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Radiologists Catch More Aggressive Breast Cancers By Using AI To Help Read Mammograms, Study Finds

🤖 AI Summary

**スウェーデンでの大規模検査で分かった AI 活用の効果**

- **対象と方法**
- 10万人の女性を対象に 2 年間のマンモグラム検査を実施。
- 受診者の半数は AI が診断を支援し、残りは従来通り 2 名の放射線科医が二重読影(double reading)を実施。

- **主な結果**
- 「インターバルがん」(定期検査間に新たに見つかる侵襲性腫瘍)の発生率が AI 支援群で 12%減少。
- 数値では、標準読影で 93 件だったのが AI 支援で 82 件となり、11 件(約 12%)の減少。

- **AI の運用形態**
- AI がリスクを評価し、低リスクと判断された画像は 1 名の放射線科医が最終確認。
- 高リスクと判断された画像は従来通り 2 名の医師が読影。

- **意義と今後の課題**
- AI により全体的なスクリーニング精度が向上し、特に予後不良な aggressive がんの早期発見が期待できる。
- 死亡率への影響やコスト効果は長期的・多施設での研究が必要。
- 本研究は単一施設で実施されたこと、参加者の人種・民族情報が未記録である点が限界。

- **次のステップ**
- スウェーデンの研究チームは、AI 支援スクリーニングの費用対効果を評価することを計画中。
A large Swedish study of 100,000 women found that using AI to assist radiologists reading mammograms reduced the rate of aggressive "interval" breast cancers by 12%. CBC News reports: For the study -- published in Thursday's issue of the medical journal The Lancet -- more than 100,000 women had mammography screenings. Half were supported by AI and the rest had their mammograms reviewed by two different radiologists, a standard practice in much of Europe known as double reading. It is not typically used in Canada, where usually one radiologist checks mammograms. The study looked at the rates of interval cancer, the term doctors use for invasive tumors that appear between routine mammograms. They can be harder to detect and studies have shown that they are more likely to be aggressive with a poorer prognosis. The rate of interval cancers decreased by 12 percent in the groups where the AI screening was implemented, the study showed. [...] Throughout the two-year study, the mammograms that were supported by AI were triaged into two different groups. Those that were determined to be low risk needed only one radiologist to examine them, while those that were considered high risk required two. The researchers reported that numerically, the AI-supported screening resulted in 11 fewer interval cancers than standard screening (82 versus 93, or 12 per cent). "This is really a way to improve an overall screening test," [said lead author, Dr. Kristina Lang]. She acknowledged that while the study found a decrease in interval cancer, longer-term studies are needed to find out how AI-supported screening might impact mortality rates. The screenings for the study all took place at one centre in Sweden, which the researchers acknowledged is a limitation. Another is that the race and ethnicity of the participants were not recorded. The next step, Lang said, will be for Swedish researchers to determine cost-effectiveness.

Read more of this story at Slashdot.

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Cancer Might Protect Against Alzheimer's

🤖 AI Summary

**要約(日本語)**

がんとアルツハイマー病は同時に発症しにくいことが長年指摘されてきました。2024年1月22日付の *Cell* 論文(15年の研究期間)では、がん細胞が産生するあるタンパク質が血液を通じて脳に入り、アルツハイマー病に特徴的な誤折りたたみタンパク質の凝集体(アミロイド斑)を分解することがマウスで示されました。このメカニズムは、アルツハイマー病治療薬の新たな標的になる可能性があります。

- 2020年のメタ解析(960万人分)では、がん診断を受けた人はアルツハイマー病の発症リスクが約11%低下していることが報告された。
- ただし、がんで早死することやがん治療による認知障害など、交絡因子の調整が必要で、因果関係は完全には解明されていない。
- カナダ・トロント大学のドナルド・ウィーバー氏は「全体像ではないが、興味深い一片」だと評価。

この研究は、がん細胞が放出するタンパク質がアルツハイマー病の病理を抑制できる可能性を示す初めての分子レベルの証拠であり、将来的な薬剤開発への道筋を提供します。
For decades, researchers have noted that cancer and Alzheimer's disease are rarely found in the same person, fuelling speculation that one condition might offer some degree of protection from the other. Nature: Now, a study in mice provides a possible molecular solution to the medical mystery: a protein produced by cancer cells seems to infiltrate the brain, where it helps to break apart clumps of misfolded proteins that are often associated with Alzheimer's disease. The study, which was 15 years in the making, was published on 22 January in Cell and could help researchers to design drugs to treat Alzheimer's disease. "They have a piece of the puzzle," says Donald Weaver, a neurologist and chemist at the Krembil Research Institute at the University of Toronto in Canada, who was not involved in the study. "It's not the full picture by any stretch of the imagination. But it's an interesting piece." [...] A 2020 meta-analysis of data from more than 9.6 million people found that cancer diagnosis was associated with an 11% decreased incidence of Alzheimer's disease. It has been a difficult relationship to unpick: researchers must control for a variety of external factors. For example, people might die of cancer before they are old enough to develop symptoms of Alzheimer's disease, and some cancer treatments can cause cognitive difficulties, which could obscure an Alzheimer's diagnosis.

Read more of this story at Slashdot.

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