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市場調査レポート
商品コード
1172713
がん診断におけるAIの世界市場規模、シェア、産業動向分析レポート:エンドユーザー別、コンポーネント別、がんタイプ別、地域別展望と予測、2022年~2028年Global AI In Cancer Diagnostics Market Size, Share & Industry Trends Analysis Report By End-user, By Component, By Cancer Type, By Regional Outlook and Forecast, 2022 - 2028 |
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がん診断におけるAIの世界市場規模、シェア、産業動向分析レポート:エンドユーザー別、コンポーネント別、がんタイプ別、地域別展望と予測、2022年~2028年 |
出版日: 2022年11月30日
発行: KBV Research
ページ情報: 英文 228 Pages
納期: 即納可能
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がん診断におけるAIの世界市場規模は、予測期間中にCAGR28.6%で成長し、2028年には5億900万米ドルに達すると予測されます。
さらに、これらのアルゴリズムは、新しいデータに触れることで更新され続け、情報を得ることができます。ディープラーニングは、機械学習やAIとともに、がんの検出に使用されます。また、人間の脳が全身からの信号を収集、分析、反応する方法を再現した人工神経回路網も利用します。NCIの学内研究プログラムの研究者たちは、前立腺がんや子宮頸がんのがん検査を強化するために、AIの完全な能力を活用しています。
15年前、NCIの医師は、MRIを用いた生検を開始し、研究者が前立腺のがんの可能性がある部分に狙いを定めることができるようになりました。MRI生検は、前立腺がんの専門家が行う検出と治療を強化しました。さらに、AIは臨床医の診断スキルを記録するだけでなく、全国のクリニックが臨床診断と意思決定を支援するためのアルゴリズムを利用できるようにします。
COVID-19インパクト分析
コロナウイルスは、がん診断におけるAI市場にポジティブな影響を与えました。AIと機械学習の導入は、医療機関や臨床施設の作業負担の軽減を支援しました。業界の成長に伴い、多くの国際的なITジャガーノットがコロナウイルスを特定するためのAIツールやソフトウェアの開発に乗り出し、後にがん症状の検出に役立つことになりました。コロナウイルス患者によるヘルスケア専門家の不足は、より良い患者支援と結果を得るためのAIソリューションの採用を後押しします。診断、アフターケア、およびその他の手順は、時間がかかるため、パンデミックの間に維持することが困難でした。
市場の成長要因
ヘルスケア分野での技術進歩の増加
がん診断の検出における技術や人工知能の採用は、ヘルスケア分野の成長を促進します。人工ツールには、低価格の診断手順と迅速な検出データ生成のニーズが含まれています。また、がんの検出とスクリーニングのためのヘルスケア分野における技術開発の需要は、業界の成長をサポートすると予想されます。さらに、政府支出によるヘルスケアの技術強化が、新興国のヘルスケア分野の成長を後押ししています。
がん早期診断のニーズの高まり
早期がん診断に対する意識の高まりが、がん診断におけるAIの成長を後押ししています。医療機関とともに、医療従事者が患者の改善と治療の進歩のためにAI技術を病院に組み合わせることを促進する政府プログラムの数が増加しています。さらに、技術の採用は、民間組織や非営利団体が強化された医療結果を提供し、人々の間で早期診断を増加させる治療費の削減を支援します。
市場抑制要因
ヘルスケア分野におけるAI活用の理解不足
AIシステムと機械学習の知識とトレーニングに加え、巨大なデータセットとデータベースを管理することが、ディープラーニング技術の最大の障壁となっています。しかし、AIの活用は、ゲノム配列などの重要な個人データを提供する可能性があるため、データ漏洩の問題をもたらすこともあります。成長を制限するさまざまな問題には、透明性の欠如、AIアルゴリズムの偏りのリスク、学習目的で利用されるデータ、臨床現場でのAI導入権限に伴う問題発生が含まれます。哲学的な問題は、人工知能が直面する最も困難な問題の1つです。
エンドユーザーの展望
エンドユーザー別では、がん診断におけるAI市場は、病院、手術センター・医療機関、その他に分類されます。2021年のがん診断におけるAI市場では、手術センター・医療機関セグメントが顕著な収益シェアを記録しました。AIの採用により、誤解を招くネガティブやポジティブのケースが減少し、より充実した患者結果を提供できるようになったからです。医療教育の進化は、ヘルスケアの成長とともに推進されています。さらに、AIの実装とより良い発明のためのデータ学習の活用による医療の導入と実践は、業界の成長と意思決定を強化します。
コンポーネントの展望
コンポーネントに基づき、がん診断におけるAI市場は、ソフトウェアソリューション・ハードウェア、およびサービスに区分されます。ソフトウェアソリューションセグメントは、2021年のがん診断におけるAI市場で最高の収益シェアを獲得しました。それは、多くの大手競合企業が、がん診断のための新しいソリューションを発表しているからです。ソフトウェアの助けを借りて、医師は効率的かつ正確にがんや腫瘍の微細なサイズを特定することができます。さらに、人工知能ソフトウェアは、人間の診断システムよりも正確で信頼性が高いです。このソフトウェアプラットフォームは高品質の分析を提供し、迅速な結果は医師の信頼性を高め、人間の安全性とともに生産性を向上させます。
