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品質管理部門&研究室 必見!LIMS導入で得られるメリット5選(第四回:データ分析基盤の強化) - Learning at the Bench

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>お問い合わせ</span></a></li> </ul></nav></div></section> </div><div class="breadcrumb"><span class="breadcrumb-link-wrap"><a href="https://www.thermofisher.com/blog/?">Accelerating Science</a></span><span class="breadcrumb-link-wrap"><a class="breadcrumb-link" href="https://www.thermofisher.com/blog/learning-at-the-bench/"><span class="breadcrumb-link-text-wrap">Learning at the Bench</span></a><meta ></span> <span aria-label="breadcrumb separator">/</span> <span class="breadcrumb-link-wrap"><a class="breadcrumb-link" href="https://www.thermofisher.com/blog/learning-at-the-bench/else/"><span class="breadcrumb-link-text-wrap">その他</span></a><meta ></span> <span aria-label="breadcrumb separator">/</span> <span class="breadcrumb-current-title">品質管理部門&研究室 必見!LIMS導入で得られるメリット5選(第四回:データ分析基盤の強化)</span></div></div></header><div class="site-inner"><div class="content-sidebar-wrap"><main class="content"><article class="post-15454 post type-post status-publish format-standard has-post-thumbnail category-else tag-lims entry" aria-label="品質管理部門&研究室 必見!LIMS導入で得られるメリット5選(第四回:データ分析基盤の強化)"><header class="entry-header"><h1 class="entry-title">品質管理部門&研究室 必見!LIMS導入で得られるメリット5選(第四回:データ分析基盤の強化)</h1> <span class="post-info-author"> 作成者 <a href="https://www.thermofisher.com/blog/author/lgbadmin/" title="LatB Staff の投稿" rel="author">LatB Staff</a> </span> <span class="post-info-date"> 10.05.2023 </span> </header><div class="entry-content"><p><img decoding="async" class="aligncenter size-full wp-image-15459" src="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/a886520f9b89a327a2b1f2cd3683f04f.jpg" alt="メインイメージ" width="90%" height="438" srcset="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/a886520f9b89a327a2b1f2cd3683f04f.jpg 670w, https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/a886520f9b89a327a2b1f2cd3683f04f-300x196.jpg 300w" sizes="(max-width: 670px) 100vw, 670px" /><br /> <a href="https://www.thermofisher.com/jp/ja/home/digital-solutions/lab-informatics/lab-information-management-systems-lims.html?CID=lims_merit5_dss_4_E.22CMD.DS120.10599.01_Social_LAB" target="_blank" rel="noopener">LIMS(Laboratory Information Management System)</a>は、データ管理や業務の効率化を実現する強力なツールです。本シリーズでは、品質管理部門や研究室にLIMSを導入するメリットをご紹介しています。前回は「LIMS導入によるデータ品質の向上」についてご説明しました。<br /> 第四回となる今回は、「LIMS導入によるデータ分析基盤の強化」について解説します。<br /> 近年は統計解析やAIの進歩に伴い、データ活用による新しい知見の創出が注目を浴びています。<br /> しかし、ただ漫然とデータを集めていると、実際に活用する段階になって上手くいかないことが多々あります。