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1.
J Clin Monit Comput ; 36(4): 1227-1232, 2022 08.
Article in English | MEDLINE | ID: mdl-35113286

ABSTRACT

Controversy surrounds regional cerebral oximetry (rSO2) because extracranial contamination and unmeasured changes in cerebral arterial:venous ratio confound readings. Correlation of rSO2 with brain tissue oxygen (PbrO2), a "gold standard" for cerebral oxygenation, could help resolve this controversy but PbrO2 measurement is highly invasive. This was a prospective cohort study. The primary aim was to evaluate correlation between PbrO2 and rSO2 and the secondary aim was to investigate the relationship between changing ventilation regimens and measurement of PbrO2 and rSO2. Patients scheduled for elective removal of cerebral metastases were anesthetized with propofol and remifentanil, targeted to a BIS range 40-60. rSO2 was measured using the INVOS 5100B monitor and PbrO2 using the Licox brain monitoring system. The Licox probe was placed into an area of normal brain within the tumor excision corridor. FiO2 and minute ventilation were sequentially adjusted to achieve two set points: (1) FiO2 0.3 and paCO2 30 mmHg, (2) FiO2 1.0 and paCO2 40 mmHg. PbrO2 and rSO2 were recorded at each. Nine participants were included in the final analysis, which showed a positive Spearman's correlation (r = 0.50, p = 0.036) between PbrO2 and rSO2. From set point 1 to set point 2, PbrO2 increased from median 6.0, IQR 4.0-11.3 to median 22.5, IQR 9.8-43.6, p = 0.015; rSO2 increased from median 68.0, IQR 62.5-80.5 to median 83.0, IQR 74.0-90.0, p = 0.047. Correlation between PbrO2 and rSO2 is evident. Increasing FiO2 and PaCO2 results in significant increases in cerebral oxygenation measured by both monitors.


Subject(s)
Cerebrovascular Circulation , Oximetry , Brain , Humans , Oximetry/methods , Oxygen , Prospective Studies , Respiration
2.
J Transl Med ; 16(1): 142, 2018 05 29.
Article in English | MEDLINE | ID: mdl-29843811

ABSTRACT

BACKGROUND: Standard therapy for glioblastoma includes surgery, radiotherapy, and temozolomide. This Phase 3 trial evaluates the addition of an autologous tumor lysate-pulsed dendritic cell vaccine (DCVax®-L) to standard therapy for newly diagnosed glioblastoma. METHODS: After surgery and chemoradiotherapy, patients were randomized (2:1) to receive temozolomide plus DCVax-L (n = 232) or temozolomide and placebo (n = 99). Following recurrence, all patients were allowed to receive DCVax-L, without unblinding. The primary endpoint was progression free survival (PFS); the secondary endpoint was overall survival (OS). RESULTS: For the intent-to-treat (ITT) population (n = 331), median OS (mOS) was 23.1 months from surgery. Because of the cross-over trial design, nearly 90% of the ITT population received DCVax-L. For patients with methylated MGMT (n = 131), mOS was 34.7 months from surgery, with a 3-year survival of 46.4%. As of this analysis, 223 patients are ≥ 30 months past their surgery date; 67 of these (30.0%) have lived ≥ 30 months and have a Kaplan-Meier (KM)-derived mOS of 46.5 months. 182 patients are ≥ 36 months past surgery; 44 of these (24.2%) have lived ≥ 36 months and have a KM-derived mOS of 88.2 months. A population of extended survivors (n = 100) with mOS of 40.5 months, not explained by known prognostic factors, will be analyzed further. Only 2.1% of ITT patients (n = 7) had a grade 3 or 4 adverse event that was deemed at least possibly related to the vaccine. Overall adverse events with DCVax were comparable to standard therapy alone. CONCLUSIONS: Addition of DCVax-L to standard therapy is feasible and safe in glioblastoma patients, and may extend survival. Trial registration Funded by Northwest Biotherapeutics; Clinicaltrials.gov number: NCT00045968; https://clinicaltrials.gov/ct2/show/NCT00045968?term=NCT00045968&rank=1 ; initially registered 19 September 2002.


Subject(s)
Brain Neoplasms/immunology , Brain Neoplasms/therapy , Cancer Vaccines/immunology , Dendritic Cells/immunology , Glioblastoma/immunology , Glioblastoma/therapy , Adult , Aged , Brain Neoplasms/diagnosis , Cancer Vaccines/adverse effects , Endpoint Determination , Female , Glioblastoma/diagnosis , Humans , Male , Middle Aged , Prognosis , Survival Analysis , Treatment Outcome , Young Adult
3.
J Transl Med ; 16(1): 179, 2018 06 29.
Article in English | MEDLINE | ID: mdl-29958537

ABSTRACT

Following publication of the original article [1], the authors reported an error in the spelling of one of the author names. In this Correction the incorrect and correct author names are indicated and the author name has been updated in the original publication. The authors also reported an error in the Methods section of the original article. In this Correction the incorrect and correct versions of the affected sentence are indicated. The original article has not been updated with regards to the error in the Methods section.

