Time trends in atrial fibrillation-related stroke during 2001–2020 in ... - The Lancet

Introduction

Stroke incidence has declined substantially in high-income countries over the past decades.
1
  • Wafa H.A.
  • Wolfe C.D.A.
  • Rudd A.
  • Wang Y.
Long-term trends in incidence and risk factors for ischaemic stroke subtypes: prospective population study of the South London Stroke Register.
, 
2
  • Rosengren A.
  • Giang K.W.
  • Lappas G.
  • Jern C.
  • Torén K.
  • Björck L.
Twenty-four-year trends in the incidence of ischemic stroke in Sweden from 1987 to 2010.
, 
3
  • Koton S.
  • Schneider A.L.C.
  • Rosamond W.D.
  • et al.
Stroke incidence and mortality trends in US communities, 1987 to 2011.
, 
4
  • Yafasova A.
  • Fosbøl E.L.
  • Christiansen M.N.
  • et al.
Time trends in incidence, comorbidity, and mortality of ischemic stroke in Denmark (1996-2016).
In Sweden, despite the demographic shift to an aging population, the decline in the incidence of ischemic strokes has been large enough to offset an otherwise increase in the absolute number of stroke cases.
5
  • Modig K.
  • Talbäck M.
  • Ziegler L.
  • Ahlbom A.
Temporal trends in incidence, recurrence and prevalence of stroke in an era of ageing populations, a longitudinal study of the total Swedish population.
At the same time, incidence and prevalence of atrial fibrillation (AF), a most common risk factor for ischemic stroke, has increased.
6
  • Kornej J.
  • Börschel C.S.
  • Börschel C.S.
  • et al.
Epidemiology of atrial fibrillation in the 21st century: novel methods and new insights.
AF not only confers 3- to 5-fold increased risk of ischemic stroke, but AF-related strokes are often more disabling and fatal,
7
  • Wolf P.A.
  • Abbott R.D.
  • Kannel W.B.
Atrial fibrillation as an independent risk factor for stroke: the Framingham Study.
,
8
  • Lin H.J.
  • Wolf P.A.
  • Kelly-Hayes M.
  • et al.
Stroke severity in atrial fibrillation.
resulting in higher rates of institutionalization in long-term facilities. It is not known if the decline in overall ischemic stroke has extended also to AF-related ischemic strokes.
Current evidence on AF-related strokes trends is scarce and inconclusive, with some studies suggesting a stable trend and others indicating a decline.
9
  • Campbell Cowan J.
  • Wu J.
  • Hall M.
  • Orlowski A.
  • West R.M.
  • Gale C.P.
A 10 year study of hospitalized atrial fibrillation-related stroke in England and its association with uptake of oral anticoagulation.
, 
10
  • Béjot Y.
  • Salem D. Ben.
  • Osseby G.V.
  • et al.
Epidemiology of ischemic stroke from atrial fibrillation in Dijon, France, from 1985 to 2006.
, 
11
  • Chamberlain A.M.
  • Brown R.D.
  • Alonso A.
  • et al.
No decline in the risk of stroke following incident atrial fibrillation since 2000 in the community: a concerning trend.
, 
12
  • Yiin G.S.C.
  • Howard D.P.J.
  • Paul N.L.M.
  • Li L.
  • Mehta Z.
  • Rothwell P.M.
Recent time trends in incidence, outcome and premorbid treatment of atrial fibrillation-related stroke and other embolic vascular events: a population-based study.
On the one hand, increased prescription of oral anticoagulants (OAC) in recent years, especially novel oral anticoagulant drugs (NOAC) after 2010, following an AF diagnosis could have led to a decrease in AF-related ischemic strokes. On the other hand, increasing AF incidence has raised concerns of a potential increase in AF-related strokes.
13
  • Wu J.
  • Nadarajah R.
  • Nakao Y.M.
  • et al.
Temporal trends and patterns in atrial fibrillation incidence: a population-based study of 3.4 million individuals.
Therefore, investigating temporal trends of AF-related ischemic stroke and how it relates to the use of OAC is of high public health relevance for informing stroke prevention strategies and allocation of healthcare resources.