そうなるとデータの修正に多大な労力が必要になったり、データをまた一から蓄積しなおさなければならなくなったりします。<br /> そのような事態を避けるためには、あらかじめ”使える”データを集めることが重要です。しかし使えるデータを人の手で集めるのは、骨が折れます。<br /> そこで、LIMSが役立ちます。ここではLIMSの導入がどのようにしてデータ分析の基盤となるか、詳しく見ていきましょう。</p> <h2>1.LIMS導入によるデータ分析基盤の強化</h2> <p>本記事では、LIMSを導入することでデータ分析の基盤が強化される具体例を4つご紹介します。<br /> 1.1 標準化されたデータ管理<br /> 1.2 一貫性のあるデータ収集・解析プロセス<br /> 1.3 自動化と効率化の促進<br /> 1.4 データ共有とアクセス制御<br /> 使えるデータを蓄積するためには、いずれも重要な要素です。それでは早速見ていきましょう。</p> <p><b>1.1 標準化されたデータ管理</b><br /> LIMSの導入によって、品質管理部門や研究室で扱うデータが標準化されます。<br /> データが統一された形式で保存されることで、データの解釈や比較が容易になるでしょう。また検索や抽出、加工を迅速かつ正確に行えるようになるため、データ分析の効率と品質が向上します。</p> <p><img decoding="async" class="aligncenter size-full wp-image-15473" src="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/0cf4ce5cb48fce552b276d58253dc399-1.jpg" alt="イメージ2" width="407" height="90%" srcset="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/0cf4ce5cb48fce552b276d58253dc399-1.jpg 407w, https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/0cf4ce5cb48fce552b276d58253dc399-1-194x300.jpg 194w" sizes="(max-width: 407px) 100vw, 407px" /><br /> <b>1.2 一貫性のあるデータ収集・解析プロセス</b><br /> LIMSを導入することで、データ収集や解析プロセスに一貫性が生まれます。<br /> 品質管理や研究室の作業フローが標準化され、データ処理や解析手順が統一される、ということです。<br /> これによって、担当者が異なっても、同じ条件下で同じ作業であればデータの再現性と精度が確保されるようになります。<br /> 信頼できるデータを用いることで、統計解析や深層学習の精度も向上するでしょう。</p> <p><b>1.3 自動化と効率化の促進</b><br /> LIMSの導入でデータ収集や解析プロセスが自動化されると、人手によるデータ入力や解析の時間を削減できます。<br /> したがって担当者はデータの検証や解析など、より重要なタスクに集中できるようになります。また、自動化によって人為的ミスが減少し、データの信頼性が向上します。</p> <p><b>1.4 データ共有とアクセス制御</b><br /> 近年はデータ分析の技術が目覚ましいスピードで進歩しており、チーム内で全てを担うことが難しくなってきました。したがって他のチームや社外に分析を委託するケースも増加しています。<br /> そこで課題になるのがデータの共有です。クラウドベース、またはWebアクセス可能なLIMSを導入すると、複数の関係者がリアルタイムでデータを共有できます。担当者は最新のデータに常にアクセスでき、迅速かつ正確な意思決定が可能になります。<br /> またアクセス制御機能により、データへのアクセス権限を適切に管理することで、データの安全性を確保し、データ品質を維持することが可能です。</p> <h2>2.データ分析基盤強化の具体的な効果</h2> <p>ここまで、LIMSの導入がどのようにデータ分析基盤の強化に貢献するかを説明しました。<br /> ここからはそれによって得られる具体的な効果を、4つ紹介しましょう。<br /> 2.1 チーム間のコラボレーション促進<br /> 2.2 データドリブンな意思決定の推進<br /> 2.3 研究開発プロセスの効率化<br /> 2.4 組織の競争力向上<br /> 順に解説していきます。</p> <p><b>2.1 チーム間のコラボレーション促進</b><br /> LIMSによるデータ分析基盤の強化は、異なるチームや部門間でのコラボレーションを促進します。データが標準化されていることで扱いやすく、理解もしやすくなるためです。<br /> またLIMSを通じて、情報の共有が容易になります。より迅速かつ円滑なコミュニケーションが可能なため、プロジェクトの進行がスムーズになり、全体の生産性が向上します。<br /> 一方でデータの共有は、改ざんや意図せぬ変更によるデータ品質の低下を招く可能性もあります。しかしLIMSを用いたデータ基盤はアクセス権限を適切に管理できるため、これらのリスクを低く抑えることも可能です。