1
|
Černý M, Sedlák V, Májovský M, Vacek P, Sajfrídová K, Patai KR, Mârza AŞ, Netuka D. Preoperative assessment of tumor consistency and gross total resection in pituitary adenoma: Radiomic analysis of T2-weighted MRI and interpretation of contributing radiomic features. BRAIN & SPINE 2025; 5:104237. [PMID: 40230387 PMCID: PMC11994910 DOI: 10.1016/j.bas.2025.104237] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 03/08/2025] [Accepted: 03/12/2025] [Indexed: 04/16/2025]
Abstract
Background Preoperative knowledge of tumor consistency and the likelihood of gross total resection (GTR) would greatly benefit planning of pituitary adenoma surgery, however, no reliable methods currently exist. Objectives To evaluate the utility of radiomic analysis of MRI for predicting tumor consistency and GTR. To explore the interpretability of contributing radiomic features. Methods Patients undergoing first endoscopic surgery for pituitary macroadenomas were included. Tumor consistency was assessed intraoperatively, GTR was assessed based on postoperative MRI. Radiomic features were extracted from axial T2-weighted MRI. Low-variability and highly intercorrelated features were removed. Random Forest Classifiers were optimized using 70 % of patient data and evaluated on the remaining 30 %. Relative feature importance was assessed using the Gini-Simpson index. Results 542 patients were included. GTR was achieved in 325 (60.0 %) cases, firm tumors were encountered in 122 (22.5 %) cases. There was a significant correlation between GTR and tumor consistency (67.1 % vs. 35.2 %, p < 0.001). 1688 radiomic variables were extracted, 442 were removed due to low variance and 699 due to high intercorrelation. The consistency prediction model achieved an accuracy of 81.6 % and utilized 32 features, GTR prediction model achieved 79.1 % accuracy using 73 features. Conclusions Radiomic analysis demonstrated significant potential for preoperative evaluation of pituitary adenomas. Texture and intensity-based features were the primary contributors to consistency prediction. However, the explanation of these features was insufficient. GTR prediction was predominantly driven by shape-related features. Our findings highlight the challenges of linking radiomic features to underlying tissue properties and emphasize the need for cautious interpretation.
Collapse
Affiliation(s)
- Martin Černý
- Department of Neurosurgery and Neurooncology, Military University Hospital Prague, Czech Republic
- Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Vojtěch Sedlák
- Department of Radiodiagnostics, Military University Hospital Prague, Czech Republic
| | - Martin Májovský
- Department of Neurosurgery and Neurooncology, Military University Hospital Prague, Czech Republic
| | - Petr Vacek
- Department of Neurosurgery and Neurooncology, Military University Hospital Prague, Czech Republic
| | | | | | | | - David Netuka
- Department of Neurosurgery and Neurooncology, Military University Hospital Prague, Czech Republic
| |
Collapse
|
2
|
Behzadi F, Woldt PL, Tsiang JT, Zsigray BM, Luy DD, Singh M, Larsen P, Germanwala AV. Evidence of Significant Intratumoral Transcriptomic Heterogeneity in Non-functioning Pituitary Adenomas Based on Location and Texture. Cureus 2024; 16:e75649. [PMID: 39803091 PMCID: PMC11725287 DOI: 10.7759/cureus.75649] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/13/2024] [Indexed: 01/16/2025] Open
Abstract
Introduction Surgical resection remains a standard treatment of non-functioning pituitary adenomas (NFPA). These tumors have significant intratumoral variability of growth rates and texture hardness. This preliminary study aims to identify variations in gene expression of different locations and textures within the same tumor to better explain tumor pathophysiology. Methods NFPA tissue samples were collected from four non-consecutive surgical adult patients undergoing endoscopic endonasal resection and were sent for next-generation transcriptomics. Significantly differentially expressed (SDE) genes were analyzed and categorized using ontology within different locations of the tumor, tumor hardness, and across patients. Results Around 164 SDE genes were identified: 264 across tumor hardness and 68 across location marginality (core vs. edge). A total of 132 gene ontology annotations were matched to all SDE genes. Most of these annotations involved a combination of cell metabolism, cell-cell interactions, and cell division. Conclusions There was significant evidence of variations and uniqueness in intratumor genetic heterogeneity within different locations, tumor textures, and across patients. The tumor edge expressed higher cell-cell interaction genes such as cadherin-binding proteins. Soft portions of the tumor experienced an upregulation of anaerobic metabolism and cell division genes. The uniqueness of gene expressions can be tested for biological function, prospectively, with the potential targets for gene therapy.