4.
J Proteome Res ; 14(2): 814-22, 2015 Feb 06.
Article in English | MEDLINE | ID: mdl-25469866

ABSTRACT

Glioblastoma multiforme (GBM) is a highly aggressive brain tumor, with dismal survival outcomes. Recently, cancer stem cells (CSCs) have been demonstrated to play a role in therapeutic resistance and are considered to be the most likely cause of cancer relapse. The identification of CSCs is an important step toward finding new and effective ways to treat GBM. Tenascin-C (TNC) protein has been identified as a potential marker for CSCs in gliomas based on previous work. Here, we have investigated the expression of TNC in tissue microarrays including 17 GBMs, 18 WHO grade III astrocytomas, 15 WHO grade II astrocytomas, 4 WHO grade I astrocytomas, and 7 normal brain tissue samples by immunohistochemical staining. TNC expression was found to be highly associated with the grade of astrocytoma. It has a high expression level in most of the grade III astrocytomas and GBMs analyzed and a very low expression in most grade II astrocytomas, whereas it is undetectable in grade I astrocytomas and normal brain tissues. Double-immunofluorescence staining for TNC and CD133 in GBM tissues revealed that there was a high overlap between theses two positive populations. The results were further confirmed by flow cytometry analysis of TNC and CD133 in GBM-derived stem-like neurospheres in vitro. A limiting dilution assay demonstrated that the sphere formation ability of CD133(+)/TNC(+) and CD133(-)/TNC(+) cell populations is much higher than that of the CD133(+)/TNC(-) and CD133(-)/TNC(-) populations. These results suggest that TNC is not only a potential prognostic marker for GBM but also a potential marker for glioma CSCs, where the TNC(+) population is identified as a CSC population overlapping with part of the CD133(-) cell population.


Subject(s)
Biomarkers, Tumor/analysis , Brain Neoplasms/metabolism , Glioblastoma/metabolism , Tenascin/analysis , Tissue Array Analysis/methods , Adolescent , Adult , Biomarkers, Tumor/metabolism , Brain Neoplasms/chemistry , Female , Glioblastoma/chemistry , Humans , Immunohistochemistry , Male , Middle Aged , Neoplastic Stem Cells , Tenascin/metabolism , Tumor Cells, Cultured , Young Adult
5.
Mol Cell Proteomics ; 11(6): M111.010744, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22203689

ABSTRACT

Although CD90 has been identified as a marker for various kinds of stem cells including liver cancer stem cells (CSCs) that are responsible for tumorigenesis, the potential role of CD90 as a marker for CSCs in gliomas has not been characterized. To address the issue, we investigated the expression of CD90 in tissue microarrays containing 15 glioblastoma multiformes (GBMs), 19 WHO grade III astrocytomas, 13 WHO grade II astrocytomas, 3 WHO grade I astrocytomas and 8 normal brain tissues. Immunohistochemical analysis showed that CD90 was expressed at a medium to high level in all tested high-grade gliomas (grade III and GBM) whereas it was barely detectable in low-grade gliomas (grade I and grade II) and normal brains. Double immunofluorescence staining for CD90 and CD133 in GBM tissues revealed that CD133(+) CSCs are a subpopulation of CD90(+) cells in GBMs in vivo. Flow cytometry analysis of the expression of CD90 and CD133 in GBM-derived stem-like neurospheres further confirmed the conclusion in vitro. The expression levels of both CD90 and CD133 were reduced along with the loss of stem cells after differentiation. Furthermore, the limiting dilution assay demonstrated that the sphere formation ability was comparable between the CD90(+)/CD133(+) and the CD90(+)/CD133(-) populations of GBM neurospheres, which is much higher than that of the CD90(-)/CD133(-) population. We also performed double staining for CD90 and a vascular endothelial cell marker CD31 in tissue microarrays which revealed that the CD90(+) cells were clustered around the tumor vasculatures in high-grade glioma tissues. These findings suggest that CD90 is not only a potential prognostic marker for high-grade gliomas but also a marker for CSCs within gliomas, and it resides within endothelial niche and may also play a critical role in the generation of tumor vasculatures via differentiation into endothelial cells.