</p> <p><img decoding="async" class="aligncenter size-full wp-image-15464" src="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/4cc8f5323d4a67145a7f8b366f63173f.jpg" alt="イメージ3" width="684" height="449" srcset="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/4cc8f5323d4a67145a7f8b366f63173f.jpg 684w, https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/10/4cc8f5323d4a67145a7f8b366f63173f-300x197.jpg 300w" sizes="(max-width: 684px) 100vw, 684px" /><br /> <b>2.2 データドリブンな意思決定の推進</b><br /> 強化されたデータ分析基盤により、チームはデータドリブンな意思決定を推進できます。一貫性のあるデータ収集・解析プロセスや、リアルタイムのデータアクセスが、より正確な情報に基づく意思決定を後押しするためです。<br /> またLIMSを導入すると、導入前には収集が難しかったデータを蓄積することも可能です。例えば装置の稼働率、業務の偏り、各作業に要する時間など、チーム運営に使えるデータも獲得できるでしょう。<br /> これらによってチームはより正確かつ迅速に結論や決定を導くことができ、効率的な経営を実現できます。</p> <p><b>2.3 プロセスの効率化</b><br /> データ分析基盤の強化によって、品質管理や研究開発のプロセスが効率的になります。自動化されたデータ収集・解析や効率化されたレポート作成などで、担当者はより重要なタスクに集中できるためです。<br /> またデータの再現性と精度の向上により、結果の信頼性が高まり、アウトプットの質も向上します。</p> <p><b>2.4 組織の競争力向上</b><br /> LIMSの導入によるデータ分析基盤の強化は、組織全体の競争力を向上させます。<br /> ここまでに挙げた効果が、革新的な製品・サービスの開発や、顧客満足度の向上に貢献するためです。<br /> 組織は市場での競争優位性を獲得し、持続的な成長が可能となるでしょう。</p> <h2>まとめ</h2> <p>本記事では、品質管理部門や研究室でLIMSを導入するメリットのうち、データ分析基盤の強化に焦点を当ててご紹介しました。<br /> 近年は統計解析やAIの発展もあり、データに基づく意思決定が注目されています。またデータ分析を外部に委託することも珍しくなくなりました。<br /> このような状況において、データ分析基盤はまさに土台となる部分です。ここがしっかりしていないと、いくらデータに基づいていても、誤った判断をしてしまうことがあります。<br /> LIMSの導入によるデータ分析基盤の強化は、今や組織の持続的な成長と市場での競争力向上に欠かせないと言えるでしょう。<br /> 弊社Webサイトでは、他にもLIMSの具体的な活用例をたくさん紹介しております。ぜひこちらも併せてお役立てください。</p> <p><a class="btn btn-red" href="https://www.thermofisher.com/jp/ja/home/digital-solutions/lab-informatics/samplemanager-lims.html?CID=lims_merit5_dss_4_E.22CMD.DS120.10599.01_Social_LAB" target="_blank" rel="noopener">詳細はこちら</a></p> <p><img decoding="async" class="aligncenter size-large wp-image-15309" src="https://www.thermofisher.com/blog/learning-at-the-bench/wp-content/uploads/sites/13/2023/09/b85c4204cef711644fdb194065d3e5fa-1024x597.jpg" alt="LIMS画面" width="80%" height="443" /></p> <p>また、データ管理に関する質問やお悩み、LIMSに関する疑問点などがございましたら、お気軽にお寄せいただければ幸いです。<br /> 皆さまから寄せられたご意見やご質問にお答えできるよう、今後も努めてまいります。<br /> 次回は「<a href="https://www.thermofisher.com/blog/learning-at-the-bench/cidlims-merit5-dss-5/?CID=lims_merit5_dss_4_E.22CMD.DS120.10599.01_Social_LAB" rel="noopener" target="_blank">メリット4 &#8211; 法規制対応の強化</a>」について詳しく解説します。<br /> LIMSの導入によって法規制への対応はより強固になり、担当者の負担も大きく軽減されます。<br /> 次回もぜひ楽しみにお待ちください!</p> <p>また、LIMSに関する他の記事はこちらをご覧ください。<br /> <a href="https://www.thermofisher.com/blog/learning-at-the-bench/tag/lims/?CID=lims_merit5_dss_4_E.22CMD.DS120.10599.01_Social_LAB" target="_blank" rel="noopener">LIMS Archives &#8211; Learning at the Bench (thermofisher.com)</a><br /> 研究用にのみ使用できます。診断目的およびその手続き上での使用はできません。</p> <aside class="mashsb-container mashsb-main "><div 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