Collapse
Affiliation(s)
- Faraz Behzadi
- Neurological Surgery, Loyola University Medical Center, Maywood, USA
| | - Parker L Woldt
- Neurological Surgery, Loyola University Medical Center, Maywood, USA
| | - John T Tsiang
- Neurological Surgery, Loyola University Medical Center, Maywood, USA
| | - Brandon M Zsigray
- Neurological Surgery, Loyola University Medical Center, Maywood, USA
| | - Diego D Luy
- Neurological Surgery, Loyola University Medical Center, Maywood, USA
| | - Meharvan Singh
- Cellular and Molecular Physiology, Loyola University Medical Center, Maywood, USA
| | - Peter Larsen
- Genetics, Loyola University Medical Center, Maywood, USA
| | | |
Collapse
|
3
|
Behzadi F, Zywiciel JF, Pickles A, Javidialsaadi M, Anderson DE, Prabhu VC, Germanwala AV. Single Center Neurosurgical Outcomes and Trends in Endoscopic Endonasal Resection of 297 Sellar/Suprasellar Tumors Stratified by Duration of Neurosurgical Career. World Neurosurg 2024; 189:e763-e776. [PMID: 38971494 PMCID: PMC11956535 DOI: 10.1016/j.wneu.2024.06.162] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Accepted: 06/29/2024] [Indexed: 07/08/2024]
Abstract
BACKGROUND/OBJECTIVE Endoscopic endonasal transsphenoidal surgery (EETS) is a common treatment for sellar and suprasellar tumors. While endoscopic training has improved over the years and formal fellowship training is now broadly available, the operative nuances of EETS conjectures the existence a learning curve as a neurosurgeon matures with experience. We aim to evaluate operative outcomes of 3 different experience levels of neurosurgeons over time at a single institution. METHODS We reviewed all adult patients who underwent EETS at Loyola University Medical Center by 3 early career, 1 midcareer, and 2 late career neurosurgeons from 2007 to 2023. A comparative assessment of patient demographics, tumor features, and surgical outcomes was done using metrics such as length of surgery, rates of gross total resection (GTR) and symptomatic improvement, new postoperative steroid dependence, and development of diabetes insipidus (DI). T-tests and χ2 were used to statistically evaluate the study cohorts. RESULTS A total of 297 patients underwent EETS. One hundred three (35%) were operated on by an early career, 122 (41%) by a mid-career, and 72 (24%) by a late career neurosurgeon. Late-career surgeons had shorter operation times (144 vs. 180 minutes with early and mid-career, P = 0.029) and increased GTR rates (P = 0.008). There were no significant differences between the symptomatic improvement rates amongst various surgeon experience levels. Although not statistically significant, early-career neurosurgeons had lower rates of new postoperative steroid dependence. Patients of early career surgeons experienced significantly less DI (15% vs. 40%, P = 0.004). CONCLUSIONS Late-career neurosurgeons had shorter operation lengths, achieved higher rates of GTR, and their patients experienced significantly higher rates of DI. Overall outcomes remained stable throughout the course of 16 years between different surgeon experience levels.
