Are Mendelian randomization investigations immune from bias due to reverse causation?

Publication: European Journal of Epidemiology

Stephen Burgess, Sonja A Swanson & Jeremy A Labrecque

21 February 2021


Mendelian randomization uses genetic variants as instrumental variables to make causal inferences about the effect of a risk factor on an outcome. If a genetic variant satisfies the instrumental variable assumptions for the given risk factor and outcome, then an association between the genetic variant and the outcome implies the risk factor affects the outcome in some individuals at some point in the life-course.

Combining the instrumental variable assumptions with further assumptions and precise specification of the outcome (including specifying a time period for the outcome) allows valid testing of a more specific causal hypothesis and/or valid estimation of global or local, and point or period average causal effects.

In this short manuscript, the researchers discuss three ways in which Mendelian randomization analyses may be susceptible to bias due to reverse causation. They conclude that while the analyses offer some protection against biases, they are not totally immune from the phenomenon; and that researchers should consider carefully whether their findings could be explained by genetic variants having a primary association with the outcome, and how previous versions of an outcome can impact the stated risk factor.

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Clinical Features, Inpatient Trajectories and Frailty in Older Inpatients with COVID-19: A Retrospective Observational Study

Publication: Geriatrics

Christopher N. Osuafor, Catriona Davidson, Alistair J. Mackett, Marie Goujon, Lelane Van Der Poel, Vince Taylor, Jacobus Preller, Robert J. B. Goudie and Victoria L. Keevil

1 February 2021


Summary

In an observational study, researchers in Cambridge investigated the clinical features and inpatient trajectories of older adults hospitalised with COVID-19 and explore relationships with frailty.

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Modifiable Lifestyle Factors and Risk of Stroke: A Mendelian Randomization Analysis

Publication: Stroke AHA

Eric L. Harshfield, Marios K. Georgakis, Rainer Malik, Martin Dichgans, Hugh S. Markus

4 February 2021


Summary

Assessing whether modifiable risk factors are causally associated with stroke risk is important in planning public health measures, but determining causality can be difficult in epidemiological data.

Here the research team evaluated whether modifiable lifestyle factors including educational attainment, smoking, and body mass index are causal risk factors for ischemic stroke and its subtypes and hemorrhagic stroke.

They performed 2-sample and multivariable Mendelian randomization to assess the causal effect of 12 lifestyle factors on risk of stroke and whether these effects are independent.

Genetically predicted years of education was inversely associated with ischemic, large artery, and small vessel stroke, and intracerebral hemorrhage.

Genetically predicted smoking, body mass index, and waist-hip ratio were associated with ischemic and large artery stroke. The effects of education, body mass index, and smoking on ischemic stroke were independent.

These findings support the hypothesis that reduced education and increased smoking and obesity increase risk of ischemic, large artery, and small vessel stroke, suggesting that lifestyle modifications addressing these risk factors will reduce stroke risk.

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A genome-wide meta-analysis yields 46 new loci associating with biomarkers of iron homeostasis

Publication: Communications Biology

E Allara, S Kaptoge, AM Wood, AS Butterworth, J Danesh, E Di Angelantonio et al

3 February 2021


Iron is essential for many biological functions and iron deficiency and overload have major health implications.

Here the researchers performed a meta-analysis of three genome-wide association studies from Iceland, the UK and Denmark of blood levels of ferritin, total iron binding capacity, iron and transferrin saturation.

They identified 46 novel loci affecting iron homeostasis and showed an association of five of these loci with IDA, a major clinical entity that hitherto has not been studied thoroughly from a genetic point of view.

This study reveals a substantial catalog of possible iron regulatory genes, awaiting further inquiry to fully elucidate their functional role.

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Association Between Depressive Symptoms and Incident Cardiovascular Diseases

Publication: JAMA

Eric L. Harshfield, Lisa Pennells, Joseph, Schwartz, Peter Willeit, Stephen Kaptoge, Steven Bell, Jonathan A. Shaffer, Thomas Bolton, Sarah Spackman, Sylvia Wassertheil-Smoller, Frank Kee, Philippe Amouyel, Steven J. Shea, Lewis H. Kuller,  Jussi Kauhanen,  E. M. van Zutphen, Dan G. Blazer, Harlan Krumholz, Paul J. Nietert, Daan Kromhout, MD19; Gail Laughlin, Lisa Berkman, Robert B. Wallace, Leon A. Simons, Elaine M. Dennison, Elizabeth L. M. Barr,  Haakon E. Meyer, Angela M. Wood, John Danesh, Emanuele Di Angelantonio, Karina W. Davidson

15 December 2020


Summary

People who experience symptoms of depression are more likely to go on to develop heart disease or suffer a stroke than those who report good mental health.

