow-up after treatment. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-023-01526-2. 8. Raspa M, Kutsa O, Andrews SM, Gwaltney AY, Mallonee E, Creamer A, et al. Uncertainties experienced by parents of children diagnosed with severe com- bined immunodeficiency through newborn screening. Eur J Hum Genet. 2023:1–7. https://doi.org/10.1038/s41431-023-01345-5. 9. Caniza H, Cáceres JJ, Torres M, Paccanaro A. LanDis: the disease landscape explorer. Eur J Hum Genet. 2024. https://doi.org/10.1038/s41431-023-01511-9. 10. Duong D, Solomon BD. Analysis of large-language model versus human perfor- mance for genetics questions. Eur J Hum Genet. 2023. https://doi.org/10.1038/ s41431-023-01396-8. 11. Morris JK, Bergman JEH, Barisic I, Wellesley D, Tucker D, Limb E, et al. Surveillance of multiple congenital anomalies; searching for new associations. Eur J Hum Genet. 2023. https://doi.org/10.1038/s41431-023-01502-w. www.nature.com/ejhg 1234567890();,:
  • 2. 12. Horton R, Boyle L, Weller S, Lucassen A. Glowing gels and pipettes aplenty: how do commercial stock image banks portray genetic tests? Eur J Hum Genet. 2023. https://doi.org/10.1038/s41431-023-01508-4. AUTHOR CONTRIBUTIONS AM conceived and wrote this article. FUNDING No funding to declare. COMPETING INTERESTS The author declares no competing interests. Editorial 368 European Journal of Human Genetics (2024) 32:367 – 368