Collapse
Affiliation(s)
- Faraz Behzadi
- Department of Neurological Surgery, Loyola University Medical Center, Maywood, Illinois, USA
| | - Joseph F Zywiciel
- Loyola University Chicago Stritch School of Medicine, Maywood, Illinois, USA
| | - Andrew Pickles
- Loyola University Chicago Stritch School of Medicine, Maywood, Illinois, USA
| | - Mousa Javidialsaadi
- Department of Neurological Surgery, Loyola University Medical Center, Maywood, Illinois, USA
| | - Douglas E Anderson
- Department of Neurological Surgery, Loyola University Medical Center, Maywood, Illinois, USA; Loyola University Chicago Stritch School of Medicine, Maywood, Illinois, USA
| | - Vikram C Prabhu
- Department of Neurological Surgery, Loyola University Medical Center, Maywood, Illinois, USA; Loyola University Chicago Stritch School of Medicine, Maywood, Illinois, USA
| | - Anand V Germanwala
- Department of Neurological Surgery, Loyola University Medical Center, Maywood, Illinois, USA; Loyola University Chicago Stritch School of Medicine, Maywood, Illinois, USA.
| |
Collapse
|
4
|
Baban MIA, Omer SN, AlZuhairy AKA, Mahmoud AA. The role of preoperative MRI in endoscopic transnasal transsphenoidal hypophysectomy of pituitary adenoma. Eur Arch Otorhinolaryngol 2024; 281:1961-1969. [PMID: 38319368 DOI: 10.1007/s00405-024-08472-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 01/09/2024] [Indexed: 02/07/2024]
Abstract
BACKGROUND The trans-sphenoidal approach, commonly used for removing pituitary adenomas, has become a widely accepted and successful method. In recent years, the endoscopic trans-sphenoidal technique has emerged as a minimally invasive surgical approach for pituitary adenoma removal. The majority of pituitary adenomas exhibit a soft consistency and can be successfully extracted with aspiration and curettage using the trans-sphenoidal approach. However, a subset of around 5-15% of these adenomas possess a solid and fibrous texture. The occurrence of firm and fibrous adenomas is relatively common; unfortunately, there are no reliable predictors to identify them preoperatively. OBJECTIVES The ability to forecast the reliability of magnetic resonance imaging (MRI) holds promise for improving prior preparation and impacts the extent of resection. DESIGN A cross-sectional analysis of the investigation of magnetic resonance imaging (MRI) in relation to cancer histology was performed on 68 patients who had endoscopic trans-nasal excision for nonfunctional adenomas. MATERIALS AND METHODS The determination of an intensity ratio was performed by employing quantitative estimates of MRI signal intensity obtained from both the adenoma and pons. During the surgical procedure, a series of sequential-graded procedures were used for the removal of tumours with varying consistencies. Softer tumours were addressed using the Suction technique (R1), while tumours of intermediate consistency were treated using curettes (R2). In order to evaluate the fibrotic content of firmer tumours, the utilization of Cavitron Ultrasound Surgical Aspirator (CUSA), and/or other micro-instruments (R3) was employed, with the histologic collagen fraction being quantified. In order to investigate and analyse the data, a statistical analysis was conducted. A predictive relationship between resection category and both intensity ratio, and collagen percentage was noted. The primary objective of this study was to determine the appropriate cutoff criteria for clinical utilization, as well as to investigate the association between intensity ratios and collagen percentage. RESULTS Tumors with ratios ≤ 1.6 on the T2-weighted image and collagen content > 5.3% required more meticulous and sharp dissection for resection. CONCLUSIONS The utilization of MRI analysis may offer some assistance, but not conclusive, in the prediction of tumour consistency.
Collapse
Affiliation(s)
- Muaid I Aziz Baban
- Unit of Otorhinolaryngology-Head and Neck Surgery, Department of Surgery, Branch of Clinical Sciences, College of Medicine, University of Sulaimani, Sulaymaniyah Teaching Hospital, Sulaymaniyah, 46001, Kurdistan Region, Iraq.