Researchers analysed the health records of over half a million people, with no prior history of heart and circulatory disease, who were enrolled to two different studies.

Upon joining the studies, participants were given a score based on questionnaires assessing their mood and any symptoms of depression that they had experienced over the previous one to two weeks.

Over 10, researchers have found that those in the highest scoring group, and with most severe symptoms of depression, were more likely to have since developed heart disease or to have had a stroke, compared to people with the lowest scores.

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Diabetes Mellitus, Glycemic Traits, and Cerebrovascular Disease: A Mendelian Randomization Study

Publication: Neurology

Marios K. Georgakis, Eric L. Harshfield, Rainer Malik, Nora Franceschini, Claudia Langenberg, Nicholas J. Wareham, Hugh S. Markus, Martin Dichgans

25 January 2021


The researchers employed Mendelian randomization to explore the effects of genetic predisposition to type 2 diabetes (T2D), hyperglycemia, insulin resistance, and pancreatic β-cell dysfunction on risk of stroke subtypes and related cerebrovascular phenotypes.

This study supports causal effects of T2D and hyperglycemia on large artery and small vessel stroke. Genetically predicted insulin resistance and β-cell dysfunction are associated with large artery and small vessel stroke; this may have implications for antidiabetic treatments targeting these mechanisms.

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Urate, Blood Pressure, and Cardiovascular Disease: Evidence From Mendelian Randomization and Meta-Analysis of Clinical Trials. Hypertension

Dipender Gill, Alan C. Cameron, Stephen Burgess, Xue Li, Daniel J. Doherty, Ville Karhunen, Azmil H. Abdul-Rahim, Martin Taylor-Rowan, Verena Zuber, Philip S. Tsao, Derek Klarin, Evangelos Evangelou, Paul Elliott, Scott M. Damrauer, Terence J. Quinn, Abbas Dehghan, Evropi Theodoratou, Jesse Dawson, Ioanna Tzoulaki

28 December 2020


Summary:

Serum urate has been implicated in hypertension and cardiovascular disease, but it is not known whether it is exerting a causal effect. To investigate this, researchers performed Mendelian randomization analysis using data from UK Biobank, Million Veterans Program and genome-wide association study consortia, and meta-analysis of randomized controlled trials.

Evaluating the cost-effectiveness of changes to the surveillance intervals in the UK abdominal aortic aneurysm screening programme

Publication: Science Direct

Michael J. Sweeting, John Marshall, Matthew Glover, Akhtar Nasim, Matthew J. Bown

25 December 2020


The National Health Service Abdominal Aortic Aneurysm Screening Programme has been shown to be highly cost-effective. Recently, the prevalence of screen-detected abdominal aortic aneurysm (AAA) has fallen. If this trend continues, the cost-effectiveness of AAA screening is threatened.

One option to improve program cost-effectiveness is to extend the length of time between surveillance scans for men who are found to have AAA at screening. The potential safety and cost savings associated with such a change are unknown.

Extending the length of time between surveillance scans for men with screen-detected AAA in the Abdominal Aortic Aneurysm Screening Programme, especially for those with smaller AAAs, reduces the incremental cost per quality-adjusted life-year of the program. This is associated with a small increase in the number of adverse clinical events in the overall population of men invited for screening.

It is unclear whether the benefit of cost saving from refining surveillance strategies justifies the increased harms associated with such a change in clinical practice. Furthermore, realizing the benefits of minimized surveillance strategies for individual screening units may be difficult owing to the regional structure of the AAA screening workforce.

This study aimed to investigate the safety and cost-effectiveness of lengthening the time between surveillance ultrasound scans in the UK Abdominal Aortic Aneurysm (AAA) Screening Programme.

A discrete event simulation model was used to evaluate the cost-effectiveness of AAA screening for men aged 65, comparing current surveillance intervals to 6 alternative surveillance interval strategies that lengthened the time between surveillance scans for 1 or more AAA size categories. The model considered clinical events and costs incurred over a 30-year time horizon and the cost per quality-adjusted life year (QALY). The model adopted the National Health Service perspective and discounted future costs and benefits at 3.5%.

Compared with current practice, alternative surveillance strategies resulted in up to a 4% reduction in the number of elective AAA repairs but with an increase of up to 1.6% in the number of AAA ruptures and AAA-related deaths. Alternative strategies resulted in a small reduction in QALYs compared to current practice but with reduced costs. Two strategies that lengthened surveillance intervals in only very small AAAs (3.0-3.9 cm) provided, at a cost-effectiveness threshold of £20 000 per QALY, the highest positive incremental net benefit. There was negligible chance that current practice is the most cost-effective strategy at any threshold below £40,000 per QALY.