がんの種類別の展望
がん診断におけるAI市場は、がんタイプに基づいて、乳がん、肺がん、前立腺がん・大腸がん、脳腫瘍、皮膚がん・子宮頸がん、その他に分けられます。乳がんセグメントは、2021年のがん診断におけるAI市場で最大の収益シェアを調達しました。乳房の細胞が制御不能になり、乳がんの発生率が高まっているためです。乳がんは、がんとして出てきた乳房のどの細胞が感染しているかに依存します。乳房は、乳管、小葉、結合組織を含む3つのコンポーネントで構成されています。
地域別展望
地域別では、がん診断におけるAI市場は、北米、欧州、アジア太平洋、LAMEAで分析されています。北米セグメントは、2021年にがん診断におけるAI市場で最大の収益シェアを獲得しました。最新のヘルスケアインフラへのアクセス性と共に、がんの有病率が増加していることが、市場の成長を促進しています。しかし、政府のイニシアチブの増加や医療分野への支出は、医療分野におけるAIの成長を促進します。患者の診断数の増加は、この地域のがん診断におけるAIの成長を推進します。
市場参入企業がとる主な戦略は、パートナーシップです。Cardinal matrixで提示された分析に基づき、Microsoft Corporationはがん診断におけるAI市場の先駆者です。Flatiron Health(F. Hoffmann-La Roche Ltd.), Paige AI, Inc., PathAI, Inc.などの企業は、がん診断におけるAI市場における主要な革新者の一人です。
List of Figures
The Global AI In Cancer Diagnostics Market size is expected to reach $509 million by 2028, rising at a market growth of 28.6% CAGR during the forecast period.
Artificial intelligence is an algorithm or computer program that utilizes data or information to make predictions and conclusions. To develop an algorithm, developers have created a bunch of rules or guidelines for the computer to follow the rules and commands. For an instant, Dr. Turkbey along with his team leveraged the current rules about prostate cancer that showed up on the MRI scan machine.
With the help of the machine crew utilized thousands of MRI research in their algorithm, which concluded many people has prostate cancer whereas many of them didn't have any signs of cancer. The algorithm enrolls in how to evaluate and understand data while utilizing machine learning or artificial intelligence. Machine learning may utilize data that are not visible to the human brain or eyes.
Moreover, these algorithms keep on updating and being informed as they are exposed to new data. Deep learning along with machine learning and AI in the detection of cancer. It also utilizes Artificial neural networks which replicate how the human brain collects, analyzes, and reacts to the signals from the entire body. Researchers in NCI's intramural research program is utilizing the complete abilities of AI to enhance cancer testing in prostate and cervical cancer.
15 years ago, NCI physicians started executing biopsies backed by Magnetic resonance imaging, allowing researchers to target the areas of the prostate which could be cancerous. MRI biopsy enhanced the detection and treatment performed by prostate cancer professionals. Moreover, AI helps clinicians to record their diagnostic skills as well as makes algorithms available for clinics across the nation to assist with clinical diagnostics and decision-making.
