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Research on Land Utilization Spatial Classification Planning Method Based on Multiocular Vision. COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE 2022; 2022:9300278. [PMID: 36072770 PMCID: PMC9441380 DOI: 10.1155/2022/9300278] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/08/2022] [Accepted: 08/10/2022] [Indexed: 12/05/2022]
Abstract
With the development of China's social economy as well as the accelerating urbanization construction and the expanding scale of cities, the integration of land use and urban land classification based on land use spatial planning has become an important task for the sustainable development of China at present. Land use spatial classification planning is the basic basis for all kinds of development and protection construction activities, and government land use spatial planning at all levels plays an important role in implementing major national, provincial, and municipal strategies and promoting the rational and effective use of land use space. By briefly describing the spatial classification of land use and analyzing the idea of systematic integration of land use, this paper provides guidance and reference for exploring the construction of urban land use classification under land use spatial planning, aiming to improve the classification system of land use spatial planning. A neural network-based land use classification algorithm is proposed for the problems of few labeled samples of remote sensing images with high spatial resolution and feature deformation due to sensor height changes in land use spatial classification planning. By multiscale adaptive fusion of multiple convolutional layer features, the impact of feature deformation on classification accuracy is reduced. To further improve the classification accuracy, the depth features extracted from the pretraining network are used to pretrain the multiscale feature fusion part and the fully connected layer, and the whole network is fine-tuned using the augmented dataset. The experimental results show that the adaptive fusion method improves the fusion effect and effectively improves the accuracy of land use spatial classification planning.
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Matsubayashi H, Satoh T, Ishikawa K, Ishiwatari H, Endo M, Urikura A, Kishida Y, Imai K, Hotta K, Yabuuchi Y, Kawata N, Yoshida M, Takizawa K, Yamamoto Y, Mori K, Sugiura T, Sasaki K, Ono H. Comparison of five-phase computed tomography images of type 1 autoimmune pancreatitis and pancreatic cancer: Emphasis on cases with atypical images. Pancreatology 2021; 21:666-675. [PMID: 33618978 DOI: 10.1016/j.pan.2021.01.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 01/19/2021] [Accepted: 01/24/2021] [Indexed: 12/11/2022]
Abstract
BACKGROUND/OBJECTIVES International consensus diagnostic criteria (ICDC) include characteristic images of autoimmune pancreatitis (AIP); however, reports on atypical cases are increasing. The aims of this study were to compare CT findings between AIP and pancreatic cancer (PC), and to analyze type 1 AIPs showing atypical images. METHODS Five-phase CT images were compared between 80 type 1-AIP lesions and 80 size- and location-matched PCs in the case-control study. Atypical AIPs were diagnosed based on the four ICDC items. RESULTS ICDC items were recognized in most AIP lesions; pancreatic enlargement (87.7%), narrowing of the main pancreatic duct (98.8%), delayed enhancement (100%), and no marked upstream-duct dilation (97.5%). CT values of AIPs increased rapidly until the pancreatic phase and decreased afterward, while those of PCs gradually increased until the delayed phase (P < 0.0001). Atypical images were recognized in 14.8% of AIPs, commonly without pancreatic enlargement (18.5 mm) and sometimes mimicking intraductal neoplasms. The CT values and their ratios were different between atypical AIPs and size-matched PCs most significantly in the pancreatic phase, but similar in the delayed phase. CONCLUSIONS Ordinary type 1 AIPs can be diagnosed with the ICDC, but atypical AIPs represented a small fraction. "Delayed enhancement" is characteristic to ordinary AIPs, however, "pancreatic-phase enhancement" is more diagnostic for atypical AIPs.
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Affiliation(s)
| | | | | | | | | | | | | | | | | | | | | | | | | | | | - Keita Mori
- Clinical Research Center, Shizuoka, Japan
| | | | - Keiko Sasaki
- Pathology, Shizuoka Cancer Center, Shizuoka, Japan
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Sato J, Matsubayashi H, Ishiwatari H, Satoh T, Kaneko J, Ishikawa K, Yoshida M, Takizawa K, Yabuuchi Y, Kishida Y, Imai K, Hotta K, Uesaka K, Sasaki K, Ono H. Type 1 Autoimmune Pancreatitis Extending along the Main Pancreatic Duct: IgG4-related Pancreatic Periductitis. Intern Med 2021; 60:739-744. [PMID: 32999241 PMCID: PMC7990648 DOI: 10.2169/internalmedicine.5754-20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
We herein report a unique form of autoimmune pancreatitis (AIP) spreading along the main pancreatic duct (MPD). A 70-year-old man was referred for a small lesion at the pancreatic neck, accompanying an adjacent cyst and dilated upstream MPD. Four years earlier, health checkup images had shown a pancreatic cyst but no mass lesion. Endoscopic ultrasonography showed a contrast-enhanced, tumorous lesion, mainly occupying the MPD. With a preoperative diagnosis of ductal neoplasms mainly spreading in the MPD, Whipple's resection was performed. The resected specimens showed MPD periductitis with IgG4-related pathology, indicating type 1 AIP. Clinicians should practice caution concerning the various AIP forms.