Sweden is unique in its high-quality registers on population statistics, hospital admissions, and prescribed medications, where nation-wide data have been mandatorily reported and collected over many decades. Utilizing the entire Swedish older population aged 70 years and over, the aim of this study was to 1) examine the temporal trends in the incidence of overall ischemic strokes as well as AF-related ischemic strokes during 2001–2020, 2) investigate how the risk of first-ever ischemic stroke after AF diagnosis changed over calendar time, and 3) the impact of OAC and NOAC use on risk of first-ever ischemic stroke among AF patients over time.

Methods

Study population

We derived data from the Swedish Total Population Register
14
  • Ludvigsson J.F.
  • Almqvist C.
  • Bonamy A.K.E.
  • et al.
Registers of the Swedish total population and their use in medical research.
to identify all individuals who were born between 1895 and 1947 and had been living in Sweden since January 1st 1987. Through a unique personal identification number, the Total Population Register is linked to individual-level data from national registers, including the National Patient Register (since 1987), the Cause of Death Register (since 1952), and the Prescribed Drug Register (since 2005). Ethical approval for this study was obtained from the Regional Ethics Committee in Stockholm (2011/136–31/5).

To investigate temporal trends in the incidence of first-ever ischemic stroke, we included all individuals aged ≥70 years without a history of overall stroke on January 1st each calendar year during the period 2001–2020. Because this study focused on first-ever ischemic stroke in relation to AF, we applied a long washout period as the data allowed to ensure individuals were stroke-free for as long as possible at the time of inclusion. Therefore, individuals needed to be living in Sweden for at least 14 years (washout period) for identification of stroke history – e.g., people identified on January 1st, 2001, should have been living in Sweden and stroke-free at least since 1987, etc. All individuals included in each calendar year were followed from January 1st until first-ever stroke, emigration, death, or December 31st.

To explore how the risk of first-ever ischemic stroke following an AF diagnosis have changed over time, both in an absolute sense and in relation to not having AF, four different models were fitted, each referring to one calendar period. In this way the risk of stroke and AF, as well as the covariates were allowed to vary between the time periods. We identified all individuals aged ≥70 years who were diagnosed with new-onset AF from January 1st, 2006 until December 31st, 2017. These AF patients were categorized into four groups according to time of diagnosis: January 1st, 2006 to December 31st, 2008, January 1st, 2009 to December 31st, 2011, January 1st, 2012 to December 31st, 2014, and January 1st, 2015 to December 31st, 2017. Because the Prescribed Drug Register started on July 1st, 2005, from which medication data was derived, the follow-up in the Patient Register for this analysis started in 2006. All individuals with new-onset AF were followed from the day of AF diagnosis for 3 years for incident ischemic stroke, emigration, death, or end of the 3-year follow-up. Those without new-onset AF during each period were followed from January 1st of each period for 3-year incident ischemic stroke, emigration, death, or end of the 3-year follow-up. Individuals with a history of overall stroke at the start of each period were excluded.

Ascertainment of stroke and atrial fibrillation

Stroke and AF events were identified through the Swedish National Patient Register and the Cause of Death Register. The National Patient Register contains hospital discharge records from inpatient care at national level since 1987 and data on specialized outpatient care since 2001. Information retrieved from this register includes the dates and discharge diagnoses of each hospital visit which were coded according to the International Classification of Diseases (ICD) system. The National Patient Register has fairly high sensitivity and specificity with regards to stroke and AF.
14
  • Ludvigsson J.F.
  • Almqvist C.
  • Bonamy A.K.E.
  • et al.
Registers of the Swedish total population and their use in medical research.
,
15
  • Baturova M.A.
  • Lindgren A.
  • Carlson J.
  • Shubik Y.V.
  • Olsson S.B.
  • Platonov P.G.
Atrial fibrillation in patients with ischaemic stroke in the Swedish national patient registers: how much do we miss?.
The Cause of Death Register is a complete register of all deaths in Sweden since 1952, and underlying and contributing causes of deaths were recorded following the ICD system. The following ICD codes were used to identify stroke and AF: ICD-9 434 and ICD-10 I63 for ischemic stroke, and ICD-9 427.3 and ICD-10 I48 for AF. Because the most feared complication of OAC among AF patients is intracranial hemorrhage, secondary analyses were performed to examine the temporal trends for hemorrhagic stroke (ICD-10: I61; ICD-9: 431) in patients with concomitant AF.
Through linkage of these national registers, we were able to identify all first-ever ischemic strokes as well as those that had a preceding or concurrent AF diagnosis. AF-related ischemic stroke was defined as people diagnosed with first-ever ischemic stroke and having an AF diagnosis up to 5 years before, on the same day, or within 2 months after the stroke event. AF diagnosis within 2 months after stroke was included to decrease the likelihood of missing AF-related stroke cases due to late AF diagnosis.
16
  • Sposato L.A.
  • Chaturvedi S.
  • Hsieh C.Y.
  • Morillo C.A.
  • Kamel H.
Atrial fibrillation detected after stroke and transient ischemic attack: a novel clinical concept challenging current views.
The same definition was applied to hemorrhagic stroke with concomitant AF.