COVID - 19 Impact Analysis
The coronavirus had a positive impact on AI in the cancer diagnostic market. The implementation of the AI and machine learning assisted to reduce the workload of the health care and clinical facilities. With the growth of the industry, many international IT juggernauts have stepped with to develop AI tools and software to identify the coronavirus which would later help in detecting cancer symptoms. The shortage of healthcare professionals due to the coronavirus cases drives the adoption of AI solutions for better patient assistance and results. The diagnosis, aftercare, and other procedure were hard to maintain during the pandemic as they were time-consuming.
Market Growth Factors
Increasing technological advancements in the healthcare sector
The technologies and the adoption of artificial intelligence in the detection of cancer diagnostics propel the growth of the healthcare sector. The artificial tools contain the need for low-price diagnostic procedures and quick detection data generation. The demand for technology developments in the healthcare sector for detecting and screening cancer is also anticipated to support industry growth. Moreover, the technological enhancement in healthcare by government spending drives the growth of the health care sectors in emerging nations.
Growing need for early cancer diagnosis
The growing awareness of early cancer diagnostics drives the growth of AI in cancer diagnostics. The rise in the number of government programs to promote healthcare organizations along with healthcare providers to combine AI technologies in their hospitals for the betterment and advance the therapy of the patients. Moreover, the adoption of the technologies helps private organizations and nonprofit organizations to deliver enhanced medical results and the reduced cost of treatment which increases early diagnostic among people.
Market Restraining Factors
Lack of Understanding of AI Use in the Healthcare Sector
Managing huge datasets and databases along with the knowledge & training of AI systems and machine learning is the biggest barrier to deep learning technologies. However, the utilization of AI can also bring the issue of data breaches because it could provide crucial individual data such as genomic sequences. The various issues restricting the growth include the lack of transparency, risk of bias for the AI algorithms, data utilized for training purposes, and problem encounters while AI implementation authority in clinical settings. Philosophical issues are one of the thorniest problems faced in artificial intelligence.
End-User Outlook
By End-user, the AI in Cancer Diagnostics Market is classified into Hospital, Surgical Centers and Medical Institutes, and Others. The surgical centers & medical institutes segment registered a remarkable revenue share in the AI in cancer diagnostics market in 2021. It is because the adoption of AI has reduced the cases of misleading negatives and positives to deliver enhanced patient results. The evolution of medical education is propelling along with the growth of healthcare. Moreover, the adoption and practice of medicine with the implementation of AI and the utilization of data learning for better invention enhance the growth and decision making in the industry.
Component Outlook
Based on the Component, the AI in Cancer Diagnostics Market is segmented into Software Solutions Hardware, and Services. The software solutions segment acquired the highest revenue share in the AI in cancer diagnostics market in 2021. It is because many big competitors are launching new solutions for the diagnosis of cancer. With the help of the software, doctors can efficiently and precisely identify the micro size of cancer or tumor. Moreover, artificial intelligence software is more precise and trustworthy than the human diagnostic system. The software platform provides high-quality analytics, and quick results grow the confidence of the doctors as well as boost productivity along with human safety.
Cancer Type Outlook
On the basis of Cancer Type, the AI in Cancer Diagnostics Market is divided into Breast Cancer, Lung Cancer, Prostate & Colorectal Cancer, Brain Tumor, Skin Cancer & Cervical Cancer and Others. The breast cancer segment procured the largest revenue share in the AI in cancer diagnostics market in 2021. It is because the incidence of breast cancer is growing due to the cells in the breast growing out of control. Breast cancer depends on which cell is infected in the breast which came out as cancer. The breast is made up of three components which include ducts, lobules, and connective tissue.
Regional Outlook
Region-wise, the AI in Cancer Diagnostics Market is analyzed across North America, Europe, Asia Pacific, and LAMEA. The North America segment acquired the largest revenue share in the AI in cancer diagnostics market in 2021. The growing cancer prevalence along with the accessibility of the updated healthcare infrastructure propel the growth of the market. However, the increasing government initiatives and the expenditure in the healthcare sector drive the growth of AI in the medical sector. The growing number of patient's diagnostic propels the growth of AI in cancer diagnostics in this region.
