Baseline characteristics
A total of 46 IAs patients treated with the Atlas stent were enrolled in this work, with a mean age of 61.935 ± 9.202 years, of whom 65.2% (30/46) were female; the Leo Baby group comprised 50 patients, with a mean age of 60.380 ± 7.798 years, of whom 54.0% (32/50) were female. Clinical comorbidities were as follows: in the Atlas group, 32 patients (69.7%) had hypertension, 3 (6.5%) had diabetes mellitus, and 2 (4.3%) had coronary artery disease; in the Leo Baby group, 29 patients (58.0%) had hypertension, 5 (10.0%) had diabetes mellitus, and 3 (6.0%) had coronary artery disease. The majority of patients in both groups presented with favorable clinical status at admission (mRS score 0–2). No significant intergroup difference was observed in Fisher grade (P = 0.1345), Rupture H-H score (P = 0.2083), Glasgow Coma Scale score (P = 0.8081), D-dimer level (P = 0.8867), International Normalized Ratio (P = 0.0682), or any clinical comorbidity. Notably, a significant difference was found in drinking between the groups (P = 0.0376). The demographic characteristics of the patients at admission are summarized in Table 1.
To account for potential confounding, we performed multivariable Firth penalized logistic regression analyses for three outcomes: procedure‑related complications, immediate incomplete occlusion (Raymond class II or III), and incomplete occlusion at 6‑month follow‑up. Stent type, drinking history, aneurysm neck width, and aneurysm height were included as covariates. Analyses involving neck width were performed in the 77 patients with a definable aneurysm neck (excluding 19 dissecting aneurysms). After adjustment, Atlas stent use was not independently associated with procedure‑related complications compared with Leo Baby (adjusted OR, 2.01; 95% confidence interval (CI), 0.60-6.77; P = 0.261), nor with immediate incomplete occlusion (adjusted odds ratio (OR), 1.20; 95% CI, 0.26-5.48; P = 0.816) or incomplete occlusion at 6‑month follow‑up (adjusted OR, 1.01; 95% CI, 0.24-4.20; P = 0.990). The complete multivariable results are provided in Supplementary Table 2.
In both cohorts, aneurysms were predominantly located in the anterior communicating artery and the middle cerebral artery, and the majority of patients presented with a single aneurysm (Atlas, n = 41; Leo Baby, n = 48). For the Atlas group, the mean aneurysm neck width was 4.144 ± 2.006 mm, mean maximum aneurysm width was 5.172 ± 2.502 mm, mean aneurysm height was 4.715 ± 2.452 mm, mean proximal parent artery diameter was 2.277 ± 0.553 mm, and mean distal parent artery diameter was 2.021 ± 0.531 mm; only 4 patients exhibited parent artery atherosclerosis. In the Leo Baby group, the corresponding values were 3.314 ± 1.674 mm, 4.813 ± 5.344 mm, 3.408 ± 1.859 mm, 2.246 ± 0.815 mm, and 2.057 ± 0.764 mm, respectively, with only 2 patients presenting parent artery atherosclerosis. No statistically significant intergroup differences were identified in any of the aneurysm morphological characteristics, as detailed in Table 2.
Comparison of immediate outcomes and peri‑procedural characteristics
During the procedure, 91.7% of patients received a single stent. All patients underwent immediate postoperative angiography. When assessing the impact of stent type on embolization outcomes, no statistically significant difference was observed in immediate embolization results between the two cohorts (P = 0.3281) (Table 3). In the Atlas cohort, immediate postoperative angiography demonstrated complete occlusion in 89.1% (41/46) of aneurysms, residual neck in 6.5% (3/46), and residual aneurysm sac in 4.3% (2/46); the corresponding rates in the Leo Baby cohort were 88.0% (44/50), 2.0% (1/50), and 10.0% (5/50), respectively (Table 3). In addition, no significant intergroup difference was observed in procedure‑related complications (P = 0.0857) (Table 3). However, post-hoc power calculation demonstrated that with the current sample sizes (n = 46 vs. n = 50), the statistical power to detect this observed 16.2% absolute difference in complication rates (28.2% vs. 12.0%) was only approximately 42%, substantially below the recommended 80% threshold. This indicates that the non-significant P-value is more likely attributable to insufficient sample size (Type II error) rather than true equivalence between the two devices. In the Atlas group, 13 patients experienced procedure‑related complications, including four cases of intraoperative aneurysm rupture managed with immediate coil packing, four cases of thrombosis treated with intra‑arterial tirofiban, one case of multiple cerebral infarctions receiving symptomatic treatment, one case of postoperative hydrocephalus requiring lumbar puncture and drainage, one case of subarachnoid hemorrhage treated with decompressive craniectomy, one case of postoperative small perforator infarction managed with tirofiban, and one case of ruptured middle cerebral artery aneurysm that underwent surgical clipping. In the Leo Baby cohort, only six patients exhibited related complications, comprising three cases of thrombosis, one frontal lobe infarction, one intraoperative subarachnoid hemorrhage, and one death due to intraoperative re‑bleeding. At discharge, 90% of patients showed favorable outcomes (Table 3).