Ascertainment of comorbidities

History of heart failure (HF), coronary heart diseases (CHD), diabetes, hypertension, and vascular diseases (i.e., myocardial infarction, peripheral artery disease, and aortic plague) were identified from the National Patient Register using the following ICD codes: HF (ICD-9: 402, 404, 425, 428; ICD-10: I110, I130, I132, I27, I280, I42, I43, I515, I517, I528), CHD (ICD-9: 410–414; ICD-10: I20-25), diabetes (ICD-9: 250, 251.D; ICD-10: E10, E11, E13, E14), hypertension (ICD-9: 401–405; ICD-10: I10, I13, I15), myocardial infarction (ICD-9: 410; ICD-10: I21), peripheral artery disease (ICD-9: 440.1, 440.2, 440.8, 440.9, 441, 443.9; ICD-10: I70.1, I70.2, I70.8, I70.9, I71, I73.9), aortic plague (ICD-9: 440.0; ICD-10: I70.0), transient ischemic attack (TIA) (ICD-9: 435; ICD-10: G45), liver disease (ICD-9: 571–573; ICD-10: K70, K74, K75), and kidney disease (ICD-9: 581–583, 753, V420; ICD-10: N03–N05, Q61, Z940). To enable fair comparisons of comorbidity history in different time periods, we only allowed for disease identification at most 5 years before the baseline of each period. CHA2DS2-VASc score at AF diagnosis was calculated as scoring 1 point each for HF, diabetes, hypertension, vascular diseases, age 65–74, and female sex, and 2 points for age ≥75 years.
17
  • Lip G.Y.H.
  • Nieuwlaat R.
  • Pisters R.
  • et al.
Refining clinical risk stratification for predicting stroke and thromboembolism in atrial fibrillation using a novel risk factor-based approach: the euro heart survey on atrial fibrillation.
Ischemic stroke was excluded from the CHA2DS2-VASc score in this study, because all individuals with a stroke history were excluded at AF diagnosis.

Assessment of oral anticoagulant drugs

Beginning in July 2005, information on prescribed medication was available in the National Prescribed Drug Register for all surviving individuals. All prescriptions in this register were coded using the Anatomical Therapeutic Chemical (ATC) system, and prescription of OAC was identified using ATC codes B01AA, B01AD, B01AE, B01AF, and B01AX. Prescription of NOAC was identified using ATC codes B01AE and B01AF. Individuals were considered OAC users if they picked up an OAC from the pharmacy at least once within 3 years after AF diagnosis and before stroke. The vast majority of AF patients had at least two OAC pickups during the 3-year follow-up (93.8% for AF diagnosed 2006–2008, 94.0% for 2009–2011, 94.5% for 2012–2014, and 95.4% for 2015–2017).

Statistical analysis

Annual incidence rate (IR) of ischemic stroke was calculated as the number of first-ever ischemic strokes during each calendar year divided by the number of person-years at risk for ischemic stroke. Annual IR for AF-related ischemic stroke was calculated as number of first-ever ischemic strokes that were associated with AF divided by number of person-years at risk for ischemic stroke. To make the IR of stroke comparable over 2001–2020, direct age-standardization was applied to account for differences in the age structure of populations over time. The age structure of the population in 2010 was used as the reference, and age-standardized IR was calculated by weighting their respective age-specific rates to the age structure of the reference population. The percentage of AF-related ischemic strokes out of all ischemic strokes in each calendar year was also calculated. The same set of analyses were performed for hemorrhagic strokes.