Subject(s)
Astrocytoma/metabolism , Biomarkers, Tumor/metabolism , Brain Neoplasms/metabolism , Neoplastic Stem Cells/metabolism , Thy-1 Antigens/metabolism , AC133 Antigen , Adult , Antigens, CD/metabolism , Astrocytoma/blood supply , Astrocytoma/pathology , Brain Neoplasms/blood supply , Brain Neoplasms/pathology , Case-Control Studies , Female , Glycoproteins/metabolism , Humans , Male , Middle Aged , Peptides/metabolism , Platelet Endothelial Cell Adhesion Molecule-1/metabolism , Spheroids, Cellular/metabolism , Tissue Array Analysis , Young Adult
6.
NPJ Breast Cancer ; 10(1): 43, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38858374

ABSTRACT

Fatty acid synthesis (FAS) has been shown to play a key role in the survival of brain-metastatic (BM) breast cancer. We demonstrate that the fatty acid synthase inhibitor TVB-2640 synergizes with the topoisomerase inhibitor SN-38 in triple-negative breast cancer (TNBC) BM cell lines, upregulates FAS and downregulates cell cycle progression gene expression, and slows the motility of TNBC BM cell lines. The combination of SN-38 and TVB-2640 warrants further consideration as a potential therapeutic option in TNBC BMs.

7.
Electrophoresis ; 34(11): 1627-36, 2013 Jun.
Article in English | MEDLINE | ID: mdl-23436586

ABSTRACT

An important problem involves isolating subpopulations of cells defined by protein markers in clinical tissue samples for proteomic studies. We describe a method termed Immunohistochemical staining, laser capture microdissection (LCM) and filter-aided sample preparation (FASP)-Assisted Proteomic analysis of Target cell populations within tissue samples (ILFAPT). The principle of ILFAPT is that a target cell population expressing a protein of interest can be lit up by immunohistochemical staining and isolated from tissue sections using LCM for FASP and proteomic analysis. Using this method, we isolated a small population of CD90(+) stem-like cells from glioblastoma multiforme tissue sections and identified 674 high-confidence (false discovery rate < 0.01) proteins from 32 nL of CD90(+) cells by LC-MS/MS using an Orbitrap Elite mass spectrometer. We further quantified the relative abundance of proteins identified from equal volumes of LCM-captured CD90(+) and CD90(-) cells, where 109 differentially expressed proteins were identified. The major group of these differentially expressed proteins was relevant to cell adhesion and cellular movement. This ILFAPT method has demonstrated the ability to provide in-depth proteome analysis of a very small specific cell population within tissues. It can be broadly applied to the study of target cell populations within clinical specimens.


Subject(s)
Brain Neoplasms/pathology , Brain/pathology , Glioblastoma/pathology , Laser Capture Microdissection/methods , Proteome/analysis , Proteomics/methods , Brain/metabolism , Brain Neoplasms/metabolism , Fibronectins/analysis , Fibronectins/metabolism , Glioblastoma/metabolism , Humans , Immunohistochemistry/methods , Protein Interaction Maps , Proteome/metabolism , Staining and Labeling/methods , Thy-1 Antigens/analysis , Thy-1 Antigens/metabolism
8.
Neoplasia ; 36: 100872, 2023 Feb.
Article in English | MEDLINE | ID: mdl-36621024

ABSTRACT

PURPOSE: Glioblastoma(GBM) is a lethal disease characterized by inevitable recurrence. Here we investigate the molecular pathways mediating resistance, with the goal of identifying novel therapeutic opportunities. EXPERIMENTAL DESIGN: We developed a longitudinal in vivo recurrence model utilizing patient-derived explants to produce paired specimens(pre- and post-recurrence) following temozolomide(TMZ) and radiation(IR). These specimens were evaluated for treatment response and to identify gene expression pathways driving treatment resistance. Findings were clinically validated using spatial transcriptomics of human GBMs. RESULTS: These studies reveal in replicate cohorts, a gene expression profile characterized by upregulation of mesenchymal and stem-like genes at recurrence. Analyses of clinical databases revealed significant association of this transcriptional profile with worse overall survival and upregulation at recurrence. Notably, gene expression analyses identified upregulation of TGFß signaling, and more than one-hundred-fold increase in THY1 levels at recurrence. Furthermore, THY1-positive cells represented <10% of cells in treatment-naïve tumors, compared to 75-96% in recurrent tumors. We then isolated THY1-positive cells from treatment-naïve patient samples and determined that they were inherently resistant to chemoradiation in orthotopic models. Additionally, using image-guided biopsies from treatment-naïve human GBM, we conducted spatial transcriptomic analyses. This revealed rare THY1+ regions characterized by mesenchymal/stem-like gene expression, analogous to our recurrent mouse model, which co-localized with macrophages within the perivascular niche. We then inhibited TGFBRI activity in vivo which decreased mesenchymal/stem-like protein levels, including THY1, and restored sensitivity to TMZ/IR in recurrent tumors. CONCLUSIONS: These findings reveal that GBM recurrence may result from tumor repopulation by pre-existing, therapy-resistant, THY1-positive, mesenchymal cells within the perivascular niche.