- Unit of Skull Base Surgery, Shar Teaching Hospital, Sulaymaniyah, 46001, Kurdistan Region, Iraq.
| | - Shkar N Omer
- Unit of Skull Base Surgery, Shar Teaching Hospital, Sulaymaniyah, 46001, Kurdistan Region, Iraq
| | - Abeer K Abbas AlZuhairy
- Unit of Radiology, Department of Surgery, Branch of Clinical Sciences, College of Medicine, University of Sulaimani, Sulaymaniyah Teaching Hospital, Sulaymaniyah, 46001, Kurdistan Region, Iraq
| | - Abbas A Mahmoud
- Unit of Skull Base Surgery, Shar Teaching Hospital, Sulaymaniyah, 46001, Kurdistan Region, Iraq
- Unit of Neurosurgery, Shar Teaching Hospital, Sulaymaniyah, 46001, Kurdistan Region, Iraq
| |
Collapse
|
5
|
Acitores Cancela A, Rodríguez Berrocal V, Pian Arias H, Díez Gómez JJ, Iglesias Lozano P. Development and validation of a prediction model for consistency of pituitary adenoma: the PiTCon score. Acta Neurochir (Wien) 2024; 166:84. [PMID: 38355813 DOI: 10.1007/s00701-024-05976-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2023] [Accepted: 01/11/2024] [Indexed: 02/16/2024]
Abstract
PURPOSE Pituitary adenomas (PAs) usually have a soft consistency, facilitating gross total resection. However, 5-13% of PAs with fibrous consistency are challenging to remove entirely and are accompanied by greater morbimortality. This study aims to identify the clinical and radiological characteristics that correlate with PA fibrous consistency preoperatively. A simple scoring system has been proposed to predict incidence of fibrous PAs. MATERIALS AND METHODS Consecutive interventions (226) were analyzed, all performed through an endoscopic endonasal transsphenoidal approach. Univariable and multivariable logistic regression analysis was performed. Hosmer-Lemeshow test and receiver operating characteristic (ROC) curves were assessed to evaluate the model. A point scoring system (PiTCon) was derived based on the multivariable regression model. Our study aimed to identify the clinical and radiological characteristics that correlate with fibrous tumor consistency preoperatively. RESULTS The best diagnostic accuracy for predicting PA consistency consisted of five predictive factors: age, compressive symptoms, panhypopituitarism, craniocaudal extension of the PA in mm, and prior surgery. The multivariable model achieved good discrimination with an area under the curve (AUC) of the ROC curve being 0.82 and the 95% CI 0.76 to 0.88. Internal validation yielded an optimism-adjusted C-statistic of 0.80 (95% CI 0.74 to 0.86). A point scoring system (PiTCon score) was designed using the best predictive model. CONCLUSIONS PA consistency can be estimated preoperatively regarding clinical and radiological characteristics. We propose a point-based scoring system (PiTCon score) that can better guide neurosurgeons in clinical decision-making and surgical risk assessment and help establish and describe patient prognosis.
Collapse
Affiliation(s)
- Alberto Acitores Cancela
- Department of Neurosurgery, Hospital Universitario Ramón y Cajal, Madrid, Spain.
- Department of Neurosurgery, Hospital Universitario Puerta del Sur, Madrid, Spain.