Follow-up angiographic outcomes
All patients were followed up angiographically at 6 months post-procedure, primarily using DSA, showing no intergroup statistically significant difference (P = 0.5067; Table 4). In the Atlas group, complete occlusion was achieved in 87.0% (40/46) of aneurysms, residual neck in 8.7% (4/46), and residual aneurysm sac in 4.3% (2/46). In the Leo Baby group, the corresponding rates were 88.0% (44/50), 4.0% (2/50), and 8.0% (4/50), respectively. At this follow-up time point, in-stent stenosis or parent artery stenosis was observed in three patients in each cohort, with no significant intergroup difference (P = 0.9160).
At 1-year post-procedure, angiographic follow-up was available for 6 patients in the Atlas cohort and 12 patients in the Leo Baby cohort, among whom complete occlusion was demonstrated in 5 and 11 aneurysms, respectively. Functional outcome assessment revealed that over 90% of patients achieved favorable clinical outcomes (mRS score 0–2) (Table 5). No newly developed stenosis was identified in either group. The distribution of mRS scores at admission, discharge, and 1-year follow-up was shown in Figure 2.
Representative cases
A representative case from the Atlas cohort is presented in Figure 3. Admission angiography revealed an unruptured irregular aneurysm at the right middle cerebral artery bifurcation, measuring 4.4 × 7.0 mm with a neck size of 6.2 mm (Figure 3A). An Atlas stent (4.0 × 21 mm) was deployed from the superior trunk of the M2 segment, followed by coil embolization. Immediate post-procedural angiography demonstrated dense coil packing with complete occlusion (Raymond grade I; Figure 3B). Six-month follow-up DSA confirmed persistent complete occlusion and patent parent artery without stenosis, indicating favorable aneurysm healing (Figure 3C).
A representative case from the Leo Baby cohort is illustrated in Figure 4. Admission angiography showed a ruptured microaneurysm at the anterior communicating artery, measuring 1.8 × 1.5 mm with a neck size of 1.5 mm (Figure 4A). A Leo Baby stent (2.5 × 25 mm) was partially deployed at the aneurysm neck to provide neck coverage using the dome technique, followed by coil embolization (Figure 4B). Complete stent deployment was achieved with good wall apposition, and immediate post-procedural angiography revealed dense packing and complete occlusion (Raymond grade I; Figure 4C). Six-month follow-up angiography indicated complete aneurysm obliteration and no in-stent stenosis (Figure 4D).
A representative case from the Atlas cohort is presented in Figure 5. Admission angiography revealed an unruptured saccular aneurysm at the right middle cerebral artery bifurcation, with the neck involving both the superior and inferior trunks of the M2 segment, measuring 6.1 × 6.0 mm with a neck width of 6.0 mm (Figure 5A). Y‑stent‑assisted coil embolization was performed using two Atlas stents (4.5 × 21 mm each). Immediate post‑procedural angiography demonstrated dense coil packing with complete occlusion (Raymond grade I) and patent parent artery (Figure 5B). However, 8‑month follow‑up DSA revealed significant in‑stent stenosis at the M1 segment, although the aneurysm remained completely obliterated (Figure 5C).
DATA AVAILABILITY:
All data supporting this study are available within the manuscript and in Supplementary Table 1 and Supplementary Table 2.

