Current management aspects in adult congenital heart disease: non-surgical closure of patent foramen ovale

Relationship between right-to-left shunt and white matter lesions in patients with migraine: a single-center study

Background

Migraine patients have an increased long-term risk of cardio and cerebrovascular events. However, whether these patients are more susceptible to white matter lesions (WMLs) remains debated. To explore this question, our study assessed the proportion of RLS in migraine patients and explored the association between right-to-left shunt (RLS) and WMLs.

Methods

In this study, we included 998 migraine patients. Contrast transcranial doppler (c-TCD) was used to diagnose RLS and assess the extent of the shunt in RLS patients. Of the 998 patients, 505 underwent cranial magnetic resonance imaging (MRI) assessments. WMLs were classified into periventricular white matter lesions (pvWMLs) and deep white matter lesions (dWMLs).

Results

Among the 998 migraine patients, 946 had migraine without aura (MO; mean age 36.68 ± 10.46 years; 80.5% female), and 52 had migraine with aura (MA; mean age 29.85 ± 8.59 years; 71.2% female). Compared with MO patients, MA patients had an earlier onset age (23.1 ± 7.97 vs. 28.44 ± 10.38 years, p < 0. 001) and a shorter disease duration (6.76 vs. 8.34 years, p = 0.024). The overall proportion of RLS patients was 41.9%, with a greater proportion of RLS patients in the MA group than in the MO group (55.8% vs. 41. 1%, p = 0.037). The percentage of RLS-positive patients with no/small shunt was greater in the MO group than in the MA group (81.5% vs. 65.4%, p = 0.004), whereas the percentage of RLS-positive patients with moderate/large shunt was greater in the MA group (34.6% vs. 18.5%, p = 0.024). The proportion of RLS patients was lower in the WML-positive group (n = 173) than in the WML-negative group (n = 332), but the difference was not significant (40.5% vs. 45.8%, p = 0.253).

Conclusion

This study revealed that 41.9% of migraine patients had RLS, and the proportion of RLS patients was 41. 1% in the MO group and 55.8% in the MA group. The rate of RLS positivity in migraine patients may not be related to the incidence of WMLs.

Developing a random forest algorithm to identify patent foramen ovale and atrial septal defects in Ontario administrative databases

Purpose

Routinely collected administrative data is widely used for population-based research. However, although clinically very different, atrial septal defects (ASD) and patent foramen ovale (PFO) share a single diagnostic code (ICD-9: 745.5, ICD-10: Q21.1). Using machine-learning based approaches, we developed and validated an algorithm to differentiate between PFO and ASD patient populations within healthcare administrative data.

Methods

Using data housed at ICES, we identified patients who underwent transcatheter closure in Ontario between October 2002 and December 2017 using a Canadian Classification of Interventions code (1HN80GPFL, N = 4680). A novel random forest model was developed using demographic and clinical information to differentiate those who underwent transcatheter closure for PFO or ASD. Those patients who had undergone transcatheter closure and had records in the CorHealth Ontario cardiac procedure registry (N = 1482) were used as the reference standard. Several algorithms were tested and evaluated for accuracy, sensitivity, and specificity. Variable importance was examined via mean decrease in Gini index.

Results

We tested 7 models in total. The final model included 24 variables, including demographic, comorbidity, and procedural information. After hyperparameter tuning, the final model achieved 0.76 accuracy, 0.76 sensitivity, and 0.75 specificity. Patient age group had the greatest influence on node impurity, and thus ranked highest in variable importance.

Conclusions

Our random forest classification method achieved reasonable accuracy in identifying PFO and ASD closure in administrative data. The algorithm can now be applied to evaluate long term PFO and ASD closure outcomes in Ontario, pending future external validation studies to further test the algorithm.

Supplementary Information

The online version contains supplementary material available at 10.1186/s12911-022-01837-2.

New-onset atrial fibrillation following percutaneous closure of patent foramen ovale: a systematic review and meta-analysis

PURPOSE

A patent foramen ovale (PFO), present in up to 25% of adults, is an embryologic remnant which allows for right to left shunting and has been implicated in cryptogenic stroke (Neill and Lin, Methodist Debakey Cardiovasc J. 13(3):152-159, 2017; Bass 2015). The current standard of care for selected patients with PFO and cryptogenic stroke is transcatheter closure, but the risk of post-closure, new-onset atrial fibrillation (AF) is unknown (Vaidya et al., Cardiovasc Diagn Ther. 8(6):739-753, 2018; Kjeld et al., Acta Radiol Open. 7(9):2058460118793922, 2018; Staubach et al., Catheter Cardiovasc Interv. 74(6):889-95, 2009). This systematic review and meta-analysis synthesized evidence on AF development post transcatheter PFO closure and predictors of AF development, and assessed existing knowledge gaps.

METHODS

Randomized controlled trials and observational studies were selected according to the inclusion criteria of adults that underwent a transcatheter PFO closure without a history of AF. Studies were retrieved from electronic databases from inception until February 2019. A Freeman-Tukey arcsine transformation was performed for meta-analysis of AF incidence rate.

RESULTS

From 765 studies, 45 were included in quantitative data synthesis. Study sample sizes ranged between 20 and 1887 individuals, and average patient age between 37 to 67 years across studies. The overall incidence rate was 0.013 person-years, and 0.014 person-years for the within 6 months follow-up subgroup. There was no consistency in reported predictors of AF development.

CONCLUSIONS

The incidence of AF post-PFO closure was low across studies, with a high level of between-study heterogeneity. Until a concerted effort is made to improve accurate AF diagnosis, it will be difficult to gauge the association between transcatheter PFO closure and incidence of AF.