Cox regression models were used to estimate hazard ratios (HR) and 95% confidence interval (CI) for 3-year incident ischemic stroke in association with AF diagnosed in different time periods (i.e., 2006–2008, 2009–2011, 2012–2014, and 2015–2017), as compared to no AF. P for trend was then calculated to examine whether there is a statistically significant temporal trend in these HRs. All models were first adjusted for age and sex, and then additionally adjusted for history of HF, CHD, hypertension, diabetes, vascular diseases, TIA, liver disease, and kidney disease at the baseline of each period. Sensitivity analyses were performed specifying deaths during the follow-up as a competing risk in Cox regression models.

We then ascertained whether increasing use of OAC and NOAC could have played a role in reducing risk of ischemic stroke after AF diagnosis over time. The proportion of individuals who used any OAC or NOAC within 3 years after AF diagnoses was estimated. Using Cox regression models, risk of 3-year incident ischemic stroke among AF patients diagnosed in periods 2009–2011, 2012–2014, and 2015–2017 was compared to that in 2006–2008. All models were first adjusted for history of comorbidities, and then additionally adjusted for use of OAC and NOAC.

All statistical analyses were conducted using Stata 16.1 (StataCorp LLC, College Station, TX 77845, USA).

Role of the funding source

The funders of the study had no role in study design, data collection, data analysis, data interpretation, or writing of the report.

Discussion

In this large population-based study using health records from the entire Swedish population aged ≥70 years, we found that the incidence of AF-related ischemic stroke declined by 35% between 2001 and 2020. The decline is particularly prominent after 2010, around the same time when NOACs were introduced to the Swedish market. This observation was further confirmed in the analyses showing that the use of NOACs increased substantially among AF patients during the 2010s, and that this largely explained the decrease in AF-related stroke risk from 2012 and onwards. Yet, despite all these improvements, our data show that by the end of 2020 around one-fourth of all first-ever ischemic stroke events still had a preceding or concurrent AF diagnosis.

Data reporting temporal trends in AF-related strokes are mixed and mostly based on data from more than ten years ago. A decrease in the incidence of cardioembolic stroke associated with AF between 1985 and 2006 was reported in France.
10
  • Béjot Y.
  • Salem D. Ben.
  • Osseby G.V.
  • et al.
Epidemiology of ischemic stroke from atrial fibrillation in Dijon, France, from 1985 to 2006.
In the Framingham Heart Study, a 74% decline in the risk of stroke following AF onset was observed between 1958-2007.
18
  • Schnabel R.B.
  • Yin X.
  • Gona P.
  • et al.
50 year trends in atrial fibrillation prevalence, incidence, risk factors, and mortality in the Framingham Heart Study: a cohort study.
Another US study using the Medicare database also found a 50% decline in ischemic stroke rates among AF patients from 1992 to 2007, in parallel with a doubling use of warfarin.
19
  • Shroff G.R.
  • Solid C.A.
  • Herzog C.A.
Temporal trends in ischemic stroke and anticoagulation therapy among Medicare patients with atrial fibrillation: a 15-year perspective (1992-2007).
It is worth noting that OAC prescription for stroke prevention among AF patients was implemented during the 1990s. Therefore, the fast decline in stroke risk following AF diagnosis around the 1990s in previous studies could reflect improvements from an era in which OAC was not used and paroxysmal AF was not considered a relevant diagnosis. On the contrary, a US study using healthcare databases in the Olmsted County showed no change in the risk of ischemic stroke and use of OAC following AF diagnosis between 2000 and 2010.
11
  • Chamberlain A.M.
  • Brown R.D.
  • Alonso A.
  • et al.
No decline in the risk of stroke following incident atrial fibrillation since 2000 in the community: a concerning trend.
Similarly, one UK study reported no decline in the incidence of AF-related ischemic stroke from 2002 to 2012.
12
  • Yiin G.S.C.
  • Howard D.P.J.
  • Paul N.L.M.
  • Li L.
  • Mehta Z.
  • Rothwell P.M.
Recent time trends in incidence, outcome and premorbid treatment of atrial fibrillation-related stroke and other embolic vascular events: a population-based study.
Data after 2010 is scarce; only one recent study aggregating several UK national databases supported a decrease in the weekly hospital admission rates of AF-related stroke between 2011 and 2016.
9
  • Campbell Cowan J.
  • Wu J.
  • Hall M.
  • Orlowski A.
  • West R.M.
  • Gale C.P.
A 10 year study of hospitalized atrial fibrillation-related stroke in England and its association with uptake of oral anticoagulation.