| | - Víctor Rodríguez Berrocal
- Department of Neurosurgery, Hospital Universitario Ramón y Cajal, Madrid, Spain
- Department of Neurosurgery, Hospital Universitario Puerta del Sur, Madrid, Spain
| | - Hector Pian Arias
- Department of Pathology, Hospital Universitario Ramón y Cajal, Madrid, Spain
| | - Juan José Díez Gómez
- Department of Endocrinology, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, Spain
| | - Pedro Iglesias Lozano
- Department of Endocrinology, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, Spain
| |
Collapse
|
6
|
Su CQ, Wang BB, Tang WT, Tao C, Zhao P, Pan MH, Hong XN, Hu WT, Dai YM, Shi HB, Lu SS. Diffusion-relaxation correlation spectrum imaging for predicting tumor consistency and gross total resection in patients with pituitary adenomas: a preliminary study. Eur Radiol 2023; 33:6993-7002. [PMID: 37148353 DOI: 10.1007/s00330-023-09694-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Revised: 02/17/2023] [Accepted: 03/09/2023] [Indexed: 05/08/2023]
Abstract
OBJECTIVE To evaluate the ability of diffusion-relaxation correlation spectrum imaging (DR-CSI) to predict the consistency and extent of resection (EOR) of pituitary adenomas (PAs). METHODS Forty-four patients with PAs were prospectively enrolled. Tumor consistency was evaluated at surgery as either soft or hard, followed by histological assessment. In vivo DR-CSI was performed and spectra were segmented following to a peak-based strategy into four compartments, designated A (low ADC), B (mediate ADC, short T2), C (mediate ADC, long T2), and D (high ADC). The corresponding volume fractions ([Formula: see text], [Formula: see text], [Formula: see text], [Formula: see text]) along with the ADC and T2 values were calculated and assessed using univariable analysis for discrimination between hard and soft PAs. Predictors of EOR > 95% were analyzed using logistic regression model and receiver-operating-characteristic analysis. RESULTS Tumor consistency was classified as soft (n = 28) or hard (n = 16). Hard PAs presented higher [Formula: see text] (p = 0.001) and lower [Formula: see text] (p = 0.013) than soft PAs, while no significant difference was found in other parameters. [Formula: see text] significantly correlated with the level of collagen content (r = 0.448, p = 0.002). Knosp grade (odds ratio [OR], 0.299; 95% confidence interval [CI], 0.124-0.716; p = 0.007) and [Formula: see text] (OR, 0.834, per 1% increase; 95% CI, 0.731-0.951; p = 0.007) were independently associated with EOR > 95%. A prediction model based on these variables yielded an AUC of 0.934 (sensitivity, 90.9%; specificity, 90.9%), outperforming the Knosp grade alone (AUC, 0.785; p < 0.05). CONCLUSION DR-CSI may serve as a promising tool to predict the consistency and EOR of PAs. CLINICAL RELEVANCE STATEMENT DR-CSI provides an imaging dimension for characterizing tissue microstructure of PAs and may serve as a promising tool to predict the tumor consistency and extent of resection in patients with PAs. KEY POINTS • DR-CSI provides an imaging dimension for characterizing tissue microstructure of PAs by visualizing the volume fraction and corresponding spatial distribution of four compartments ([Formula: see text], [Formula: see text], [Formula: see text], [Formula: see text]). • [Formula: see text] correlated with the level of collagen content and may be the best DR-CSI parameter for discrimination between hard and soft PAs. • The combination of Knosp grade and [Formula: see text] achieved an AUC of 0.934 for predicting the total or near-total resection, outperforming the Knosp grade alone (AUC, 0.785).
Collapse
Affiliation(s)
- Chun-Qiu Su
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guang Zhou Road, Gulou District, Nanjing, 210029, Jiangsu Province, China
| | - Bin-Bin Wang
- Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, Jiangsu Province, China
| | - Wen-Tian Tang
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guang Zhou Road, Gulou District, Nanjing, 210029, Jiangsu Province, China
| | - Chao Tao
- Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, Jiangsu Province, China
| | - Peng Zhao
- Department of Neurosurgery, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, Jiangsu Province, China
| | - Min-Hong Pan
- Department of Pathology, The First Affiliated Hospital of Nanjing Medical University, Nanjing, 210029, Jiangsu Province, China
| | - Xun-Ning Hong
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guang Zhou Road, Gulou District, Nanjing, 210029, Jiangsu Province, China
| | - Wen-Tao Hu
- Central Research Institute, MR Collaboration, United Imaging Healthcare, Shanghai, China
| | - Yong-Ming Dai
- Central Research Institute, MR Collaboration, United Imaging Healthcare, Shanghai, China
- School of Biomedical Engineering, Shanghai Tech University, Shanghai, China
| | - Hai-Bin Shi
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guang Zhou Road, Gulou District, Nanjing, 210029, Jiangsu Province, China.
| | - Shan-Shan Lu
- Department of Radiology, The First Affiliated Hospital of Nanjing Medical University, No. 300 Guang Zhou Road, Gulou District, Nanjing, 210029, Jiangsu Province, China.