Subject(s)
Brain Neoplasms , Glioblastoma , Animals , Mice , Humans , Glioblastoma/metabolism , Cell Line, Tumor , Brain Neoplasms/pathology , Neoplasm Recurrence, Local/genetics , Neoplasm Recurrence, Local/drug therapy , Temozolomide/pharmacology , Drug Resistance, Neoplasm/genetics , Antineoplastic Agents, Alkylating/pharmacology
9.
JAMA Oncol ; 9(1): 112-121, 2023 01 01.
Article in English | MEDLINE | ID: mdl-36394838

ABSTRACT

Importance: Glioblastoma is the most lethal primary brain cancer. Clinical outcomes for glioblastoma remain poor, and new treatments are needed. Objective: To investigate whether adding autologous tumor lysate-loaded dendritic cell vaccine (DCVax-L) to standard of care (SOC) extends survival among patients with glioblastoma. Design, Setting, and Participants: This phase 3, prospective, externally controlled nonrandomized trial compared overall survival (OS) in patients with newly diagnosed glioblastoma (nGBM) and recurrent glioblastoma (rGBM) treated with DCVax-L plus SOC vs contemporaneous matched external control patients treated with SOC. This international, multicenter trial was conducted at 94 sites in 4 countries from August 2007 to November 2015. Data analysis was conducted from October 2020 to September 2021. Interventions: The active treatment was DCVax-L plus SOC temozolomide. The nGBM external control patients received SOC temozolomide and placebo; the rGBM external controls received approved rGBM therapies. Main Outcomes and Measures: The primary and secondary end points compared overall survival (OS) in nGBM and rGBM, respectively, with contemporaneous matched external control populations from the control groups of other formal randomized clinical trials. Results: A total of 331 patients were enrolled in the trial, with 232 randomized to the DCVax-L group and 99 to the placebo group. Median OS (mOS) for the 232 patients with nGBM receiving DCVax-L was 19.3 (95% CI, 17.5-21.3) months from randomization (22.4 months from surgery) vs 16.5 (95% CI, 16.0-17.5) months from randomization in control patients (HR = 0.80; 98% CI, 0.00-0.94; P = .002). Survival at 48 months from randomization was 15.7% vs 9.9%, and at 60 months, it was 13.0% vs 5.7%. For 64 patients with rGBM receiving DCVax-L, mOS was 13.2 (95% CI, 9.7-16.8) months from relapse vs 7.8 (95% CI, 7.2-8.2) months among control patients (HR, 0.58; 98% CI, 0.00-0.76; P < .001). Survival at 24 and 30 months after recurrence was 20.7% vs 9.6% and 11.1% vs 5.1%, respectively. Survival was improved in patients with nGBM with methylated MGMT receiving DCVax-L compared with external control patients (HR, 0.74; 98% CI, 0.55-1.00; P = .03). Conclusions and Relevance: In this study, adding DCVax-L to SOC resulted in clinically meaningful and statistically significant extension of survival for patients with both nGBM and rGBM compared with contemporaneous, matched external controls who received SOC alone. Trial Registration: ClinicalTrials.gov Identifier: NCT00045968.


Subject(s)
Brain Neoplasms , Glioblastoma , Humans , Glioblastoma/drug therapy , Glioblastoma/pathology , Temozolomide/therapeutic use , Prospective Studies , Brain Neoplasms/pathology , Recurrence , Dendritic Cells/pathology , Vaccination
10.
Neurosurgery ; 90(6): 758-767, 2022 06 01.
Article in English | MEDLINE | ID: mdl-35343469