Figure 1: The overall study design and workflow. According to the predefined inclusion and exclusion criteria, a total of 96 patients were enrolled in this study, including 46 in the Atlas group and 50 in the Leo group. Baseline clinical information was collected for all patients. Immediate post‑procedural assessment was performed after treatment, followed by clinical and angiographic follow‑up at 6 months and 12 months post‑treatment. Please click here to view a larger version of this figure.

Figure 2: Proportion of patients with modified Rankin Scale (mRS) scores of 0-6 at admission, discharge, and 1-year follow-up. Favorable outcomes (mRS 0–2) were observed in approximately 85% of patients at admission, approximately 90% at discharge, and approximately 92% at 1-year follow‑up in both groups. Please click here to view a larger version of this figure.

Figure 3: Representative case of favorable outcome following Atlas stent‑assisted coil embolization. (A) Preoperative DSA showing an unruptured irregular aneurysm at the right middle cerebral artery bifurcation, measuring 4.4 × 7.0 mm with a neck size of 6.2 mm. (B) Immediate post‑procedural DSA after Atlas stent (4.0 × 21 mm) deployment and coil embolization, demonstrating dense coil packing with complete occlusion (Raymond grade I). (C) 6-month follow-up DSA confirming complete occlusion and patent parent artery without stenosis. DSA, Digital subtraction angiography. Please click here to view a larger version of this figure.

Figure 4: Representative case of favorable outcome following Leo Baby stent‑assisted coil embolization. (A) Preoperative DSA showing a ruptured microaneurysm at the anterior communicating artery, measuring 1.8 × 1.5 mm with a neck size of 1.5 mm. (B) A Leo Baby stent (2.5 × 25 mm) was partially deployed at the aneurysm neck using the dome technique, followed by coil embolization. (C) Immediate post-procedural DSA demonstrating complete stent deployment with good wall apposition, dense coil packing, and complete occlusion (Raymond grade I). (D) 6-month follow-up DSA confirming complete occlusion and patent parent artery without in‑stent stenosis. ACA, Anterior communicating artery; DSA, Digital subtraction angiography. Please click here to view a larger version of this figure.

Figure 5: Representative case of in‑stent stenosis following Atlas stent‑assisted coil embolization. (A) Preoperative DSA showing an unruptured saccular aneurysm at the right middle cerebral artery bifurcation, measuring 6.1 × 6.0 mm with a neck width of 6.0 mm, with the neck involving both the superior and inferior trunks of the M2 segment. (B) Immediate post‑procedural DSA after Y‑stent‑assisted coil embolization using two Atlas stents (4.5 × 21 mm each), demonstrating dense coil packing with complete occlusion (Raymond grade I) and patent parent artery. (C) Eight‑month follow‑up DSA revealing significant in‑stent stenosis at the M1 segment (arrow), while the aneurysm remained completely obliterated. Please click here to view a larger version of this figure.
| Variables | Atlas (n = 46) | Leo baby (n = 50) | P value |
| Age (year), Mean ± SD | 61.935 ± 9.202 | 60.380 ± 7.798 | 0.2576 |
| Female, n (%) | 30/46 (65.2) | 32/50 (64.0) | 0.9008 |
| Hypertension, n (%) | 32/46 (69.7) | 29/50 (58.0) | 0.2395 |
| Diabetes, n (%) | 3/46 (6.5) | 5/50 (10.0) | 0.5379 |