| |
Collapse
|
7
|
De Alcubierre D, Puliani G, Cozzolino A, Hasenmajer V, Minnetti M, Sada V, Martines V, Zaccagnino A, Ruggeri AG, Pofi R, Sbardella E, Venneri MA. Pituitary adenoma consistency affects postoperative hormone function: a retrospective study. BMC Endocr Disord 2023; 23:92. [PMID: 37101307 PMCID: PMC10131333 DOI: 10.1186/s12902-023-01334-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Accepted: 04/05/2023] [Indexed: 04/28/2023] Open
Abstract
BACKGROUND Tumor consistency recently emerged as a key factor in surgical planning for pituitary adenomas, but its impact on postoperative endocrine function is still unclear. Our study aimed to evaluate the impact of tumor consistency on the development of postoperative pituitary deficiencies. METHODS Single-center, retrospective analysis of consecutive pituitary surgeries performed between January 2017 and January 2021 at Policlinico Umberto I in Rome. All patients underwent radiological and biochemical evaluations at baseline, and hormone assessments 3 and 6 months after pituitary surgery. Postoperative MRI studies were used to determine resection rates following surgery. Data on tumor consistency, macroscopic appearance, neurosurgical approach, and intraoperative complications were collected. RESULTS Fifty patients [24 women, mean age 57 ± 13 years, median tumor volume 4800 mm3 [95% CI 620-8828], were included. Greater tumor volume (χ2 = 14.621, p = 0.006) and male sex (χ2 = 12.178, p < 0.001) were associated with worse preoperative endocrine function. All patients underwent transsphenoidal adenomectomy. Fibrous consistency was observed in 10% of patients and was associated with a Ki-67 greater than 3% (χ2 = 8.154, p = 0.04), greater risk of developing postoperative hormone deficiencies (χ2 = 4.485, p = 0.05, OR = 8.571; 95% CI: 0.876-83.908), and lower resection rates (χ2 = 8.148, p = 0.004; OR 1.385, 95% CI; 1.040-1.844). Similarly, worse resection rates were observed in tumors with suprasellar extension (χ2 = 5.048, p = 0.02; OR = 6.000, 95% CI; 1.129-31.880) and CSI (χ2 = 4.000, p = 0.04; OR = 3.857, 95% CI; 0.997-14.916). CONCLUSIONS Tumor consistency might provide useful information about postoperative pituitary function, likely due to its impact on surgical procedures. Further prospective studies with larger cohorts are needed to confirm our preliminary findings.
Collapse
Affiliation(s)
- Dario De Alcubierre
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Giulia Puliani
- Oncological Endocrinology Unit, IRCCS Regina Elena National Cancer Institute, Rome, Italy
| | - Alessia Cozzolino
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Valeria Hasenmajer
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Marianna Minnetti
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | - Valentina Sada
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy
| | | | - Antonella Zaccagnino
- Department of Neurology and Psychiatry-Neurosurgery Unit, Sapienza University of Rome, Rome, Italy
| | - Andrea Gennaro Ruggeri
- Department of Neurology and Psychiatry-Neurosurgery Unit, Sapienza University of Rome, Rome, Italy
| | - Riccardo Pofi
- Oxford Centre for Diabetes, Endocrinology and Metabolism, NIHR Oxford Biomedical Research Centre, University of Oxford, Churchill Hospital, Oxford, UK
| | - Emilia Sbardella
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy.
| | - Mary Anna Venneri
- Department of Experimental Medicine, Sapienza University of Rome, Rome, Italy.