ABSTRACT

BACKGROUND: Accurate specimen analysis of skull base tumors is essential for providing personalized surgical treatment strategies. Intraoperative specimen interpretation can be challenging because of the wide range of skull base pathologies and lack of intraoperative pathology resources. OBJECTIVE: To develop an independent and parallel intraoperative workflow that can provide rapid and accurate skull base tumor specimen analysis using label-free optical imaging and artificial intelligence. METHODS: We used a fiber laser-based, label-free, nonconsumptive, high-resolution microscopy method (<60 seconds per 1 × 1 mm2), called stimulated Raman histology (SRH), to image a consecutive, multicenter cohort of patients with skull base tumor. SRH images were then used to train a convolutional neural network model using 3 representation learning strategies: cross-entropy, self-supervised contrastive learning, and supervised contrastive learning. Our trained convolutional neural network models were tested on a held-out, multicenter SRH data set. RESULTS: SRH was able to image the diagnostic features of both benign and malignant skull base tumors. Of the 3 representation learning strategies, supervised contrastive learning most effectively learned the distinctive and diagnostic SRH image features for each of the skull base tumor types. In our multicenter testing set, cross-entropy achieved an overall diagnostic accuracy of 91.5%, self-supervised contrastive learning 83.9%, and supervised contrastive learning 96.6%. Our trained model was able to segment tumor-normal margins and detect regions of microscopic tumor infiltration in meningioma SRH images. CONCLUSION: SRH with trained artificial intelligence models can provide rapid and accurate intraoperative analysis of skull base tumor specimens to inform surgical decision-making.


Subject(s)
Brain Neoplasms , Meningeal Neoplasms , Skull Base Neoplasms , Artificial Intelligence , Brain Neoplasms/surgery , Humans , Meningeal Neoplasms/diagnostic imaging , Meningeal Neoplasms/surgery , Optical Imaging , Skull Base Neoplasms/diagnostic imaging , Skull Base Neoplasms/surgery
11.
J Neurooncol ; 103(2): 247-53, 2011 Jun.
Article in English | MEDLINE | ID: mdl-20853134

ABSTRACT

The stem cell factor/kit tyrosine kinase receptor pathway is related to tumor growth and progression in several cancers including Ewing sarcoma, a peripheral PNET (pPNET). Identifying additional groups of tumors that may use the pathway is important as they might be responsive to imatinib mesylate treatment. MB and central PNET (cPNET) are embryonal tumors of the CNS that share similar undifferentiated morphology with Ewing sarcomas and display aggressive clinical behavior. cPNET outcome is significantly lower than MB outcome, even for localized tumors treated with high-risk MB therapy. The elucidation of signaling pathways involved in MB and cPNET pathogenesis, and the discovery of new therapeutic targets is necessary to improve the treatment of these neoplasms. We analyzed KIT expression in 2 MB, one pPNET, one cPNET and 2 rhabdomyosarcoma (RMS) cell lines. Also, in 13 tumor samples (12 MB and one cPNET), we found KIT overexpression in the most aggressive cell lines (metastatic MB and pPNET). Hypermethylation of KIT was clear in the RMS non-expressing cell lines. Among MB tumors, we could see variable levels of KIT expression; a subset of them (25%) might be related in its growth pattern to KIT up-regulation. No methylated KIT was detected in the tumors expressing the lowest levels of KIT. Our results point to methylation as an epigenetic regulatory mechanism for KIT inhibition only in the KIT non-expressing RMS cell lines, and neither in the rest of the cell lines nor in the tumor samples.


Subject(s)
Cerebellar Neoplasms/genetics , DNA Methylation/genetics , Medulloblastoma/genetics , Nerve Sheath Neoplasms/genetics , Proto-Oncogene Proteins c-kit/genetics , Blotting, Western , Cell Line, Tumor , Cerebellar Neoplasms/metabolism , Epigenesis, Genetic , Gene Expression Regulation, Neoplastic , Humans , Medulloblastoma/metabolism , Nerve Sheath Neoplasms/metabolism , Proto-Oncogene Proteins c-kit/metabolism , Reverse Transcriptase Polymerase Chain Reaction , Signal Transduction/physiology
12.
J Clin Neurosci ; 90: 238-243, 2021 Aug.
Article in English | MEDLINE | ID: mdl-34275556

ABSTRACT

Laser interstitial thermal therapy (LITT) is a minimally invasive neurosurgical technique that has been demonstrated to successfully ablate intracranial tumors. While LITT for supratentorial lesions can often be straightforward, ablation of infratentorial lesions can be difficult with current targeting technologies and instrumentation. The anatomical difficulty of targeting posterior fossa masses can be further complicated in patients who have had a prior craniectomy or other procedure that removed the bone that is required to set the surgical trajectory. This article describes use of a three-dimensional (3D)-printed customized surgical implant to improve and enable targeting of posterior fossa lesions using LITT, particularly in the setting of prior craniectomy. A 3D-printed implant was customized for a patient with a history of metastatic lung cancer and prior posterior fossa craniectomy who presented for treatment of a progressively enlarging contrast-enhancing lesion in the right cerebellar hemisphere. The device included a built-in bolt trajectory for LITT ablation. The temporary implant was successfully fabricated for use with laser ablation of a right cerebellar mass. Three potential trajectories for the LITT bolt were incorporated into the temporary implant, but only the primary trajectory was utilized. Laser ablation was performed with the implant and a SideFire laser probe. Customized 3D-printed implants can enable the use of LITT for patients who would not otherwise be candidates.


