Κυριακή 6 Μαρτίου 2022

A Deep Learning Framework for Real‐Time 3D Model Registration in Robot‐Assisted Laparoscopic Surgery

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Abstract

Introduction

The current study presents a Deep Learning framework to determine, in real-time, position and rotation of a target organ from an endoscopic video. These inferred data are used to overlay the 3D model of patient's organ over its real counterpart. The resulting augmented video flow is streamed back to the surgeon as a support during laparoscopic Robot-Assisted procedures.

Methods

This framework exploits semantic segmentation and, thereafter, two techniques, based on Convolutional Neural Networks and motion analysis, were used to infer the rotation.

Results

The segmentation shows optimal accuracies, with a mean IoU score greater than 80% in all tests. Different performance levels are obtained for rotation, depending on the surgical procedure.

Discussion

Even if the presented methodology has various degrees of precision depending on the testing scenario, this work sets the first step for the adoption of Deep Learning and Augmented Reality to generalize the automatic registration process.

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A Novel 3-Step Tuning Fork Hearing Test; Preliminary Report on Its Clinical Utility

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Abstract

It is pertinent to have a Tuning Fork Hearing Test that stand-alone can detect severities (Mild, Moderate, Severe and Profound) and the types of hearing losses (Conductive, Sensorineural, and Mixed). A novel 3-Step Tuning Fork Hearing Test (3-STFHT) was attempted for the first time that could detect both the types and the severities of hearing losses. The study was aimed to describe the method of the 3-STFHT and evaluate its clinical utility and reliability. Research Design: Hospital-based observational study of a diagnostic tool. Settings: Otorhinolaryngology Department of a tertiary care medical college hospital. Subjects: 108 adult patients (216 ears) who required hearing evaluation. Main Outcome measures: Sensitivity and specificity of novel 3-STFHT were assessed by comparing its results with the reports of pure tone audiometry in detecting the type and severity of hearing loss. The new 3-STFHT was found very effective (100% sensitivity and specificity) in de tecting conductive and profound sensorineural hearing losses. The sensitivity in detecting sensorineural hearing loss was found 97%-100%. The sensitivity was observed relatively low (92%) at detecting mixed hearing loss. The overall sensitivity and specificity of the 3-STFHT in detecting the types of hearing losses was found 97% and 86% respectively. The novel 3-STFHT, which is simple and convenient, was found very effective in detecting the types and severity of hearing losses. The 3-STFHT can be an important tool in otorhinolaryngology practice and in primary care setting for detecting and screening the types and severities of hearing losses.

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Πέμπτη 3 Μαρτίου 2022

Primary Pyomyositis of Levator Scapulae

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This case report describes a young woman who presented with a suspected deep neck space infection who was subsequently found to have an intramuscular abscess in the left levator scapulae muscle.
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Τετάρτη 2 Μαρτίου 2022

How Many Nodes to Take? Lymph Node Ratio Below 1/3 Reduces Papillary Thyroid Cancer Nodal Recurrence

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Introduction

Papillary thyroid carcinoma (PTC) accounts for the majority of thyroid malignancies; risk of PTC recurrence over a 30-year period is approximately 30%, of which 70% occur as nodal metastases. Patients with nodal disease who are treated with therapeutic dissection are at higher risk for recurrence, but optimal nodal yield has not been defined. We aim to determine variables predictive of nodal recurrence of PTC within the first 5 years of surgery, with a focus on lymph node ratio (LNR), to inform clinical decision-making.

Methods

Retrospective chart review identified 41 patients with nodal recurrence of PTC and 284 without nodal recurrence following thyroid surgery from 2000 to 2015. Cohorts were compared with regards to clinical history, surgical findings, and tumor characteristics.

Results

The fraction of the patients who underwent therapeutic central or lateral lymph node dissection was significantly higher in the nodal recurrence cohort. Maximum tumor size, presence of extrathyroidal extension, largest lymph node focus, LNR, postoperative thyroglobulin level, and administration of postoperative radioactive iodine were significantly increased in the PTC nodal recurrence group. LNR greater than 0.3 held the highest level of significance as a binary cutoff and captured the larger proportion of patients in the nodal recurrence cohort (68.3%).

Conclusion

This study demonstrates characteristics to help assess risk of nodal recurrence of PTC and suggests LNR of lower than 0.3 is optimal to reduce risk of recurrence. The next steps include cohort studies to validate findings and weight variable analysis to optimize the extent of surgical therapeutic dissection.

Level of Evidence

4 Laryngoscope, 2022

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Survival of adult patients with solid cancer

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Bull Cancer. 2022 Feb 26:S0007-4551(22)00068-6. doi: 10.1016/j.bulcan.2022.01.010. Online ahead of print.

ABSTRACT

INTRODUCTION: Population-based cancer survival is a major indicator of effectiveness of cancer management. This study is the first population-based study to estimate the net survival (NS) of adult cancer patients in Reunion Island, a French overseas department with distinctive epidemiological, cultural, and sociodemographic characteristics.

