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AI Method Developed to Identify Parkinson’s Disease

时间:2022-10-05 22:59:14

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AI Method Developed to Identify Parkinson’s Disease

American researchers have developed an artificial intelligence (AI) method to identify Parkinson's disease.

The system works by measuring a person's breathing patterns during sleep. A study describing the method says it can also measure the severity of disease and record its progression. The study recently appeared in the publication Nature Medicine.

The researchers note that early signs of Parkinson's disease are not easy to discover. Many signs, or symptoms, only appear years after the disease sets in.

Researchers have investigated other methods for identifying, or detecting, the disease before it has a chance to develop. These included examinations of brain fluid or brain images. But these methods are costly1 and require specialized2 medical centers.

The research team says the new AI-based system is simple and can identify the disease early in its development.

Parkinson's is a neurological disease that harms the brain. It often causes patients to lose the ability to control their movements. This can affect a patient's walking movements and cause body tremors4. Many patients also suffer from cognition problems, as well as mental health issues and sleep difficulties.

The World Health Organization (WHO) reports Parkinson's disease is currently the fastest growing neurological condition worldwide. Cases of the disease have doubled during the past 25 years.

The WHO estimates that more than 8.5 million people worldwide have Parkinson's. Because of its effects on the body, dealing5 with the disease can put pressure on the health care system and individual caregivers.

The AI method to identify Parkinson's was developed by researchers at the Massachusetts Institute of Technology (MIT) and other educational and health organizations.

The system records data about a person's nighttime breathing. This information is collected by devices that measure signals from a breathing sensor6 on the body or from radio signals in the room.

The data is then processed through what the researchers call a neural7 network. A neural network is a computer system built to simulate, or act like, the human brain.

The neural network used by the Parkinson's disease tool contains "a series of connected algorithms," the researchers said in a statement. The algorithms examine the subject's breathing patterns in an effort to predict the presence of disease.

Dina Katabi is a professor of electrical engineering and computer science at MIT. She helped lead the research. She said the act of breathing has always been connected to Parkinson's disease. "A relationship between Parkinson's and breathing was noted8 as early as 1817, in the work of Dr. James Parkinson," Katabi said.

She said this connection led the research team "to consider the potential of detecting the disease from one's breathing without looking at movements." Past studies have shown that breathing patterns linked to Parkinson's can appear years before other symptoms. This means the AI system can be an early predictor of the disease, Katabi said.

The algorithm was tested on 7,687 individuals, including 757 Parkinson's patients. The study included data from several American hospitals and other public information.

The experiments showed that with just one night of sleep, the AI system was able to detect Parkinson's disease with up to 86 percent accuracy, the study found. With 12 nights of data, the rate went up to 95 percent.

The researchers say the simplicity9 of the tool will enable many more people to be tested for the disease in their homes. They said this can especially help people in traditionally underserved communities, as well as individuals living in rural areas or with limited abilities to visit hospitals.

Words in This Story

artificial intelligence – n. the development of computer systems with the ability to perform work that normally requires human intelligence

pattern – n. a regular and repeated way in which something happens

tremor3 – n. a shaking of part of the body that cannot be controlled

cognition – n. the mental action or process of gaining knowledge and understanding through thought, experience and the senses

algorithm – n. a set of steps that are followed in order to solve a mathematical problem or to complete a computer process

potential – n. a possibility when the necessary conditions exist

accurate – adj. correct or true


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点击收听单词发音收听单词发音  

1 costly 7zXxh     
adj.昂贵的,价值高的,豪华的
参考例句:
  • It must be very costly to keep up a house like this.维修这么一幢房子一定很昂贵。
  • This dictionary is very useful,only it is a bit costly.这本词典很有用,左不过贵了些。
2 specialized Chuzwe     
adj.专门的,专业化的
参考例句:
  • There are many specialized agencies in the United Nations.联合国有许多专门机构。
  • These tools are very specialized.这些是专用工具。
3 tremor Tghy5     
n.震动,颤动,战栗,兴奋,地震
参考例句:
  • There was a slight tremor in his voice.他的声音有点颤抖。
  • A slight earth tremor was felt in California.加利福尼亚发生了轻微的地震。
4 tremors 266b933e7f9df8a51b0b0795733d1e93     
震颤( tremor的名词复数 ); 战栗; 震颤声; 大地的轻微震动
参考例句:
  • The story was so terrible that It'sent tremors down my spine. 这故事太可怕,它使我不寒而栗。
  • The story was so terrible that it sent tremors down my spine. 这故事太可怕,它使我不寒而栗。
5 dealing NvjzWP     
n.经商方法,待人态度
参考例句:
  • This store has an excellent reputation for fair dealing.该商店因买卖公道而享有极高的声誉。
  • His fair dealing earned our confidence.他的诚实的行为获得我们的信任。
6 sensor sz7we     
n.传感器,探测设备,感觉器(官)
参考例句:
  • The temperature sensor is enclosed in a protective well.温度传感器密封在保护套管中。
  • He plugged the sensor into a outlet.他把传感器插进电源插座。
7 neural DnXzFt     
adj.神经的,神经系统的
参考例句:
  • The neural network can preferably solve the non- linear problem.利用神经网络建模可以较好地解决非线性问题。
  • The information transmission in neural system depends on neurotransmitters.信息传递的神经途径有赖于神经递质。
8 noted 5n4zXc     
adj.著名的,知名的
参考例句:
  • The local hotel is noted for its good table.当地的那家酒店以餐食精美而著称。
  • Jim is noted for arriving late for work.吉姆上班迟到出了名。
9 simplicity Vryyv     
n.简单,简易;朴素;直率,单纯
参考例句:
  • She dressed with elegant simplicity.她穿着朴素高雅。
  • The beauty of this plan is its simplicity.简明扼要是这个计划的一大特点。

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