Subject(s)
Brain Neoplasms/surgery , Laser Therapy/instrumentation , Neurosurgical Procedures/instrumentation , Printing, Three-Dimensional , Surgery, Computer-Assisted/instrumentation , Aged , Humans , Hyperthermia, Induced/instrumentation , Hyperthermia, Induced/methods , Laser Therapy/methods , Male
13.
Neuro Oncol ; 23(1): 144-155, 2021 01 30.
Article in English | MEDLINE | ID: mdl-32672793

ABSTRACT

BACKGROUND: Detection of glioma recurrence remains a challenge in modern neuro-oncology. Noninvasive radiographic imaging is unable to definitively differentiate true recurrence versus pseudoprogression. Even in biopsied tissue, it can be challenging to differentiate recurrent tumor and treatment effect. We hypothesized that intraoperative stimulated Raman histology (SRH) and deep neural networks can be used to improve the intraoperative detection of glioma recurrence. METHODS: We used fiber laser-based SRH, a label-free, nonconsumptive, high-resolution microscopy method (<60 sec per 1 × 1 mm2) to image a cohort of patients (n = 35) with suspected recurrent gliomas who underwent biopsy or resection. The SRH images were then used to train a convolutional neural network (CNN) and develop an inference algorithm to detect viable recurrent glioma. Following network training, the performance of the CNN was tested for diagnostic accuracy in a retrospective cohort (n = 48). RESULTS: Using patch-level CNN predictions, the inference algorithm returns a single Bernoulli distribution for the probability of tumor recurrence for each surgical specimen or patient. The external SRH validation dataset consisted of 48 patients (recurrent, 30; pseudoprogression, 18), and we achieved a diagnostic accuracy of 95.8%. CONCLUSION: SRH with CNN-based diagnosis can be used to improve the intraoperative detection of glioma recurrence in near-real time. Our results provide insight into how optical imaging and computer vision can be combined to augment conventional diagnostic methods and improve the quality of specimen sampling at glioma recurrence.


Subject(s)
Brain Neoplasms , Glioma , Algorithms , Brain Neoplasms/diagnostic imaging , Brain Neoplasms/surgery , Glioma/diagnostic imaging , Glioma/surgery , Humans , Neural Networks, Computer , Retrospective Studies
14.
Neurosurgery ; 86(6): 843-850, 2020 06 01.
Article in English | MEDLINE | ID: mdl-31420654

ABSTRACT

BACKGROUND: Research on age-related complications secondary to shunts in normal pressure hydrocephalus (NPH) is primarily limited to single-center studies and small cohorts. OBJECTIVE: To determine the rates of hospital readmission and surgical complications, and factors that predict them, following shunt surgery for NPH in a large healthcare network. METHODS: Surgical procedures, complications, and readmissions for adults undergoing ventricular shunting for NPH were determined using de-identified claims from a privately insured United States healthcare network in years 2007-2014. Univariate and multivariate statistics were used to determine factors that predict poor surgical outcomes. The primary outcome variable was surgical complications or readmissions (composite variable for any major perioperative complication or 30-d readmission). RESULTS: The 30-d readmission rate for 974 patients with NPH who underwent ventricular shunting was 7.29%; the most common reasons for readmission were shunt-related complications, infection, hemorrhage, altered mental status, and cardiopulmonary and musculoskeletal problems. The perioperative complication rate was 21.15%, including intraparenchymal hemorrhage (5.85%) and extra-axial (subdural or epidural) hematoma (5.54%). The overall rate of having a surgical complication or 30-d readmission was 25.15%. Age did not predict surgical complication or 30-d readmission. Preoperative comorbidities independently associated with poor outcome were myocardial infarction within 1 yr (OR = 3.984, 95% CI = 1.105-14.368); existing cerebrovascular disease (odds ratio [OR] = 2.206, 95% CI = 1.544-3.152); and moderate/severe renal disease (OR = 2.000, 95% CI = 1.155-3.464). CONCLUSION: The rate of complications or readmission within 30 d of ventricular shunting for NPH is 25.15%. Preoperative comorbidities of myocardial infarction within 1 yr, cerebrovascular disease, and moderate/severe renal disease are independent risk factors for poor outcome.


