, Shaolong Zhou1, Yiran Tao1,2, Zimin Shi1,2, Xiang Li1,2, Xudong Fu1, Jian Ma1, Weihua Hu1, Wulong Liang1
, Xinjun Wang1,2,3,4,5
1Department of Neurosurgery, The Fifth Affiliated Hospital of Zhengzhou University, Zhengzhou, China
2Department of Neurosurgery, The Third Affiliated Hospital of Zhengzhou University, Zhengzhou, China
3Henan International Joint Laboratory of Glioma Metabolism and Microenvironment Research, Zhengzhou, China
4Maternal and Child Neurological Disorders International Joint Research Center, Zhengzhou, China
5Tianjian Laboratory of Advanced Biomedical Sciences, School of Life Sciences, Zhengzhou University, Zhengzhou, China
Copyright © 2026 by the Korean Cancer Association
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Ethical Statement
The study was conducted according to the guidelines of the Declaration of Helsinki, and approved by the Ethics Committee of the Fifth Affiliated Hospital of Zhengzhou University (KY2023038). All patients provided informed consent. All animal experiments were performed in accordance with the guidelines of the Ethics Committee of the Fifth Affiliated Hospital of Zhengzhou University (KY2023038).
Author Contributions
Conceived and designed the analysis: Liang W, Wang X.
Collected the data: Zheng Y, Tao Y, Shi Z.
Contributed data or analysis tools: Hu W, Liang W.
Performed the analysis: Zheng Y.
Wrote the paper: Zheng Y, Li X.
Funding acquisition: Zhou S, Fu X, Wang X.
Supervision: Zhou S, Fu X, Ma J.
Conflicts of Interest
Conflict of interest relevant to this article was not reported.
Funding
This research was sponsored by the National Natural Science Foundation of China (No. 81972361 & 82303029); Henan Province key research and development and promotion special (No. 222102310039); Henan Zhongyuan Talent Program (Talent Education Series); Science and technology of Henan Province (No. 231111521000; No. 232102311183; LHGJ20230390); Henan Provincial Health Commission (No. SBGJ202301008). Henan Provincial Department of Science and Technology (No. 232102311134), Health Commission of Henan Province (No. YXKC2022020). The Youth Cultivation Program of the Fifth Affiliated Hospital of Zhengzhou University (No. YQ2024020).
Values are presented as number (%). The dataset contains unaddressed missing values, resulting in discrepancies between the total counts of some clinical variables and the overall sample size. GBM, glioblastoma; IDH, isocitrate dehydrogenase; SLC3A2, solute carrier family 3 member 2; WHO, World Health Organization.
| Characteristic | Low expression of SLC3A2 (n=349) | High expression of SLC3A2 (n=350) | p-value |
|---|---|---|---|
| Sex | |||
| Female | 150 (21.5) | 148 (21.2) | 0.853 |
| Male | 199 (28.5) | 202 (28.9) | |
| Age (yr) | |||
| ≤ 60 | 289 (41.3) | 267 (38.2) | 0.033 |
| > 60 | 60 (8.6) | 83 (11.9) | |
| WHO grade | |||
| G2 | 133 (20.9) | 91 (14.3) | < 0.001 |
| G3 | 124 (19.5) | 121 (19) | |
| G4 | 59 (9.3) | 109 (17.1) | |
| IDH status | |||
| WT | 81 (11.8) | 165 (23.9) | < 0.001 |
| Mut | 261 (37.9) | 182 (26.4) | |
| 1p/19q co-deletion | |||
| Non-codel | 273 (39.5) | 247 (35.7) | 0.022 |
| Codel | 73 (10.5) | 99 (14.3) |
| Characteristic | Total | Univariate analysis |
Multivariate analysis |
||
|---|---|---|---|---|---|
| HR (95% CI) | p-value | HR (95% CI) | p-value | ||
| SLC3A2 | 698 | 1.846 (1.445-2.358) | < 0.001 | 1.533 (1.001-2.347) | 0.050 |
| WHO grade | 636 | ||||
| G2 | 223 | Reference | Reference | ||
| G3 | 245 | 2.967 (1.986-4.433) | < 0.001 | 1.950 (1.238-3.071) | 0.004 |
| G4 | 168 | 18.600 (12.448-27.794) | < 0.001 | 5.946 (1.897-18.641) | 0.002 |
| IDH status | 688 | ||||
| WT | 246 | Reference | Reference | ||
| Mut | 442 | 0.116 (0.089-0.151) | < 0.001 | 0.555 (0.327-0.941) | 0.029 |
| 1p/19q co-deletion | 691 | ||||
| Non-codel | 520 | Reference | Reference | ||
| Codel | 171 | 0.225 (0.147-0.346) | < 0.001 | 0.611 (0.353-1.056) | 0.078 |
| Age (yr) | 698 | ||||
| ≤ 60 | 555 | Reference | Reference | ||
| > 60 | 143 | 4.696 (3.620-6.093) | < 0.001 | 4.253 (2.582-7.003) | < 0.001 |
| Sex | 698 | ||||
| Female | 297 | Reference | Reference | ||
| Male | 401 | 1.250 (0.979-1.595) | 0.073 | 1.829 (1.163-2.878) | 0.009 |
| Primary therapy outcome | 464 | ||||
| PD | 112 | Reference | Reference | ||
| SD | 148 | 0.440 (0.294-0.658) | < 0.001 | 0.363 (0.217-0.607) | < 0.001 |
| PR | 65 | 0.167 (0.073-0.385) | < 0.001 | 0.186 (0.067-0.520) | 0.001 |
| CR | 139 | 0.131 (0.063-0.273) | < 0.001 | 0.175 (0.081-0.377) | < 0.001 |
Values are presented as number (%). The dataset contains unaddressed missing values, resulting in discrepancies between the total counts of some clinical variables and the overall sample size. GBM, glioblastoma; IDH, isocitrate dehydrogenase; SLC3A2, solute carrier family 3 member 2; WHO, World Health Organization.
CI, confidence interval; CR, complete response; HR, hazard ratio; IDH, isocitrate dehydrogenase; PD, progressive disease; PR, partial response; SD, stable disease; SLC3A2, solute carrier family 3 member 2; WHO, World Health Organization.
