Evidence map›Paper›PMID 41920396›Full record

ArticleNeurosurgical review2026

The impact of smoking on aneurysmal rupture in female patients: a nationwide retrospective cohort study.

Abdul Karim Ghaith, Xinlan Yang, Hasan Radwan, F N U Ruchika, Mohamad Ghaith, James Feghali, Nimer Adeeb, Jorge Rios-Zermeno, Joshua H Weinberg, Shahid Nimjee and 5 more

Abstract read
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In one paragraph

Article in Neurosurgical review, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

15 authors.

Abdul Karim Ghaith *School of Medicine, Department of Neurosurgery, Johns Hopkins, Baltimore, MD, USA. abdulkarimghaith@gmail.com.
Xinlan Yang *School of Medicine, Department of Neurosurgery, Johns Hopkins, Baltimore, MD, USA.
Hasan RadwanSchool of Medicine, Department of Neurosurgery, Mayo Clinic, 4500 San Pablo Road, Mangurian Building, 4th Floor, Jacksonville, FL, 32224, USA.
F N U RuchikaSchool of Medicine, Department of Neurosurgery, Johns Hopkins, Baltimore, MD, USA.
Mohamad GhaithSchool of Medicine, Department of Neurosurgery, Johns Hopkins, Baltimore, MD, USA.
James FeghaliSchool of Medicine, Department of Neurosurgery, Johns Hopkins, Baltimore, MD, USA.
Nimer AdeebSchool of Medicine, Department of Neurosurgery, Louisiana State University, Shreveport, LA, USA.
Jorge Rios-ZermenoSchool of Medicine, Department of Neurosurgery, Mayo Clinic, 4500 San Pablo Road, Mangurian Building, 4th Floor, Jacksonville, FL, 32224, USA.
Joshua H WeinbergSchool of Medicine, Department of Neurosurgery, Ohio State University, Columbus, OH, USA.
Shahid NimjeeSchool of Medicine, Department of Neurosurgery, Ohio State University, Columbus, OH, USA.
Rafael TatitSchool of Medicine, Department of Neurosurgery, Mayo Clinic, 4500 San Pablo Road, Mangurian Building, 4th Floor, Jacksonville, FL, 32224, USA.
Bernard R BendokSchool of Medicine, Department of Neurosurgery, Mayo Clinic, Scottsdale, AZ, USA.
Fernando GonzalezSchool of Medicine, Department of Neurosurgery, Johns Hopkins, Baltimore, MD, USA.
W Christopher FoxSchool of Medicine, Department of Neurosurgery, Mayo Clinic, 4500 San Pablo Road, Mangurian Building, 4th Floor, Jacksonville, FL, 32224, USA.
Rabih TawkSchool of Medicine, Department of Neurosurgery, Mayo Clinic, 4500 San Pablo Road, Mangurian Building, 4th Floor, Jacksonville, FL, 32224, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Intracranial aneurysms (IAs) are the most common cause of non-traumatic subarachnoid hemorrhage (SAH). Although multiple risk factors have been identified—including female sex and tobacco exposure—smoking remains a well-established and modifiable driver of aneurysmal rupture; however, contemporary, women-focused, nationally representative estimates of rupture risk and care patterns using balanced comparisons and neurosurgically relevant inpatient outcomes derived from large, adjusted cohorts using balanced comparisons remain limited. The Healthcare Cost and Utilization Project (HCUP) National Inpatient Sample (NIS) was queried to identify female patients diagnosed with IAs between January 1, 2003, and December 31, 2020. The primary focus was to assess association with ruptured presentation at admission. A 1:1 matching was used to compare outcomes between female smokers and nonsmokers. The K-nearest neighbor method was employed with the Mann–Kendall test to analyze the data trends. A Random Forest model was developed to classify ruptured presentation at admission, predict the rupture risk and to quantify feature contributions through an association plot and feature importance plot leveraging SHAP (Shapley Additive Explanations) values. All analyses were conducted using R and Python software. Using the HCUP National Inpatient Sample (NIS), a nationwide real-world inpatient database, we identified 32,530 hospitalized women with intracranial aneurysm diagnoses. Of the 32,530 patients identified, 64% were smokers (N = 20,753) and 36% were non-smokers (N = 11,777). Following KNN matching, each group had 11,777 patients with a mean age of 57 ± 11.4 years. Patients in the smokers’ group were most commonly White (N = 9,268; 78.7%), followed by Black (N = 1,390; 11.8%) and Hispanic (N = 648; 5.5%). A higher number of female smokers had a history of hypertension (61.2% vs. 49.7%, p < 0.001) and dyslipidemia (32.6% vs. 24.1%, p < 0.001). Female smokers were also more likely on long-term aspirin (20.8% vs. 14%, p < 0.001), NSAIDs (5.4% vs. 3.8%, p < 0.001), and steroids (1% vs. 0.7%, p = 0.005). More female smokers underwent surgical treatment (30.8% vs. 28.9%, p = 0.001), while more non-smokers received endovascular treatment (71.1% vs. 69.2%, p = 0.001). The incidence of aneurysmal rupture was significantly higher in smokers (27.3% vs. 11.8%, p < 0.001). Multivariable logistic regression showed higher odds of ruptured presentation in female smokers (OR = 1.1 [1.02–1.19], p = 0.012). Aging, dyslipidemia, diabetes, and long-term aspirin use were independently associated with rupture among smokers. Association analysis and SHAP-based feature importance analysis (AUC = 0.8) showed that smoking status was the most critical predictor of rupture. In a large-scale, women-only national cohort, documented tobacco exposure was associated with higher odds of aneurysmal rupture at presentation compared with non-smokers. This work provides contemporary, women-specific estimates that can inform risk communication and counseling and motivate future sex-informed risk stratification efforts, while reinforcing smoking cessation counseling as an important, clinically actionable target. Although the adjusted effect estimate is modest and should be interpreted cautiously within an administrative dataset—likely reflecting exposure misclassification (current vs former; no pack-years) and residual confounding inherent to claims-based analyses—the direction of effect is consistent with prior literature and supports smoking cessation counseling as an actionable risk-communication target for women with intracranial aneurysms.

Indexed as

Aneurysm, RupturedIntracranial AneurysmSmokingSubarachnoid HemorrhageAdultAgedCohort StudiesFemaleHumansMiddle AgedRetrospective StudiesRisk FactorsUnited StatesAneurysmMachine learningSmokingSubarachnoid hemorrhage

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.