Subject(s)
Databases, Factual/trends , Hydrocephalus, Normal Pressure/epidemiology , Hydrocephalus, Normal Pressure/surgery , Patient Readmission/trends , Postoperative Complications/epidemiology , Ventriculoperitoneal Shunt/trends , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Neurosurgical Procedures/adverse effects , Neurosurgical Procedures/trends , Postoperative Complications/diagnosis , Risk Factors , United States/epidemiology , Ventriculoperitoneal Shunt/adverse effects
15.
Nat Med ; 26(1): 52-58, 2020 01.
Article in English | MEDLINE | ID: mdl-31907460

ABSTRACT

Intraoperative diagnosis is essential for providing safe and effective care during cancer surgery1. The existing workflow for intraoperative diagnosis based on hematoxylin and eosin staining of processed tissue is time, resource and labor intensive2,3. Moreover, interpretation of intraoperative histologic images is dependent on a contracting, unevenly distributed, pathology workforce4. In the present study, we report a parallel workflow that combines stimulated Raman histology (SRH)5-7, a label-free optical imaging method and deep convolutional neural networks (CNNs) to predict diagnosis at the bedside in near real-time in an automated fashion. Specifically, our CNNs, trained on over 2.5 million SRH images, predict brain tumor diagnosis in the operating room in under 150 s, an order of magnitude faster than conventional techniques (for example, 20-30 min)2. In a multicenter, prospective clinical trial (n = 278), we demonstrated that CNN-based diagnosis of SRH images was noninferior to pathologist-based interpretation of conventional histologic images (overall accuracy, 94.6% versus 93.9%). Our CNNs learned a hierarchy of recognizable histologic feature representations to classify the major histopathologic classes of brain tumors. In addition, we implemented a semantic segmentation method to identify tumor-infiltrated diagnostic regions within SRH images. These results demonstrate how intraoperative cancer diagnosis can be streamlined, creating a complementary pathway for tissue diagnosis that is independent of a traditional pathology laboratory.


Subject(s)
Brain Neoplasms/diagnosis , Computer Systems , Monitoring, Intraoperative , Neural Networks, Computer , Spectrum Analysis, Raman , Algorithms , Brain Neoplasms/diagnostic imaging , Clinical Trials as Topic , Deep Learning , Humans , Image Processing, Computer-Assisted , Probability
16.
Skull Base ; 19(2): 133-40, 2009 Mar.
Article in English | MEDLINE | ID: mdl-19721769

ABSTRACT

OBJECTIVES: Analysis of outcomes of a cohort of patients with esthesioneuroblastoma. DESIGN: Retrospective cohort analysis. SETTING: PATIENTS presenting with esthesioneuroblastoma from 1994 to 2006 in a tertiary care academic medical center. PATIENTS: Fifteen consecutive patients diagnosed as having esthesioneuroblastoma were treated during this time period using a subcranial resection. The mean follow-up is 75 months (range, 2 to 240 mos). RESULTS: The overall survival was 100% and the overall disease-free survival was 49% and 24% at 5 and 15 years, respectively. PATIENTS treated with radiation therapy following surgical resection had a 5- and 15-year disease-free survival of 83.3% compared with a 5- and 15-year disease-free survival of 26.7% and 0%, respectively, for patients whose initial treatment was surgery alone. The mean time to recurrence was 82.1 months. None of the patients had a decrease in Karnofsky Performance Score following subcranial resection. CONCLUSIONS: PATIENTS with esthesioneuroblastoma whose initial treatment consists of surgical resection followed by radiation therapy have a longer disease-free survival than patients treated with surgery alone. However, initial treatment modality did not have an effect on survival. Long-term, close follow-up is necessary to identify recurrences, which can be treated with a high degree of success.

17.
Clin Neurol Neurosurg ; 170: 113-115, 2018 07.
Article in English | MEDLINE | ID: mdl-29772402

ABSTRACT

OBJECTIVE: Recent Normal Pressure Hydrocephalus (NPH) practice guidelines describe a serious adverse event (SAE) rate following surgery of 11%. PATIENTS & METHODS: We conducted a retrospective review of 162 consecutive patients who have undergone work-up at our center's multidisciplinary NPH clinic over a 47 month time period (2/2014-12/2017). Of these, 22 ultimately underwent neurosurgical ventricular shunt surgery as treatment for NPH. Clinical records were reviewed for SAEs categorized as possibly/probably/definitely related to NPH surgery. RESULTS: In 10/22 (45.5%) operated subjects, there were 11 qualifying SAEs over this 3-year period: 1 central nervous system infections, 4 subdural hematomas, 2 seizures resulting in hospitalization, 1 catheter malfunction, 2 perioperative AEs, and 1 death of uncertain cause. Eight SAEs were coded as probably/definitely related. Six occurred >3 months from the time of surgery. CONCLUSIONS: SAEs following NPH surgery are common. Additional studies are needed to determine the long-term safety of NPH surgery in older adults.