The major strategies followed by the market participants are Partnerships. Based on the Analysis presented in the Cardinal matrix; Microsoft Corporation is the forerunner in the AI In Cancer Diagnostics Market. Companies such as Flatiron Health (F. Hoffmann-La Roche Ltd.), Paige AI, Inc., PathAI, Inc. are some of the key innovators in AI In Cancer Diagnostics Market.
The market research report covers the analysis of key stake holders of the market. Key companies profiled in the report include Microsoft Corporation, Flatiron Health, Paige AI, Inc., PathAI, Inc., Therapixel, Tempus, Inc., SkinVision BV, Cancer Center Sp. z o.o., Medial EarlySign and Kheiron Medical Technologies Limited.
Recent Strategies Deployed in AI In Cancer Diagnostics Market
Partnership, Collaboration and Agreement:
Nov-2022: Flatiron Health came into partnership with Caris Life Sciences (Caris), the leading molecular science and technology company. Through this partnership, the company aimed at broadening access to precision medicine at the point of care with seamless ordering and receipt of Caris molecular profiling by integrating OncoEMR platform, a leading cloud-based electronic medical record (EMR) tool.
Aug-2022: PathAI came into partnership with Bristol Myers Squibb, an American multinational pharmaceutical company. Through this partnership, the company aimed at developing drugs by expanding the use of artificial intelligence (AI).
Jan-2022: Flatiron Health joined hands with NCCHE, a Japanese cancer center that provides cancer medicine. The collaboration is aimed at expanding the company's international presence.
Nov-2021: Kheiron Medical Technologies teamed up with Stanford University, a private research university. This collaboration aimed at using the expertise of the Stanford Center for Artificial Intelligence in Medicine & Imaging to enhance the use of AI in new areas of Oncology.
Oct-2021: PathAI came into partnership with Roche, a biotechnology company that develops and provides drugs and diagnostics. Through this partnership, the company aimed at developing and providing its AI pathology through Roche's uPath enterprise software.
Jun-2021: Kheiron Medical Technologies entered into a partnership with Atlas Medical, a manufacturer and supplier of quality Diagnostic Reagents and Kits. The partnership is aimed at launching Mia, a solution for breast cancer screening that supports radiologists in detecting cancer more accurately.
May-2021: Paige joined hands with Quest Diagnostics, an American clinical laboratory that provides diagnostic insights. Through this collaboration, the company aimed at delivering faster, more accurate, and more informed clinical insights by creating new software.
Mar-2021: Paige came into partnership with Epredia, a global leader in precision cancer diagnostics. Through this partnership, the company aimed at helping pathologists to unlock insights from each sample and provide results to the patient and clinician more quickly by offering a portfolio of software.
Dec-2020: Tempus joined hands with Bayer, a German multinational pharmaceutical and biotechnology company. The collaboration aimed at providing genomic testing access and tailored treatment approaches for the oncology community.
Product Launch and Product Expansion:
May-2022: Therapixel launched MammoScreen - 2D and 3D, an AI-based software that automatically analyzes mammograms and displays a summary report to radiologists, providing breast cancer detection and using prior exams to refine prediction.
Mar-2022: Paige unveiled Paige Breast Lymph Node, an AI medical device software, designed to increase the accuracy and efficiency in the detection of breast cancer. The launch focused on helping pathologists detecting if breast cancer has metastasized to lymph nodes.
Acquisition, Joint Venture and Merger:
Jul-2021: PathAI completed the acquisition of Poplar, the management service organization for Poplar Healthcare PLLC, an industry-leading independent anatomic pathology laboratory services provider. Through this acquisition, the company would be able to integrate testing services into its existing artificial intelligence-powered pathology platform.
Market Segments covered in the Report:
By End-user
By Component
By Cancer Type
By Geography
Companies Profiled
Unique Offerings from KBV Research