Bohara M, Nakajo M, Kamimura K, Yoneyama T, Fukukura Y, Kiyao Y et al (2020) Histological grade of meningioma: prediction by intravoxel incoherent motion histogram parameters. Acad Radiol 27(3):342–353. https://doi.org/10.1016/j.acra.2019.04.012

Article  PubMed  Google Scholar 

Cao X, Hao S, Wu Z, Wang L, Jia G, Zhang L, Zhang J (2015) Treatment response and prognosis after recurrence of atypical meningiomas. World Neurosurg 84(4):1014–1019. https://doi.org/10.1016/j.wneu.2015.05.032

Article  PubMed  Google Scholar 

Chen XY, Chen JY, Huang YX, Xu JH, Sun WW, Chen Y et al (2021) Establishment and validation of an integrated model to predict postoperative recurrence in patients with atypical meningioma. Front Oncol 11:754937. https://doi.org/10.3389/fonc.2021.754937

Article  PubMed  PubMed Central  Google Scholar 

Chen C, Ren CP, Zhao RC, Ding JW, Cheng JL (2019) Histogram analysis parameters ADC for distinguishing ventricular neoplasms of ependymoma, choroid plexus papilloma, and central neurocytoma. Med Sci Monit 25:5886–5891. https://doi.org/10.12659/msm.915398

Corniola MV, Lemée JM, Da Broi M, Joswig H, Schaller K, Helseth E, Meling TR (2019) Posterior fossa meningiomas: perioperative predictors of extent of resection, overall survival and progression-free survival. Acta Neurochir (Wien) 161(5):1003–1011. https://doi.org/10.1007/s00701-019-03862-z

Article  PubMed  Google Scholar 

Duan C, Zhou X, Wang J, Li N, Liu F, Gao S et al (2022) A radiomics nomogram for predicting the meningioma grade based on enhanced T1WI images. Br J Radiol. https://doi.org/10.1259/bjr.20220141

Article  PubMed  PubMed Central  Google Scholar 

Gallagher MJ, Jenkinson MD, Brodbelt AR, Mills SJ, Chavredakis E (2016) WHO grade 1 meningioma recurrence: are location and simpson grade still relevant? Clin Neurol Neurosurg 141:117–121. https://doi.org/10.1016/j.clineuro.2016.01.006

Article  PubMed  Google Scholar 

Garzon-Muvdi T, Maxwell R, Luksik A, Kessler R, Weingart J, Olivi A et al (2020) Scalp invasion by atypical or anaplastic meningioma is a risk factor for development of systemic metastasis. World Neurosurg 142:e133–e139. https://doi.org/10.1016/j.wneu.2020.06.148

Article  PubMed  Google Scholar 

Gousias K, Schramm J, Simon M (2016) The Simpson grading revisited: aggressive surgery and its place in modern meningioma management. J Neurosurg 125(3):551–560. https://doi.org/10.3171/2015.9.Jns15754

Article  PubMed  Google Scholar 

Haddad AF, Young JS, Kanungo I, Sudhir S, Chen JS, Raleigh DR et al (2020) WHO Grade I meningioma recurrence: identifying high risk patients using histopathological features and the MIB-1 index. Front Oncol 10:1522. https://doi.org/10.3389/fonc.2020.01522

Article  PubMed  PubMed Central  Google Scholar 

Hortobágyi T, Bencze J, Varkoly G, Kouhsari MC, Klekner Á (2016) Meningioma recurrence. Open Med (Wars) 11(1):168–173. https://doi.org/10.1515/med-2016-0032

Article  PubMed  Google Scholar 

Ko CC, Zhang Y, Chen JH, Chang KT, Chen TY, Lim SW et al (2021) Pre-operative MRI radiomics for the prediction of progression and recurrence in meningiomas. Front Neurol 12:636235. https://doi.org/10.3389/fneur.2021.636235

Article  PubMed  PubMed Central  Google Scholar 

Kondo M, Uchiyama Y (2018) Apparent diffusion coefficient histogram analysis for prediction of prognosis in glioblastoma. J Neuroradiol 45(4):236–241. https://doi.org/10.1016/j.neurad.2017.11

Article  PubMed  Google Scholar 

Kurokawa R, Baba A, Kurokawa M, Capizzano A, Hassan O, Johnson T et al (2022) Pretreatment ADC histogram analysis as a prognostic imaging biomarker for patients with recurrent glioblastoma treated with bevacizumab: a systematic review and meta-analysis. AJNR Am J Neuroradiol 43(2):202–206. https://doi.org/10.3174/ajnr.A7406

Article  PubMed  PubMed Central  CAS  Google Scholar 

Liu X, Huang X, Han T, Li S, Xue C, Deng J et al (2022) Discrimination between microcystic meningioma and atypical meningioma using whole-lesion apparent diffusion coefficient histogram analysis. Clin Radiol 77(11):864–869. https://doi.org/10.1016/j.crad.2022.07.004