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Affiliation(s)
- Junya Sato
- Division of Endoscopy, Shizuoka Cancer Center, Japan
| | - Hiroyuki Matsubayashi
- Division of Endoscopy, Shizuoka Cancer Center, Japan
- Division of Genetic Medicine Promotion, Shizuoka Cancer Center, Japan
| | | | | | | | | | - Masao Yoshida
- Division of Endoscopy, Shizuoka Cancer Center, Japan
| | | | | | | | | | - Kinichi Hotta
- Division of Endoscopy, Shizuoka Cancer Center, Japan
| | - Katsuhiko Uesaka
- Division of Hepato-Biliary-Pancreatic Surgery, Shizuoka Cancer Center, Japan
| | - Keiko Sasaki
- Division of Pathology, Shizuoka Cancer Center, Japan
| | - Hiroyuki Ono
- Division of Endoscopy, Shizuoka Cancer Center, Japan
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Matsubayashi H, Ishiwatari H, Imai K, Kishida Y, Ito S, Hotta K, Yabuuchi Y, Yoshida M, Kakushima N, Takizawa K, Kawata N, Ono H. Steroid Therapy and Steroid Response in Autoimmune Pancreatitis. Int J Mol Sci 2019; 21:ijms21010257. [PMID: 31905944 PMCID: PMC6981453 DOI: 10.3390/ijms21010257] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2019] [Revised: 12/18/2019] [Accepted: 12/25/2019] [Indexed: 12/11/2022] Open
Abstract
Autoimmune pancreatitis (AIP), a unique subtype of pancreatitis, is often accompanied by systemic inflammatory disorders. AIP is classified into two distinct subtypes on the basis of the histological subtype: immunoglobulin G4 (IgG4)-related lymphoplasmacytic sclerosing pancreatitis (type 1) and idiopathic duct-centric pancreatitis (type 2). Type 1 AIP is often accompanied by systemic lesions, biliary strictures, hepatic inflammatory pseudotumors, interstitial pneumonia and nephritis, dacryoadenitis, and sialadenitis. Type 2 AIP is associated with inflammatory bowel diseases in approximately 30% of cases. Standard therapy for AIP is oral corticosteroid administration. Steroid treatment is generally indicated for symptomatic cases and is exceptionally applied for cases with diagnostic difficulty (diagnostic steroid trial) after a negative workup for malignancy. More than 90% of patients respond to steroid treatment within 1 month, and most within 2 weeks. The steroid response can be confirmed on clinical images (computed tomography, ultrasonography, endoscopic ultrasonography, magnetic resonance imaging, and 18F-fluorodeoxyglucose-positron emission tomography). Hence, the steroid response is included as an optional diagnostic item of AIP. Steroid treatment results in normalization of serological markers, including IgG4. Short- and long-term corticosteroid treatment may induce adverse events, including chronic glycometabolism, obesity, an immunocompromised status against infection, cataracts, glaucoma, osteoporosis, and myopathy. AIP is common in old age and is often associated with diabetes mellitus (33-78%). Thus, there is an argument for corticosteroid therapy in diabetes patients with no symptoms. With low-dose steroid treatment or treatment withdrawal, there is a high incidence of AIP recurrence (24-52%). Therefore, there is a need for long-term steroid maintenance therapy and/or steroid-sparing agents (immunomodulators and rituximab). Corticosteroids play a critical role in the diagnosis and treatment of AIP.
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Affiliation(s)
- Hiroyuki Matsubayashi
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
- Genetic Medicine Promotion, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan
- Correspondence: ; Tel.: +81-55-989-5222; Fax: +81-55-989-5692
| | - Hirotoshi Ishiwatari
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Kenichiro Imai
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Yoshihiro Kishida
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Sayo Ito
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Kinichi Hotta
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Yohei Yabuuchi
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Masao Yoshida
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Naomi Kakushima
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Kohei Takizawa
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Noboru Kawata
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
| | - Hiroyuki Ono
- Division of Endoscopy, Shizuoka Cancer Center 1007, Shimonagakubo, Nagaizumi, Suntogun, Shizuoka 411-8777, Japan; (H.I.); (K.I.); (Y.K.); (S.I.); (K.H.); (Y.Y.); (M.Y.); (N.K.); (K.T.); (N.K.); (H.O.)
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