| |
Collapse
|
8
|
Černý M, Sedlák V, Lesáková V, Francůz P, Netuka D. Methods of preoperative prediction of pituitary adenoma consistency: a systematic review. Neurosurg Rev 2022; 46:11. [PMID: 36482215 DOI: 10.1007/s10143-022-01909-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
This study aims to review the current literature on methods of preoperative prediction of pituitary adenoma consistency. Pituitary adenoma consistency may be a limiting factor for successful surgical removal of tumors. Efforts have been made to investigate the possibility of an accurate assessment of the preoperative consistency to allow for safer and more effective surgery planning. We searched major scientific databases and systematically analyzed the results. A total of 54 relevant articles were identified and selected for inclusion. These studies evaluated methods based on either MRI intensity, enhancement, radiomics, MR elastometry, or CT evaluation. The results of these studies varied widely. Most studies used the average intensity of either T2WI or ADC maps. Firm tumors appeared hyperintense on T2WI, although only 55% of the studies reported statistically significant results. There are mixed reports on ADC values in firm tumors with findings of increased values (28%), decreased values (22%), or no correlation (50%). Multiple contrast enhancement-based methods showed good results in distinguishing between soft and firm tumors. There were mixed reports on the utility of MR elastography. Attempts to develop radiomics and machine learning-based models have achieved high accuracy and AUC values; however, they are prone to overfitting and need further validation. Multiple methods of preoperative consistency assessment have been studied. None demonstrated sufficient accuracy and reliability in clinical use. Further efforts are needed to enable reliable surgical planning.
Collapse
Affiliation(s)
- Martin Černý
- Department of Neurosurgery, Central Military Hospital Prague, Prague, Czech Republic.
- 1st Faculty of Medicine, Charles University Prague, Prague, Czech Republic.
| | - Vojtěch Sedlák
- Department of Radiodiagnostics, Central Military Hospital Prague, Prague, Czech Republic
| | - Veronika Lesáková
- Department of Chemical Engineering, University of Chemistry and Technology Prague, Prague, Czech Republic
| | - Peter Francůz
- 2nd Faculty of Medicine, Charles University Prague, Prague, Czech Republic
| | - David Netuka
- Department of Neurosurgery, Central Military Hospital Prague, Prague, Czech Republic
| |
Collapse
|
9
|
Cohen-Cohen S, Helal A, Yin Z, Ball MK, Ehman RL, Van Gompel JJ, Huston J. Predicting pituitary adenoma consistency with preoperative magnetic resonance elastography. J Neurosurg 2022; 136:1356-1363. [PMID: 34715659 PMCID: PMC9050965 DOI: 10.3171/2021.6.jns204425] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2020] [Accepted: 06/17/2021] [Indexed: 11/06/2022]
Abstract
OBJECTIVE Pituitary adenoma is one of the most common primary intracranial neoplasms. Most of these tumors are soft, but up to 17% may have a firmer consistency. Therefore, knowing the tumor consistency in the preoperative setting could be helpful. Multiple imaging methods have been proposed to predict tumor consistency, but the results are controversial. This study aimed to evaluate the efficacy of MR elastography (MRE) in predicting tumor consistency and its potential use in a series of patients with pituitary adenomas. METHODS Thirty-eight patients with pituitary adenomas (≥ 2.5 cm) were prospectively evaluated with MRI and MRE before surgery. Absolute MRE stiffness values and relative MRE stiffness ratios, as well as the relative ratio of T1 signal, T2 signal, and diffusion-weighted imaging apparent diffusion coefficient (ADC) values were determined prospectively by calculating the ratio of those values in the tumor to adjacent left temporal white matter. Tumors were classified into three groups according to surgical consistency (soft, intermediate, and firm). Statistical analysis was used to identify the predictive value of the different radiological parameters in determining pituitary adenoma consistency. RESULTS The authors included 32 (84.21%) nonfunctional and 6 (15.79%) functional adenomas. The mean maximum tumor diameter was 3.7 cm, and the mean preoperative tumor volume was 16.4 cm3. Cavernous sinus invasion was present in 20 patients (52.63%). A gross-total resection was possible in 9 (23.68%) patients. The entire cohort's mean absolute tumor stiffness value was 1.8 kPa (range 1.1-3.7 kPa), whereas the mean tumor stiffness ratio was 0.66 (range 0.37-1.6). Intraoperative tumor consistency was significantly correlated with absolute and relative tumor stiffness (p = 0.0087 and 0.007, respectively). Tumor consistency alone was not a significant factor for predicting gross-total resection. Patients with intermediate and firm tumors had more complications compared to patients with soft tumors (50.00% vs 12.50%, p = 0.02) and also had longer operative times (p = 0.0002). CONCLUSIONS Whereas other MRI sequences have proven to be unreliable in determining tumor consistency, MRE has been shown to be a reliable tool for predicting adenoma consistency. Preoperative knowledge of tumor consistency could be potentially useful for surgical planning, counseling about potential surgical risks, and estimating the length of operative time.