| Hyperlipemia, n (%) | 0/46 (0.0) | 0/50 (0.0) | -- |
| Coronary heart disease, n (%) | 2/46 (4.3) | 3/50 (6.0) | 0.7159 |
| Smoking, n (%) | 5/46 (10.9) | 3/50 (6.0) | 0.3885 |
| Drinking, n (%) | 6/46 (13.0) | 1/50 (2.0) | 0.0376 |
| Fisher grade, n (%) | | | 0.1345 |
| 0 | 0/46 (0.0) | 3/50 (6.0) | |
| 1 | 1/46 (2.1) | 3/50 (6.0) | |
| 2 | 8/46 (17.4) | 3/50 (6.0) | |
| 3 | 5/46 (10.9) | 4/50 (8.0) | |
| 4 | 2/46 (4.3) | 4/50 (8.0) | |
| Clinical outcomes, n (%) | | | 0.6818 |
| Good (mRS 0-2) | 40/46 (87.0) | 42/50 (84.0) | |
| Poor (mRS 3-6) | 6/46 (13.0) | 8/50 (16.0) | |
| Rupture H-H score, n (%) | | | 0.2083 |
| 1 | 4/46 (8.7) | 4/50 (8.0) | |
| 2 | 3/46 (6.5) | 8/50 (16.0) | |
| 3 | 8/46 (17.4) | 3/50 (6.0) | |
| 4 | 1/46 (2.2) | 1/50 (2.0) | |
| GCS score, n (%) | | | 0.3326 |
| 3-8 | 3/16 (18.8) | 1/16 (6.3) | |
| 9-12 | 1/16 (6.3) | 0/16 (0.0) | |
| 13-15 | 12/16 (75.0) | 15/16 (93.7) | |
| D-dimer (μg/mL), Mean ± SD | 0.826 ± 0.848 | 0.793 ± 0.841 | 0.8867 |
| INR | 0.975 ± 0.076 | 0.949 ± 0.060 | 0.0682 |
Table 1: Comparison of baseline information of patients. (Atlas group, n = 46; Leo Baby group, n = 50). Variables include age, sex, comorbidities, admission mRS score, Fisher grade, Hunt–Hess grade, GCS score, D-dimer, INR, and drinking status. Continuous variables are shown as mean ± SD, and categorical variables as n (%). INR, International Normalized Ratio; GCS, Glasgow coma scale; mRS, Modified rankin scale.
| Characteristics | Atlas (n = 46) | Leo Baby (n = 50) | P value |
| Ruptured, n (%) | | | 0.7726 |
| Yes | 16/46 (34.8) | 16/50 (32.0) | |
| No | 30/46 (65.2) | 34/50 (68.0) | |
| Location, n (%) | | | 0.3446 |
| ACA | 1/46 (2.2) | 6/50 (12.0) | |
| AcomA | 12/46 (26.1) | 14/50 (28.0) | |
| MCA | 17/46 (37.0) | 19/50 (38.0) | |
| PcomA | 7/46 (15.2) | 2/50 (4.0) | |
| ICA | 3/46 (6.5) | 2/50 (4.0) | |
| BA | 5/46 (10.9) | 6/50 (12.0) | |
| PICA | 1/46 (2.2) | 1/50 (2.0) | |
| Aneurysm number, n (%) | | | 0.1959 |
| 1 | 41/46 (89.1) | 48/50 (96.0) | |
| 2 | 5/46 (10.9) | 2/50 (4.0) | |
| Aneurysm neck width (mm), Mean ± SD | 4.144 ± 2.006 | 3.314 ± 1.674 | 0.061 |
| Maximum aneurysm width (mm), Mean ± SD | 5.172 ± 2.502 | 4.813 ± 5.344 | 0.6643 |
| Aneurysm height (mm), Mean ± SD | 4.715 ± 2.452 | 3.408 ± 1.859 | 0.069 |
| Proximal parent-artery diameter (mm), Mean ± SD | 2.277 ± 0.553 | 2.246 ± 0.815 | 0.8293 |
| Distal parent-artery diameter (mm), Mean ± SD | 2.021 ± 0.531 | 2.057 ± 0.764 | 0.7909 |
| Parent artery atherosclerosis, n (%) | | | 0.9495 |
| Yes | 4/46 (8.7) | 2/50 (4.0) | |
| No | 42/46 (91.3) | 48/50 (96.0) | |
Table 2: Comparison of aneurysm characteristics. Morphological measurements were obtained from three-dimensional reconstructed angiographic images. One target aneurysm treated with the study stent was analyzed per patient. Maximum aneurysm width was measured perpendicular to the aneurysm height axis; therefore, aneurysm height could be greater than aneurysm width in elongated, obliquely oriented, or multilobulated aneurysms. Neck-width measurements were reported only for aneurysms with an anatomically definable neck. ACA, Anterior cerebral artery; AcomA, Anterior communicating artery; MCA, Middle cerebral artery; PcomA, Posterior communicating artery; ICA, Internal carotid artery; BA, Basilar artery; PICA, Posterior inferior cerebellar artery.
