73 research outputs found

    Artificial-intelligence-based molecular classification of diffuse gliomas using rapid, label-free optical imaging

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    Molecular classification has transformed the management of brain tumors by enabling more accurate prognostication and personalized treatment. However, timely molecular diagnostic testing for patients with brain tumors is limited, complicating surgical and adjuvant treatment and obstructing clinical trial enrollment. In this study, we developed DeepGlioma, a rapid (<90< 90 seconds), artificial-intelligence-based diagnostic screening system to streamline the molecular diagnosis of diffuse gliomas. DeepGlioma is trained using a multimodal dataset that includes stimulated Raman histology (SRH); a rapid, label-free, non-consumptive, optical imaging method; and large-scale, public genomic data. In a prospective, multicenter, international testing cohort of patients with diffuse glioma (n=153n=153) who underwent real-time SRH imaging, we demonstrate that DeepGlioma can predict the molecular alterations used by the World Health Organization to define the adult-type diffuse glioma taxonomy (IDH mutation, 1p19q co-deletion and ATRX mutation), achieving a mean molecular classification accuracy of 93.3±1.6%93.3\pm 1.6\%. Our results represent how artificial intelligence and optical histology can be used to provide a rapid and scalable adjunct to wet lab methods for the molecular screening of patients with diffuse glioma.Comment: Paper published in Nature Medicin

    The Contralateral Transcallosal Approach: Experience With 32 Patients

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    OBJECTIVE: To demonstrate the usefulness of the contralateral transcallosal approach for resecting lesions located laterally in or adjacent to the lateral ventricle. METHODS: Modifications to the standard ipsilateral transcallosal technique include positioning the head with the midline oriented horizontally, placing the side with the lesion up, and performing the craniotomy and interhemispheric dissection on the contralateral side. This approach avoids a transcortical incision, allows gravity to hold open the interhemispheric fissure, and increases the lateral exposure of the lesion. This approach was used in 32 patients with a variety of lesions, including 6 cavernous malformations, 7 arteriovenous malformations, and 19 tumors of various types. All but three lesions were located on the left side. RESULTS: All six cavernous malformations, all four benign tumors, and four of the seven arteriovenous malformations were resected completely. Malignant tumors were resected subtotally, and three arteriovenous malformations required stereotactic radiosurgery to treat residual deep nidus. There was no surgical mortality. Two patients experienced neurological deterioration. CONCLUSION: The contralateral transcallosal approach can be used to treat a variety of lesions safely and successfully

    Delayed Wound Infection Associated with Bone Wax in Lateral Skull Base Surgery

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    Background: Bone wax (Ethicon, Somerville, NJ) is a commonly used agent in neurotologic and skull base procedures. Its pliable nature makes it well suited for both hemostasis, especially for marrow-related bleeding, and obliteration of bony air cell tracts. The objective of this study was to review the first series to our knowledge of delayed wound infections associated with bone wax in lateral skull base surgery. We review the clinical presentations, imaging findings, microbiology, and outcomes. Design: Retrospective case series. Setting: Two tertiary academic referral hospitals. Participants: Five patients underwent lateral skull base surgery for vestibular schwannoma or meningioma and presented with delayed wound infections. All patients underwent operative wound exploration as a part of their treatment. Results: All patients presented with significantly delayed wound complications, from 4 months to 8 years after their original procedure. Purulence and inflammatory tissue surrounding bone wax was noted in each case, and fistula formation in some. Bacterial species cultured included pseudomonas aeruginosa, Proteus mirabilis, staphylococcus epidermidis, and Acremonium species (a fungus). Three of the four cases underwent some form of wound debridement or removal of hardware that was insufficient to clear the infection until a deeper nidus of bone wax was removed. Conclusion: Although a valuable tool in lateral skull base surgery, bone wax should be used sparingly, and perhaps not to obstruct air cells. Residual accumulation of this material can be associated with foreign body reaction, fistula formation, and significantly delayed wound infections

    Editorial: Auditory brainstem implants

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