Article  PubMed  CAS  Google Scholar 

Louis DN, Ohgaki H, Wiestler OD et al (2016) WHO classifification of tumours of the central nervous system. 4th ed. Lyon, France: International Agency for Research on Cancer

Mo G, Jiang Q, Bao Y, Deng T, Mo L, Huang Q (2023) A nomogram model for stratifying the risk of recurrence in patients with meningioma after surgery. World Neurosurg. 176:e644–e650. https://doi.org/10.1016/j.wneu.2023.05.113

Article  PubMed  Google Scholar 

Ogasawara C, Philbrick BD, Adamson DC (2021) Meningioma: a review of epidemiology, pathology, diagnosis, treatment, and future directions. Biomedicines. https://doi.org/10.3390/biomedicines9030319

Article  PubMed  PubMed Central  Google Scholar 

Ostrom QT, Cioffi G, Waite K, Kruchko C, Barnholtz-Sloan JS (2021) CBTRUS statistical report: primary brain and other central nervous system tumors diagnosed in the United States in 2014–2018. Neuro Oncol 23(12 Suppl 2):iii1–iii105. https://doi.org/10.1093/neuonc/noab200

Article  PubMed  PubMed Central  Google Scholar 

Ozturk M, Polat AV, Selcuk MB (2021) Whole-lesion ADC histogram analysis versus single-slice ADC measurement for the differentiation of benign and malignant soft tissue tumors. Eur J Radiol 143:109934. https://doi.org/10.1016/j.ejrad.2021.109934

Article  PubMed  Google Scholar 

Payabvash S, Tihan T, Cha S (2018) Volumetric voxelwise apparent diffusion coefficient histogram analysis for differentiation of the fourth ventricular tumors. Neuroradiol J 31(6):554–564. https://doi.org/10.1177/1971400918800803

Article  PubMed  PubMed Central  Google Scholar 

Raman SG, Prakash P, Sumit J, Bikram SD, Prasanna K (2021) Clinical outcome and recurrence after meningioma surgery: an experience from a developing country, Nepal. World Neurosurg 148:e138–e144. https://doi.org/10.1016/j.wneu.2020.12.079

Article  PubMed  Google Scholar 

Ren J, Yuan Y, Wu Y, Tao X (2018) Differentiation of orbital lymphoma and idiopathic orbital inflammatory pseudotumor: combined diagnostic value of conventional MRI and histogram analysis of ADC maps. BMC Med Imag 18(1):6. https://doi.org/10.1186/s12880-018-0246-8

Article  Google Scholar 

Umanodan T, Fukukura Y, Kumagae Y, Shindo T, Nakajo M, Takumi K et al (2017) ADC histogram analysis for adrenal tumor histogram analysis of apparent diffusion coefficient in differentiating adrenal adenoma from pheochromocytoma. J Magn Reson Imag 45(4):1195–1203. https://doi.org/10.1002/jmri.25452

Article  Google Scholar 

Xu XQ, Li Y, Hong XN, Wu FY, Shi HB (2017) Radiological indeterminate vestibular schwannoma and meningioma in cerebellopontine angle area: differentiating using whole-tumor histogram analysis of apparent diffusion coefficient. Int J Neurosci 127(2):183–190. https://doi.org/10.3109/00207454.2016.1164157

Article  PubMed  Google Scholar 

Xue C, Liu S, Deng J, Liu X, Li S, Zhang P, Zhou J (2022) Apparent diffusion coefficient histogram analysis for the preoperative evaluation of Ki-67 expression in pituitary macroadenoma. Clin Neuroradiol 32(1):269–276. https://doi.org/10.1007/s00062-021-01134-x

Article  PubMed  Google Scholar 

Youngblood MW, Miyagishima DF, Jin L, Gupte T, Li C, Duran D et al (2021) Associations of meningioma molecular subgroup and tumor recurrence. Neuro Oncol 23(5):783–794. https://doi.org/10.1093/neuonc/noaa226

Article  PubMed  CAS  Google Scholar 

Zhang J, Yao K, Liu P, Liu Z, Han T, Zhao Z et al (2020) A radiomics model for preoperative prediction of brain invasion in meningioma non-invasively based on MRI: a multicentre study. EBioMedicine 58:102933. https://doi.org/10.1016/j.ebiom.2020.102933

Article  PubMed  PubMed Central  Google Scholar 

Zhang GS, Zhang YY, He F, Ou ML, Wang LK, Liao L et al (2021) Primary intracranial papillary meningioma: analysis of factors of prognosis and systematic review. J Clin Neurosci 91:118–124. https://doi.org/10.1016/j.jocn.2021.06.025

Article  PubMed  Google Scholar 

Zhang J, Zhang G, Cao Y, Ren J, Zhao Z, Han T et al (2022) A magnetic resonance imaging-based radiomic model for the noninvasive preoperative differentiation between transitional and atypical meningiomas. Front Oncol 21(12):811767. https://doi.org/10.3389/fonc.2022.811767

Article  Google Scholar