METHODS: All adult incident cases (n=23,055) of invasive solid tumors diagnosed between 1998 and 2014 and registered in the Reunion Island Cancer Registry were included in the study. The Pohar-Perme estimator was used to estimate 1-, 3-, 5-, and 10-year NS.

RESULTS: 5-year NS ranged from 7% (liver in women) to 97% (thyroid cancer in women) for cancers diagnosed between 2006 and 2014. For the most common cancers, the age-standardized 5-year NS of women was 81% for breast canc er, 58% for colorectal cancer and 62% for cervical cancer. For men, the age-standardized 5-year NS was 85% for prostate cancer, 12% for lung cancer, and 52% for colorectal cancer. Age-standardized 5-year NS increased slightly with the period of diagnosis (from 1998-2005 to 2006-2014) for prostate, breast, head and neck, lung, colorectal (women), and stomach (men) cancers, remained stable for colorectal (men) cancer, and decreased slightly for cervical and stomach (women) cancers.

DISCUSSION: Overall, NS was lower in Reunion Island than in mainland France. While the epidemiological, cultural, and sociodemographic characteristics of the Reunionese population likely explain some of the observed differences compared to mainland France, site-specific studies are needed to explore the different determinants of survival in Reunion Island.

PMID:35232576 | DOI:10.1016/j.bulcan.2022.01.010

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Thyroid and Parathyroid Conditions: Hyperthyroidism

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FP Essent. 2022 Mar;514:11-17.

ABSTRACT

Hyperthyroidism is an excess in thyroid hormone production caused by such conditions as Graves disease, toxic multinodular goiter, and toxic adenoma. Overt hyperthyroidism is defined as a low or undetectable thyrotropin (TSH) level with elevated triiodothyronine (T3) or thyroxine (T4) values, whereas subclinical hyperthyroidism is defined as low or undetectable TSH with normal T3 and T4 levels. Symp toms of hyperthyroidism include nervousness, heat intolerance, weight loss, and fatigue. The long-term consequences of unmanaged or poorly managed hyperthyroidism include increased risk of all-cause mortality, cardiovascular events, atrial fibrillation, sexual dysfunction, and osteoporosis. Overt and subclinical hyperthyroidism can be managed effectively with antithyroid drugs (eg, propylthiouracil, methimazole) or with definitive therapies (eg, radioactive iodine ablation, thyroidectomy). Subclinical hyperthyroidism is not always treated, although close monitoring is needed to prevent disease complications or progression to overt hyperthyroidism. Treatment for subclinical hyperthyroidism is recommended for patients 65 years or older with TSH levels lower than 0.10 mIU/L. Treatment also is recommended for symptomatic patients or those with cardiac or osteoporotic risk factors. Thyroid storm is a life-threatening complication of unmanaged or inadequately managed hyperthyroidism that warrants urgent treatment in a hospital setting.

PMID:35235281

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Τρίτη 1 Μαρτίου 2022

Asiatic acid improves high-fat-diet-induced osteoporosis in mice via regulating SIRT1/FOXO1 signaling and inhibiting oxidative stress

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Histol Histopathol. 2022 Mar 1:18446. doi: 10.14670/HH-18-446. Online ahead of print.

ABSTRACT

Asiatic acid can attenuate osteoporosis through suppressing adipogenic differentiation and osteoclastic differentiation. Oxidative stress enhances osteoclastic differentiation but represses osteogenic differentiation to promote osteoporosis. However, the role and mechanism of asiatic acid in osteoporosis have not been reported. Firstly, mice were fed with high-fat-diet (HFD) with or without asiatic acid for 16 weeks. Data from an automatic biochemical analyzer showed that HFD induced down-regulation of high-density lipoprotein (HDL) and an increase of serum levels of triglyceride (TG), total cholesterol (TC) and low-density lipoprotein (LDL). However, asiatic acid administration attenuated the decrease of HDL and increase of serum TG, TC and LDL in osteoporotic mice. Secondly, HFD induced high levels of malondialdehyde (MDA) and reactive oxyg en species (ROS), low levels of superoxide dismutase (SOD) and glutathione peroxidase (GSH-Px) in osteoporotic mice. However, the levels of MDA, ROS, SOD and GSH-Px in osteoporotic mice were reversed by asiatic acid administration. (this section is unclear and requires revision) Asiatic acid administration reduced expression of c-telopeptide of type 1 collagen (CTX-1), enhanced alkaline phosphatase (ALP) and procollagen type 1 N-terminal propeptide (P1NP) in HFD-induced osteoporotic mice. (this section is unclear and requires revision) Thirdly, asiatic acid promoted calcium deposition in bone marrow cells and osteogenic differentiation in osteoporotic mice, but decreased ALP in bone marrow cells. Lastly, asiatic acid enhanced SIRT1 and nuclear FOXO1 (Nu-FOXO1) expression, while it reduced Acetyl FOXO1 (Ac-FOXO1) in osteoporotic mice. In conclusion, asiatic acid might inhibit oxidative stress and promote osteogenic differentiation through activating SIRT1/FOXO1 to attenuate HFD-induc ed osteoporosis in mice.

PMID:35229281 | DOI:10.14670/HH-18-446

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