Discrepancies in previous findings could be due to differences in clinical practice among regions and countries, as well as study time periods. In addition, almost all studies only reported number of stroke admissions that were associated with AF, without estimating how the absolute and relative risk of AF-related stroke have changed over time.

To our knowledge, our study is the first to simultaneously report time trends in the IR of all ischemic strokes and AF-related ischemic strokes in the total older population, allowing direct comparisons. In line with other studies,
1
  • Wafa H.A.
  • Wolfe C.D.A.
  • Rudd A.
  • Wang Y.
Long-term trends in incidence and risk factors for ischaemic stroke subtypes: prospective population study of the South London Stroke Register.
, 
2
  • Rosengren A.
  • Giang K.W.
  • Lappas G.
  • Jern C.
  • Torén K.
  • Björck L.
Twenty-four-year trends in the incidence of ischemic stroke in Sweden from 1987 to 2010.
, 
3
  • Koton S.
  • Schneider A.L.C.
  • Rosamond W.D.
  • et al.
Stroke incidence and mortality trends in US communities, 1987 to 2011.
, 
4
  • Yafasova A.
  • Fosbøl E.L.
  • Christiansen M.N.
  • et al.
Time trends in incidence, comorbidity, and mortality of ischemic stroke in Denmark (1996-2016).
we found a steep and consistent decline in the incidence of ischemic strokes after 2000. On the other hand, the IR of AF-related ischemic stroke did not start to decline until 2010, suggesting that stroke prevention in AF patients before 2010 (in the era of warfarin) was not enough to make the overall ischemic stroke incidence decline. In our survival analyses, AF was to a lesser extent associated with incident stroke in 2012–2014 and 2015–2017 as compared to 2006–2008, in parallel with a dramatic increase in the use of NOACs. These survival analyses also indicate that the uptake of NOACs was at least partially the reason behind the marked decrease in AF-related stroke from 2010 and onwards, complementary to the descriptive trend figure. Since 2011, NOACs such as dabigatran, rivaroxaban, and apixaban have been available in Sweden as alternatives to warfarin. Notably, the European Society of Cardiology (ESC) guideline on AF management was published in August 2012, and recommended NOACs as preferable to Vitamin K antagonist (e.g., warfarin) for ischemic stroke prevention in AF patients.
20
  • John Camm A.
  • Lip G.Y.H.
  • De Caterina R.
  • et al.
Focused update of the ESC Guidelines for the management of atrial fibrillation: an update of the 2010 ESC Guidelines for the management of atrial fibrillation. Developed with the special contribution of the European Heart Rhythm Association.
One study using Stockholm Healthcare Analysis Database reported a 12.5% increase in the prescription of NOACs 5 months after the ESC guideline was published,
21
  • Komen J.
  • Forslund T.
  • Hjemdahl P.
  • Andersen M.
  • Wettermark B.
Effects of policy interventions on the introduction of novel oral anticoagulants in Stockholm: an interrupted time series analysis.
in line with our results. The encouraging trend in AF-related ischemic stroke risk and use of NOACs between 2010 and 2020 in our study reflect a continued and long-lasting effort of disseminating evidence-based medicine from clinical trials to everyday practice in Sweden. In addition, national reimbursement decisions on NOACs, as well as overall better cost-effectiveness of NOACs compared to warfarin,
22
  • Shah A.
  • Shewale A.
  • Hayes C.J.
  • Martin B.C.
Cost-effectiveness of oral anticoagulants for ischemic stroke prophylaxis among nonvalvular atrial fibrillation patients.
may also have aided these favorable trends.

It is worth noting that the increasing use of NOACs was not the only explanation to the decrease in stroke risk among AF patients, as the risk of stroke remains 18% smaller in 2015–2017 compared to 2006–2009 after adjusting for NOAC use. Factors such as better adherence to warfarin and NOAC, improved lifestyle factors, better rate and rhythm control in AF patients, and risk factor management in AF including pharmaceutical management of co-existing cardiometabolic disorders may have played a role, as well. Moreover, attenuated HRs after NOACs adjustment can also reflect unmeasured confounding related to both NOACs prescriptions and risk of stroke. For instance, reduced alcohol consumption and smoking cessation could have resulted in less contraindication to use of NOACs among more recently diagnosed AF patients and thus a lower risk of stroke.