Lengthening surveillance intervals in the UK Abdominal Aortic Aneurysm Screening Programme, especially for small AAA, can marginally reduce the incremental cost per QALY of the program. Nevertheless, whether the cost savings from refining surveillance strategies justifies a change in clinical practice is unclear.

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Comparison of four methods to measure haemoglobin concentrations in whole blood donors (COMPARE): A diagnostic accuracy study

Publication: Transfusion Medicine

Steven Bell, Michael Sweeting, Anna Ramond, Ryan Chung, Stephen Kaptoge, Matthew Walker, Thomas Bolton, Jennifer Sambrook, Carmel Moore, Amy McMahon, Sarah Fahle

20 December 2020


To safeguard donors, blood services measure haemoglobin concentration in advance of each donation. NHS Blood and Transplant’s (NHSBT) customary method have been capillary gravimetry (copper sulphate), followed by venous spectrophotometry (HemoCue) for donors failing gravimetry. However, NHSBT’s customary method results in 10% of donors being inappropriately bled (ie, with haemoglobin values below the regulatory threshold).

Here the researchers compared the following four methods in 21 840 blood donors (aged ≥18 years) recruited from 10 NHSBT centres in England, with the Sysmex XN‐2000 haematology analyser, the reference standard: (1) NHSBT’s customary method; (2) “post donation” approach, that is, estimating current haemoglobin concentration from that measured by a haematology analyser at a donor’s most recent prior donation; (3) “portable haemoglobinometry” (using capillary HemoCue); (4) non‐invasive spectrometry (using MBR Haemospect or Orsense NMB200). The team assessed sensitivity; specificity; proportion who would have been inappropriately bled, or rejected from donation (“deferred”) incorrectly; and test preference.

Compared with the reference standard, the methods ranged in test sensitivity from 17.0% (MBR Haemospect) to 79.0% (portable haemoglobinometry) in men, and from 19.0% (MBR Haemospect) to 82.8% (portable haemoglobinometry) in women.

For specificity, the methods ranged from 87.2% (MBR Haemospect) to 99.9% (NHSBT’s customary method) in men, and from 74.1% (Orsense NMB200) to 99.8% (NHSBT’s customary method) in women. The proportion of donors who would have been inappropriately bled ranged from 2.2% in men for portable haemoglobinometry to 18.9% in women for MBR Haemospect. The proportion of donors who would have been deferred incorrectly with haemoglobin concentration above the minimum threshold ranged from 0.1% in men for NHSBT’s customary method to 20.3% in women for OrSense. Most donors preferred non‐invasive spectrometry.

In the largest study reporting head‐to‐head comparisons of four methods to measure haemoglobin prior to blood donation, the results support replacement of NHSBT’s customary method with portable haemoglobinometry.

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The medium-term impact of COVID-19 lockdown on referrals to secondary care mental health services: a controlled interrupted time series study

Publication: Frontiers in Psychiatry

Chen S, She R, Qin P, Kershenbaum A, Fernández-Egea E, Nelder JR, Ma C, Lewis JR, Wang C, Cardinal RN

26 November 2020


To date, there is a paucity of information regarding the effect of COVID-19 or lockdown on mental disorders.

In this study researchers aimed to quantify the medium-term impact of lockdown on referrals to secondary care mental health clinical services.

They conducted a controlled interrupted time series study using data from Cambridgeshire and Peterborough NHS Foundation Trust (CPFT), UK (catchment population ~0.86 million).

The UK lockdown resulted in an instantaneous drop in mental health referrals but then a longer-term acceleration in the referral rate. This acceleration was primarily for urgent or emergency referrals, including referrals to liaison psychiatry and mental health crisis teams. The acceleration was significant for females, males, working-age adults, people of White ethnicity, those living alone, and those who had pre-existing depression, severe mental illness, hypertension / cardiovascular / cerebrovascular disease, personality disorders, asthma / chronic obstructive pulmonary disease, dyslipidemia, anxiety, substance misuse or reactions to severe stress.

No significant post-lockdown acceleration was observed for children / adolescents, older adults, people of ethnic minorities, married / cohabiting people, and those who had previous / pre-existing dementia, diabetes, cancer, eating disorder, a history of self-harm or intellectual disability. This evidence may help service planning and policy-making, including preparation for any future lockdown in response to outbreaks.

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