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Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data
Observing data on the characteristics of intra-articular injection of sodium citrate for knee osteoarthritis is an important reference value for human safety and evacuation design. To address the problems of slow data collection and poor accuracy of results of knee osteoarthritis behavior, under int...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8564187/ https://www.ncbi.nlm.nih.gov/pubmed/34745498 http://dx.doi.org/10.1155/2021/4504155 |
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author | Lin, Zhijin He, Ling |
author_facet | Lin, Zhijin He, Ling |
author_sort | Lin, Zhijin |
collection | PubMed |
description | Observing data on the characteristics of intra-articular injection of sodium citrate for knee osteoarthritis is an important reference value for human safety and evacuation design. To address the problems of slow data collection and poor accuracy of results of knee osteoarthritis behavior, under intensive conditions of intra-articular injection for knee osteoarthritis, this paper designs a data mining-based feature extraction system for intra-articular injection of sodium citrate for knee osteoarthritis. Using the Hadoop architecture, we extract the basic data of human behavior in the two-dimensional plane by storing and stitching the collected continuous data and discriminate the behavioral categories of knee osteoarthritis. We collected a real dataset from 84 patients with knee osteoarthritis treated in our hospital from October 2019 to October 2020. The dataset was divided into 42 patients in the tretinoin group and 42 patients in the sodium glutamate group according to the randomized number table method. The trimethoprim group was treated with intra-articular injection of trimethoprim, and the sodium citrate group was treated with intra-articular injection of sodium citrate. The clinical efficacy, joint mobility, intra-articular fluid volume, Lysholm score of knee joint, numerical pain intensity scale (NRS) score, and adverse effects of the two groups were compared before and after treatment. In our experiments, we observed that, compared with triamcinolone acetonide intra-articular injection, sodium hyaluronate intra-articular injection is more effective in the treatment of knee osteoarthritis. It can effectively improve knee function and reduce pain and adverse reactions. |
format | Online Article Text |
id | pubmed-8564187 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-85641872021-11-04 Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data Lin, Zhijin He, Ling J Healthc Eng Research Article Observing data on the characteristics of intra-articular injection of sodium citrate for knee osteoarthritis is an important reference value for human safety and evacuation design. To address the problems of slow data collection and poor accuracy of results of knee osteoarthritis behavior, under intensive conditions of intra-articular injection for knee osteoarthritis, this paper designs a data mining-based feature extraction system for intra-articular injection of sodium citrate for knee osteoarthritis. Using the Hadoop architecture, we extract the basic data of human behavior in the two-dimensional plane by storing and stitching the collected continuous data and discriminate the behavioral categories of knee osteoarthritis. We collected a real dataset from 84 patients with knee osteoarthritis treated in our hospital from October 2019 to October 2020. The dataset was divided into 42 patients in the tretinoin group and 42 patients in the sodium glutamate group according to the randomized number table method. The trimethoprim group was treated with intra-articular injection of trimethoprim, and the sodium citrate group was treated with intra-articular injection of sodium citrate. The clinical efficacy, joint mobility, intra-articular fluid volume, Lysholm score of knee joint, numerical pain intensity scale (NRS) score, and adverse effects of the two groups were compared before and after treatment. In our experiments, we observed that, compared with triamcinolone acetonide intra-articular injection, sodium hyaluronate intra-articular injection is more effective in the treatment of knee osteoarthritis. It can effectively improve knee function and reduce pain and adverse reactions. Hindawi 2021-10-26 /pmc/articles/PMC8564187/ /pubmed/34745498 http://dx.doi.org/10.1155/2021/4504155 Text en Copyright © 2021 Zhijin Lin and Ling He. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Lin, Zhijin He, Ling Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data |
title | Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data |
title_full | Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data |
title_fullStr | Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data |
title_full_unstemmed | Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data |
title_short | Intra-Articular Injection of PRP in the Treatment of Knee Osteoarthritis Using Big Data |
title_sort | intra-articular injection of prp in the treatment of knee osteoarthritis using big data |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8564187/ https://www.ncbi.nlm.nih.gov/pubmed/34745498 http://dx.doi.org/10.1155/2021/4504155 |
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