Large-scale clinical trials have demonstrated apparent superiority of NOACs (e.g., dabigatran and apixaban) over warfarin in terms of better stroke prevention and less intracranial bleeding, as well as advantage of a wider therapeutic window and lack of a need for regular monitoring.
23
  • Connolly S.J.
  • Ezekowitz M.D.
  • Yusuf S.
  • et al.
Dabigatran versus warfarin in patients with atrial fibrillation.
, 
24
  • Granger C.B.
  • Alexander J.H.
  • McMurray J.J.V.
  • et al.
Apixaban versus warfarin in patients with atrial fibrillation.
, 
25
  • Patel M.R.
  • Mahaffey K.W.
  • Garg J.
  • et al.
Rivaroxaban versus warfarin in nonvalvular atrial fibrillation.
Yet, it has been argued that clinical trials mainly include younger individuals with fewer comorbidities and major bleeding associated with NOACs. However, recent observational cohort studies of older AF patients revealed that NOACs were associated with similar risk of ischemic stroke as warfarin but lower risk of major bleeding,
26
  • Giugliano R.P.
Non-vitamin K antagonist oral anticoagulants in older and frail patients with atrial fibrillation.
, 
27
  • Rutherford O.C.W.
  • Jonasson C.
  • Ghanima W.
  • Söderdahl F.
  • Halvorsen S.
Effectiveness and safety of oral anticoagulants in elderly patients with atrial fibrillation.
, 
28
  • Chao T.F.
  • Liu C.J.
  • Lin Y.J.
  • et al.
Oral anticoagulation in very elderly patients with atrial fibrillation.
indicating that NOACs are safe in older adults with multi-morbidities. Our data showed that the IR of hemorrhagic strokes with concomitant AF increased until 2013 and remained stable thereafter. The increase before 2013 could reflect intracranial bleeding associated with warfarin when it was still the dominating drug, while the flattening after 2013 may reflect an effect of NOAC implementation, even though NOACs may have been introduced at different paces in Swedish regions. Nevertheless, it should be noted that the absolute risk of hemorrhagic strokes remained very low during the entire study period, i.e.,
29
  • Ding M.
  • Fratiglioni L.
  • Johnell K.
  • Fastbom J.
  • Ljungdahl M.
  • Qiu C.
Atrial fibrillation and use of antithrombotic medications in older people: a population-based study.
possibly resulting in an increase in AF-related stroke incidence.
Despite the encouraging patterns of a declining incidence in AF-related ischemic stroke, our results showed that by the end of 2020, one out of four ischemic strokes in people aged ≥70 years still had a preceding or concurrent AF diagnosis. This shows that there is still room for improvement in risk reduction of stroke in AF patients. In addition to increasing NOAC coverage, improved detection and diagnostics of AF in at-risk populations may be justified.
30
  • Svennberg E.
  • Friberg L.
  • Frykman V.
  • Al-Khalili F.
  • Engdahl J.
  • Rosenqvist M.
Clinical outcomes in systematic screening for atrial fibrillation (STROKESTOP): a multicentre, parallel group, unmasked, randomised controlled trial.
The strength of this study lies in its size and nation-wide information on prescribed medications and hospital admissions of AF and stroke subtypes, as well as detailed and precise data on population at risk. We are also the first to report up-to-date data until the end of 2020. However, some limitations should be considered. First, data underlying this study is part of a larger project concerning aging and health where available data is from ages 70 years and over. Yet, as the risk of both AF and stroke increase with age, most cases of AF and ischemic stroke in Sweden occur after age 70 (around 75%).
29
  • Ding M.
  • Fratiglioni L.
  • Johnell K.
  • Fastbom J.
  • Ljungdahl M.
  • Qiu C.
Atrial fibrillation and use of antithrombotic medications in older people: a population-based study.
,
31
The National Board of Health and Welfare
Statistics on Stroke.
Our findings should therefore be primarily generalized to older populations. For early-onset AF and stroke, e.g., those occurred during midlife or earlier, it remains to be seen whether the same pattern can be observed. Second, because of the observational nature of this study and the fact that AF-related stroke is defined based on the temporality of diagnostic codes, we cannot draw any causal inference that ischemic strokes with a preceding or concurrent AF diagnosis are directly a consequence of...

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