AI-Assisted Analysis of Muscle Metabolism and Genome Organisation in Exercise, Disease and Ageing

AI-Assisted Analysis of Muscle Metabolism and Genome Organisation in Exercise, Disease and Ageing

This doctorate asks whether the spatial organisation of genes helps explain how muscle and fat programmes are separated, and how muscle responds to exercise and disease. Its distinctive feature is the connection between nuclear biology, human exercise physiology and data analysis. The advertised four-year doctorate starts on 1 October 2027; the project deadline is midday on 16 November 2026, without a stated time zone. Current School funding information schedules the EastBio and Doctoral College round to open on 19 October 2026. International applicants have a documented full-fee EastBio route, but neither funding nor a clinical benefit is guaranteed. School funding, EastBio eligibility.

Research Problem and Doctoral Work

The proposal starts from observations that muscle-related and fat-related genes can occupy different positions relative to the nuclear envelope during differentiation. It asks whether that organisation is functionally connected to metabolic changes and the response to muscle damage. The advertised work has three connected strands:

• Relate genome-position data to metabolic changes.
• Compare functional responses in cell models.
• Investigate associated epigenetic states.

These strands connect different kinds of evidence rather than measuring the same outcome. Data sources include exercise volunteers, metabolomics through EdinOmics and cellular models including Emery–Dreifuss muscular dystrophy, or EDMD. Spatial imaging, existing genomic information and bioinformatics/AI are complementary evidence types, not interchangeable measurements. Laboratory research, EdinOmics.

The important inference problem is direction of influence. A gene moving towards or away from the nuclear periphery can correlate with expression and metabolism without proving which change came first or whether another process drives both. Exercise samples, differentiation states and genetically heterogeneous patient models also differ in ways that can confound an integrated analysis. An AI association is therefore a candidate explanation to test, not evidence of personalised treatment efficacy. A defensible project would distinguish donor-level differences from repeated measurements and test whether findings remain informative outside the data used to develop the analysis. These are analytical considerations, rather than a promised design already fixed by the supervisors.

Functional endpoints in the advert include cell fusion and uniformity, nuclear organisation and metabolic behaviour. Improvements in such endpoints would not establish improved human muscle strength, repair, exercise benefit or long-term clinical safety. The advertised metabolic-intervention aim remains preclinical. The practical opportunity is to connect spatial genome biology with measured function; the challenge is keeping three broad aims feasible and drawing conclusions at the level actually supported. EDMD pathway study, genome-organisation study.

School, Programme and Field Context

The registration route is Biological Sciences with Internship PhD at the University of Edinburgh, School of Biological Sciences, College of Science and Engineering. The current 2027 course specifies four years or 48 months full-time. Stirling collaborators contribute exercise expertise; their participation does not establish a joint degree or a second awarding institution. Cross-site working, travel and the formal supervisory allocation need agreement. 2027 degree programme.

The programme describes early reports at approximately ten weeks and ten months, followed by annual reviews and a thesis committee. EastBio adds core research and professional training, principally in years one and two, and a mandatory three-month non-academic placement. Placement is part of the four-year training, not an extra funded year or an employment offer. Current-student calendars do not fix the 2027 cohort's timetable. The course's part-time header says eight years while its narrative gives 84 months; this discrepancy does not change the stated full-time duration, and EastBio requires visa-dependent students to register full-time. Programme, training.

Edinburgh reports 35th overall in QS 2027. Its Biological Sciences REF 2021 assessment classified 94% of activity in the two highest categories, with a world-leading research environment; the associated UK fifth position concerns research power, combining quality and breadth. These are institutional and historical subject signals, not a ranking of this lab. For this project, relevant strengths are nuclear-envelope expertise and access to an established metabolomics/proteomics facility; individual instrument time and analysis support are not automatically reserved. Rankings, Biology assessment.