Collapse
Affiliation(s)
| | - Ahmed Helal
- Department of Neurosurgery, Mayo Clinic, Rochester, Minnesota
| | - Ziying Yin
- Department of Radiology, Mayo Clinic, Rochester, Minnesota
| | | | | | - Jamie J. Van Gompel
- Department of Neurosurgery, Mayo Clinic, Rochester, Minnesota
- Department of Otorhinolaryngology, Mayo Clinic, Rochester, Minnesota
| | - John Huston
- Department of Radiology, Mayo Clinic, Rochester, Minnesota
| |
Collapse
|
10
|
Acitores Cancela A, Rodríguez Berrocal V, Pian H, Martínez San Millán JS, Díez JJ, Iglesias P. Clinical relevance of tumor consistency in pituitary adenoma. Hormones (Athens) 2021; 20:463-473. [PMID: 34148222 DOI: 10.1007/s42000-021-00302-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 05/13/2021] [Indexed: 12/30/2022]
Abstract
PURPOSE To review the clinical relevance of pituitary adenoma (PA) consistency and its relationship to clinical presentation, radiologic and histopathological characteristics, and surgical outcomes. BACKGROUND PA consistency is a critical factor influencing operative planning, surgical outcomes, and patient counseling. There is no validated classification of PA consistency in the literature, and there are no current preoperative variables capable of predicting it. REVIEW We conducted a thorough literature review of the Medline, Embase, Web of Science, and Cochrane Library databases. The inclusion criteria were all articles that described PA consistency and correlated it with preoperative aspects, radiological, pathological, and operative findings, or clinical outcomes. DISCUSSION Although most authors differentiate easily aspirated (soft) tumors from those that are not (fibrous, might require prior fragmentation), there is no universally accepted PA consistency classification. Fibrous PA tends to be hypointense on T2WI and has lower apparent diffusion coefficient (ADC) values. Fibrous tumors seemed to present higher invasion into neighboring structures, including the cavernous sinus. Several articles suggest that dopamine agonists could increase PA consistency and that prior surgery and radiotherapy also make PA more fibrous. The anatomopathological studies identify collagen as being mainly responsible for fibrous consistency of adenomas. CONCLUSIONS Preoperative knowledge of PA consistency affords the neurosurgeon substantial benefit, which clearly appears to be relevant to surgical planning, risks, and surgery outcomes. It could also encourage the centralization of these high complexity tumors in reference centers. Further studies may be enhanced by applying standard consistency classification of the PA and analyzing a more extensive and prospective series of fibrous PA.
Collapse
Affiliation(s)
- Alberto Acitores Cancela
- Department of Neurosurgery, Hospital Universitario Ramón Y Cajal, Ctra. de Colmenar Viejo km. 9, 100, 28034, Madrid, Spain.
| | - Víctor Rodríguez Berrocal
- Department of Neurosurgery, Hospital Universitario Ramón Y Cajal, Ctra. de Colmenar Viejo km. 9, 100, 28034, Madrid, Spain
| | - Héctor Pian
- Departments of Neurosurgery and Pathology, Hospital Universitario Ramón Y Cajal, Madrid, Spain
| | | | - Juan José Díez
- Department of Endocrinology, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, Spain
| | - Pedro Iglesias
- Department of Endocrinology, Hospital Universitario Puerta de Hierro Majadahonda, Madrid, Spain
| |
Collapse
|