Subject(s)
Hydrocephalus, Normal Pressure/surgery , Postoperative Complications/diagnosis , Postoperative Complications/etiology , Ventriculoperitoneal Shunt/adverse effects , Aged , Aged, 80 and over , Cohort Studies , Female , Humans , Hydrocephalus, Normal Pressure/diagnosis , Male , Middle Aged , Retrospective Studies , Treatment Outcome , Ventriculoperitoneal Shunt/trends
18.
Article in English | MEDLINE | ID: mdl-28955599

ABSTRACT

Conventional methods for intraoperative histopathologic diagnosis are labour- and time-intensive, and may delay decision-making during brain-tumour surgery. Stimulated Raman scattering (SRS) microscopy, a label-free optical process, has been shown to rapidly detect brain-tumour infiltration in fresh, unprocessed human tissues. Here, we demonstrate the first application of SRS microscopy in the operating room by using a portable fibre-laser-based microscope and unprocessed specimens from 101 neurosurgical patients. We also introduce an image-processing method - stimulated Raman histology (SRH) - which leverages SRS images to create virtual haematoxylin-and-eosin-stained slides, revealing essential diagnostic features. In a simulation of intraoperative pathologic consultation in 30 patients, we found a remarkable concordance of SRH and conventional histology for predicting diagnosis (Cohen's kappa, κ > 0.89), with accuracy exceeding 92%. We also built and validated a multilayer perceptron based on quantified SRH image attributes that predicts brain-tumour subtype with 90% accuracy. Our findings provide insight into how SRH can now be used to improve the surgical care of brain tumour patients.

19.
Acad Radiol ; 23(5): 569-76, 2016 May.
Article in English | MEDLINE | ID: mdl-26916251

ABSTRACT

RATIONALE AND OBJECTIVES: To compare differences in diffusion tensor imaging (DTI) and dynamic susceptibility-weighted contrast-enhanced (DSC) magnetic resonance (MR) perfusion imaging characteristics of recurrent neoplasm and radiation necrosis in patients with brain tumors previously treated with radiotherapy with or without surgery and chemotherapy. MATERIALS AND METHODS: Patients with a history of brain neoplasm previously treated with radiotherapy with or without chemotherapy and surgery who developed a new enhancing lesion on posttreatment surveillance MRI were enrolled. DSC perfusion MRI and DTI were performed. Region of interest cursors were manually drawn in the contrast-enhancing lesions, in the perilesional white matter edema, and in the contralateral normal-appearing frontal lobe white matter. DTI and DSC perfusion MR indices were compared in recurrent tumor versus radiation necrosis. RESULTS: Twenty-two patients with 24 lesions were included. Sixteen (67%) lesions were placed into the recurrent neoplasm group and eight (33%) lesions were placed into the radiation necrosis group using biopsy results as the gold standard in all but three patients. Mean apparent diffusion coefficient values, mean parallel eigenvalues, and mean perpendicular eigenvalues in the contrast-enhancing lesion were significantly lower, and relative cerebral blood volume was significantly higher for the recurrent neoplasm group compared to the radiation necrosis group (P < 0.01, P = 0.03, P < 0.01, and P < 0.01, respectively). CONCLUSIONS: The combined assessment of DTI and DSC MR perfusion properties of new contrast-enhancing lesions is helpful in distinguishing recurrent neoplasm from radiation necrosis in patients with a history of brain neoplasm previously treated with radiotherapy with or without surgery and chemotherapy.


Subject(s)
Brain Neoplasms/diagnostic imaging , Brain/radiation effects , Diffusion Tensor Imaging/methods , Magnetic Resonance Imaging/methods , Neoplasm Recurrence, Local/diagnostic imaging , Perfusion Imaging/methods , Radiation Injuries/diagnostic imaging , Adolescent , Adult , Aged , Biopsy/methods , Brain/pathology , Brain Neoplasms/therapy , Cerebral Blood Volume/physiology , Contrast Media , Diagnosis, Differential , Female , Follow-Up Studies , Frontal Lobe/diagnostic imaging , Humans , Male , Middle Aged , Necrosis , Neoadjuvant Therapy/methods , White Matter/diagnostic imaging , Young Adult
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