Supervisor and Lab Assessment

Eric Schirmer is Edinburgh's Personal Chair of Nuclear Envelope Biology and is accepting PhD students. Stuart Galloway is currently Professor of Exercise Physiology/Sport Nutrition at Stirling. The advert lists Dr; the current institutional profile lists Professor. Elliott Hall is Stirling's Lecturer in Molecular Exercise Physiology. This combination fits the proposed nuclear, metabolic and exercise work, but a three-name advertisement does not specify daily supervision or how much time is spent at either university. Current institutional contacts are e.schirmer@ed.ac.uk, s.d.r.galloway@stir.ac.uk and elliott.hall@stir.ac.uk. Schirmer, Galloway, Hall.

Three genuine recent original studies show relevant, unequal strands of expertise:

Spatial organisation and metabolism: Czapiewski and colleagues, Nature Communications 2022

This study, coauthored by Schirmer, links disrupted adipose spatial genome organisation to metabolic phenotypes in a mouse model and compares selected positioning changes with patient-derived cells. Sex, dietary context and incomplete mouse–human phenotype correspondence limit generalisation. It supports a connection between spatial organisation and fat metabolism, not a muscle-repair treatment. Study.

Patient-cell pathways: de Las Heras and colleagues, Human Molecular Genetics 2023

This study, also coauthored by Schirmer, examines transcriptomic pathways in EDMD-spectrum patient cells. RNA sequencing involved ten patients with changes across seven genes, with broader functional comparisons. The reported subgroups and possible biomarkers require larger clinically characterised cohorts. Online publication was in October 2022; the issue is March 2023, not a separate study. Study.

Acute exercise responses: Zhang and colleagues, Journal of Applied Sports Sciences 2025

This study, coauthored by Hall, compares acute exercise responses in nine healthy young men using randomised trial order. Two exercise conditions produced similar IL-6 responses despite differing exercise volume. A non-significant difference is not universal equivalence, and this small acute study does not test EDMD, genome positioning or long-term benefit. Galloway is not an author of this paper. Study.

The three studies cover different questions and evidence levels; none independently validates the complete proposal. EdinOmics confirms a relevant facility, while access to samples, ethical permissions, staff support and dedicated computational resources still need discussion. Facility.

Funding, Application, and Living Cost

The advert offers consideration for either an EastBio BBSRC Doctoral Landscape Award or an Edinburgh Doctoral College Award, with no separate DCA application. The current School page confirms that DCA allocation is incorporated into EastBio recruitment and includes tuition, a four-year stipend and a research grant of £5,000 in years one to three and £1,000 in year four. Research funds are not additional personal living income. EastBio's FAQ explicitly welcomes international applicants and waives their tuition top-up if selected; its 30% limit is an annual cohort cap, not this project's probability of admission. The awards are alternatives, not an automatic combined payment. School funding, FAQ.

The published £21,805 UKRI minimum is for 2026/27; the personal 2027/28 rate and payment dates remain unconfirmed. Edinburgh's 2026/27 postgraduate living budget is £18,504 for 52 weeks, or £1,542 monthly. Against the dated stipend reference this leaves an illustrative £3,301 annually before immigration, travel and exceptional costs, rather than guaranteed disposable income. The budget's private-housing estimate is derived from shared multi-bedroom accommodation, not a one-bedroom apartment quotation. UKRI rates, living budget.

EastBio excludes visa and IHS costs. Current government references are £558 for a Student visa and student IHS of £776 per visa year, normally paid upfront with validity-related rounding. A four-year award does not mean IHS can simply be budgeted as four exact annual instalments. Confirm overseas fee coverage under whichever award is actually offered and the treatment of any time beyond the award. Visa, IHS.

Applicant Fit and Preparation

The current course requires a relevant UK 2:1 or international equivalent, research experience and understanding of the proposed field; relevant industry experience and non-standard backgrounds can receive individual consideration. The project does not separately demand prior mastery of every assay or an established AI publication record. Strong evidence would connect a biological question with quantitative analysis and explain validation limits. The expanded China guidance recognises qualifying Chinese institutions but labels its numerical equivalence table for taught programmes and two specified MScR routes. That table must not be used as a fixed Chinese PhD percentage cutoff. A master's is required where the programme's Qualifications section specifies it; individual equivalence should be checked. Programme and country guidance.

