Background: With the occurrence and improvement of immunohistochemistry and other pathological diagnostic techniques, gastrointestinal stromal tumor (GIST) has been gradually recognized. With the prolonged survival of patients with GISTs, reports about the bone metastasis of GIST increased. However, the knowledge of GISTs is rather limited due to its very low incidence. Methods: Cochrane and Medline database (via PubMed) were searched in July 2019 with related keywords to acquire the literature related to the bone metastasis of GIST. Then, the literature was reviewed and references were also scanned to identify the possible related reports. Study data comprising age, sex, primary location, metastasis interval time, immunohistochemistry index, management and prognosis were recorded and analyzed. Results: Forty-five patients with bone metastases of GIST, with a mean age of 61.09 years, were included. The small intestine and stomach were the most common primary sites, followed by the rectum. Patients with small intestine primary sites had bone metastases that occurred earlier than the bone metastases stomach and rectum primary sites. The spine was the most common site of bony metastases. The mean survival time after GIST diagnosis was more than 64.02 months. Patients younger than 60 years old had a worse prognosis than those older than 60 years old. Furthermore, patients with spinal involvement had a worse prognosis than those without spinal involvement. Surgical interventions combined with targeted therapies guaranteed a better prognosis. Conclusion: Bone metastasis of GIST, which mainly occurs in the spine, is rather rare. Patients with GISTs of the small intestine and stomach suffered from bone metastasis more frequently and earlier than patients with GISTs in other primary sites. Age, sex, primary tumor location, treatment mode for the primary lesions and metastases, and spine involvement may be potential factors that affect the prognosis of GIST patients with bone metastases.
The explosive growth and diversity of machine learning applications motivate a fundamental rethinking of learning with mobile and edge devices. How can we address diverse/disparate client goals and learn with scarce heterogeneous data? While federated learning aims to address these issues, it has several bottlenecks and challenges hindering a unified solution. On the other hand, large transformer models have been shown to work across a variety of tasks often achieving remarkable few-shot adaptation. This raises the question: Can clients use a single generalpurpose model -rather than custom models for each task -while obeying device and network constraints? In this work, we investigate pretrained transformers (PTF) to achieve these on-device learning goals and thoroughly explore the roles of model size and modularity, where the latter refers to adaptation through modules such as prompts or adapters. Focusing on federated learning, we demonstrate that:(1) Larger scale shrinks the accuracy gaps between alternative approaches and improves heterogeneity robustness. Scale allows clients to run more local SGD epochs which can significantly reduce the number of communication rounds. At the extreme, clients can achieve respectable accuracy fully-locally highlighting the potential of fully-local learning. (2) Modularity, by design, enables >100× less communication in bits. Surprisingly, it also boosts the generalization capability of local adaptation methods and the robustness of smaller PTFs. Finally, it enables clients to solve multiple unrelated tasks simultaneously using a single PTF, whereas full updates are prone to catastrophic forgetting. These insights on scale and modularity motivate a new federated learning approach we call "You Only Load Once" (FedYolo): The clients load a full PTF model once and all future updates are accomplished through communication-efficient modules with limited catastrophic-forgetting, where each task is assigned to its own module.
BackgroundTumor-induced osteomalacia (TIO) is regarded as a rare paraneoplastic syndrome mainly caused by phosphaturic mesenchymal tumor (PMT). To our known, only 5 occipitocervical PMTs have been described in the world’s English literature. We reported two rare cases of occipitocervical PMT, and conducted a retrospective analysis of these 7 cases. The purpose of this study is to discuss the clinical characteristics and treatment of occipitocervical PMT.Case PresentationBoth patients were middle-aged females, and had a long-standing bone pain. In case 1, there were no abnormalities in biochemical indicators. The blood phosphorus was normal and alkaline phosphatase (ALP) was elevated in case 2. Magnetic resonance imaging (MRI) suggested that osteolytic bone destruction accompanied by a soft tissue mass in left C1-2 vertebra (case 1). In case 2, the bone destruction was located on the right C1-2 and the clivus. Then both patients underwent complete resection of tumor, and case 2 also received adjuvant radiotherapy, the histopathology revealed a PMT. Case 2 suffered recurrence during 5-year follow-up.ConclusionsOccipitocervical PMT is quite rare, and only 5 cases have been reported in the literature. Currently, complete resection of the tumor is the best option. The surgery is difficult, and requires delicate operation due to the complex anatomy of the occipitocervical region. Postoperative radiotherapy has little effect on local control. And further research is needed to confirm the effectiveness of the newly-emerged therapies.
Background Undifferentiated pleomorphic sarcoma (UPS) is an aggressive tumor that rarely occurs in the spine. We present a 38-year-old male patient with Li-Fraumeni syndrome and discuss the treatment and prognosis.Case presentation A 38-year-old male patient presented with bilateral lower extremity weakness accompanied by radiation pain. He had been diagnosed with right adrenal cortical carcinoma previously and had a strong family history of cancer. PET/CT indicated increased uptake in many parts of the body, especially the right adrenal gland, the left occipital lobe, and the L4 vertebral body (VB). MRI also revealed the destruction of the L4 vertebral body and a paraspinal soft-tissue mass. The tumor was completely resected and pathological findings revealed UPS. Subsequent genetic testing revealed a mutation in the TP53 gene, which is consistent with Li-Fraumeni syndrome (LFS). The patient received postoperative adjuvant radiotherapy and did not develop local recurrence, metastasis, or secondary cancer during the 31-month follow-up.Conclusions Spinal UPS is a rare aggressive tumor with a poor prognosis. Surgery alone can improve the survival of patients but cannot effectively control the disease. In spinal UPS patients with LFS, we think that the prognostic benefits of postoperative adjuvant therapy outweigh the risks of long-term secondary cancer. Family history of cancer and genetic testing can help diagnose LFS, and MRI of the spine can aid the early detection of microlesions. For these patients, early diagnosis and intervention can effectively improve survival.
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