| Characteristics | Atlas (n=46) | Leo baby (n=50) | P value |
| Stent deployment, n (%) | | | 0.3885 |
| Single stent | 41/46 (89.1) | 47/50 (94.0) | |
| Multiple stents | 5/46 (10.9) | 3/50 (6.0) | |
| Immediate angiographic results | | | |
| Raymond class, n (%) | | | 0.3281 |
| 1 | 41/46 (89.1) | 44/50 (88.0) | |
| 2 | 3/46 (6.5) | 1/50 (2.0) | |
| 3 | 2/46 (4.3) | 5/50 (10.0) | |
| Surgery-related complications, n (%) | | | 0.0857 |
| Yes | 13/46 (28.2) | 6/50 (12.0) | |
| No | 33/46 (71.7) | 44/50 (88.0) | |
| Functional outcomes at discharge | | | |
| Residual functional impairment, n (%) | | | 0.2369 |
| Yes | 6/46 (13.0) | 3/50 (6.0) | |
| No | 40/46 (87.0) | 47/50 (94.0) | |
| mRS Score at discharge, n (%) | | | 0.6299 |
| Good (mRS 0–2) | 41/46 (89.1) | 46/50 (92.0) | |
| Poor (mRS 3–6) | 5/46 (10.9) | 4/50 (8.0) | |
Table 3: Comparison of immediate outcomes and peri‑procedural characteristics. Data are presented as n (%). Favorable discharge outcome defined as mRS 0-2. Post‑hoc power for complication rate difference (28.2% vs. 12.0%) was 42%, suggesting Type II error may explain the non‑significant result (P = 0.0857). mRS, Modified rankin scale.
| Characteristics | Atlas (n=46) | Leo baby (n=50) | P value |
| Angiography, n (%) | 46/46 (100.0) | 50/50 (100.0) | |
| Imaging modality, n (%) | | | 0.268 |
| DSA | 43/46 (93.5) | 49/50 (98.0) | |
| Other | 3/46 (6.5) | 1/50 (2.0) | |
| Raymond class, n (%) | | | 0.9881 |
| 1 | 40/46 (87.0) | 44/50 (88.0) | |
| 2 | 4/46 (8.7) | 4/50 (8.0) | |
| 3 | 2/46 (4.3) | 2/50 (4.0) | |
| In-stent stenosis/Carrier artery stenosis | | | 0.916 |
| Yes | 3/46 (6.5) | 3/50 (6.0) | |
| No | 43/46 (93.5) | 47/50 (94.0) | |
Table 4: 6-month angiographic follow-up. All patients were followed up angiographically at 6 months post-procedure. No significant intergroup differences were observed in 6-month angiographic outcomes or in‑stent stenosis rates. DSA, Digital subtraction angiography.
| Characteristics | Atlas (n=46) | Leo baby (n=50) |
| Angiography, n (%) | 6/46 (13.0) | 12/50 (24.0) |
| Imaging modality, n (%) | | |
| DSA | 5/6 (83.3) | 10/12 (83.3) |
| Other | 1/6 (16.7) | 2/12 (16.7) |
| Raymond class, n | | |
| 1 | 5/6 (83.3) | 11/12 (91.7) |
| 2 | 0/6 (0.0) | 0/12 (0.0) |
| 3 | 1/6 (16.7) | 1/12(8.3) |
| mRS Score at last follow-up, n(%) | | |
| Good (mRS 0-2) | 44/46 (95.7) | 46/50 (92.0) |
| Poor (mRS 3-6) | 2/46 (4.3) | 0/50 (0.0) |
Table 5: 1-year angiographic follow-up. Angiographic follow-up at 1 year was available for 6 patients in the Atlas cohort and 12 patients in the Leo Baby cohort. Favorable outcomes (mRS 0–2) were observed in approximately 92%. DSA, Digital subtraction angiography; mRS, Modified Rankin Scale.
Supplementary Table 1: The distribution of stent diameter and length specifications for Atlas and Leo Baby groups. A total of 51 Atlas stents and 53 Leo Baby stents were implanted. Due to five patients in the Atlas group and three patients in the Leo Baby group received two stents.Please click here to download this file.
Supplementary Table 2: Multivariable Firth penalized logistic regression for procedure-related complications and incomplete occlusion. After adjusting for stent type, drinking history, aneurysm neck width, and height, Atlas stent use was not independently associated with procedure‑related complications, immediate incomplete occlusion, or incomplete occlusion at 6‑month follow‑up.Please click here to download this file.