For 2027 entry the course lists IELTS 6.5 with all components 6.0; TOEFL before 21 January 2026 is 92, each 23, while tests from that date require 4.5, each 4.5. IELTS/TOEFL must remain within two years of the first day of the starting month; One Skill Retake and MyBest are not accepted. Other listed routes are Cambridge C1 Advanced/C2 Proficiency 176 overall and 169 each, Oxford ELLT 7 overall and 6 each, and Oxford Test of English Advanced 145 overall and 135 each. Cambridge tests have a three-and-a-half-year validity window; the listed Oxford tests have two years. English-medium Chinese study is not an automatic exemption; approved joint-degree routes and exceptions have specific conditions. EastBio permits application before a test, potentially conditional on later proof. Course, English rules.

Use Euclid, Biological Sciences with Internship, starting 1 October 2027. Include the project, supervisors, funding choice, EastBio form in the Research Proposal section, transcripts and two template references; complete the network EDI requirement. Only one EastBio project is permitted, despite the School's generic maximum of three. The advert allows references two weeks after the midday 16 November deadline, whereas network guidance asks for complete submissions by closing: aim to obtain both by the original deadline and confirm any grace arrangement. Use the host project-specific Euclid route and template forms. School application, EastBio application.

Next Actions and Questions to Verify

Contact the team first about the biological–computational balance, access to exercise and patient-model data, and what each supervisor will contribute. Ask which part of the three-aim proposal would form the core thesis if recruitment, data access or an initial association does not proceed as expected. At interview, distinguish a reproducible association, an experimentally supported mechanism and a clinically meaningful endpoint. Donor-level validation, interpretation of heterogeneous disease models and realistic AI scope are more informative preparation than presenting every advertised method as already mastered.

Before accepting, confirm the formal supervisory team, cross-site costs, ethics/data permissions, equipment support, complete tuition liability, award dates and 2027 stipend. The course indicates that ATAS may be required; the actual offer's subject code and nationality rules determine it, not a guessed code. Chinese nationality is not a blanket admission bar. ATAS.

Career and Transferable Skills

The programme can develop skills relevant to molecular research, metabolomics, imaging and bioscience data analysis. Professional-body resources document a range of such careers, but do not establish a project-specific salary, hiring rate or placement job. Bioscience careers, training.

The interdisciplinary opportunity depends on a feasible thesis scope and clear supervision. Individual selection and present availability remain unconfirmed. Confirm the deadline time zone with admissions; none is stated in the advert.

Evidence and Sources

Project, people and original research

• Eric Schirmer current academic profile
• Schirmer laboratory nuclear-envelope research
• Stuart Galloway current Stirling profile
• Elliott Hall current Stirling molecular exercise physiology profile
• EdinOmics university metabolomics/proteomics facility
• Czapiewski et al. 2022 genomic loci positioning and latent lipodystrophy
• de Las Heras et al. 2023 EDMD metabolic fibrotic splicing pathways
• Zhang et al. 2025 sprint exercise plasma IL6 response

Programme, applications and funding

• Edinburgh Biology funded PhD application guidance
• Biological Sciences with Internship current 2027 degree
• Edinburgh Biology current 2027 EastBio and Doctoral College funding
• EastBio recruitment FAQ international fee waiver
• EastBio 2027 how to apply
• EastBio selection process
• EastBio training overview
• Edinburgh general English qualification rules
• UKRI current studentship rates and grant use

Institutional context, budget and careers

• Biology REF 2021 subject result
• Edinburgh QS 2027 overall ranking
• Edinburgh postgraduate living budget 2026/27
• UK Student visa route
• UK immigration health surcharge
• ATAS nationality and covered subject rules
• Royal Society Biology careers resources