DEC 23, 2019 7:11 AM PST

Can Artifical Intelligence Detect Leukemia?

WRITTEN BY: Nouran Amin

Artificial intelligence has always been a hot topic of discussion in the medical sciences with a whirlwind of applications. However, know the latest curiosity is if AI can detect leukemia?

The answer is yes! Specifically, it can detect acute myeloid leukemia—a fatal disease and one of the most common forms of blood cancer.

Learn more about acute myeloid leukemia (AML):

Researchers at the German Center for Neurodegenerative Diseases (DZNE) and the University of Bonn were able to demonstrate that their AI approach can provide high reliability diagnostics and accelerate the early use of treatments. The method was based on analysis of gene activity in blood cells.

"We aimed to investigate the potential on the basis of a specific example," explains Prof. Joachim Schultze, a research group leader at the DZNE and head of the Department for Genomics and Immunoregulation at the LIMES Institute of the University of Bonn. "Because this requires large amounts of data, we evaluated data on the gene activity of blood cells. Numerous studies have been carried out on this topic and the results are available through databases. Thus, there is an enormous data pool. We have collected virtually everything that is currently available."

Learn more about gene regulation:

In the study, researchers focused their approach on something called a “transcriptome” or the ‘fingerprint of gene activity’ that can determine what genes are currently active and those that are sleeping.

"The transcriptome holds important information about the condition of cells. However, classical diagnostics is based on different data. We therefore wanted to find out what an analysis of the transcriptome can achieve using artificial intelligence, that is to say trainable algorithms," said Schultze, who is member of the Bonn-based "ImmunoSensation" cluster of excellence. "In the long term, we intend to apply this approach to further topics, in particular in the field of dementia."

AML is a blood cancer that can alter bone marrow cells and evenatually enter the bloodstream—allowing both helath and tumor cells to mix freely providing a deadly hub. In the study, data retrieved from 12,000 blood samples taken from 105 different allowed researchers to determine that cells have particular gene activity patterns. Researchers were then able to add their algorithms and allow for machine learning to categorize samples as AML or no AML.

"The algorithms then searched the transcriptome for disease-specific patterns. This is a largely automated process. It's called machine learning," said Schultze. "Of course, we knew the classification as it was listed in the original data, but the software did not. We then checked the hit rate. It was above 99 percent for some of the applied methods. In fact, we tested various methods from the repertoire of machine learning and artificial intelligence. There was actually one algorithm that was particularly good, but the others were close behind."

Findings were published in the journal iScience and is based on the largest dataset to date for a metastudy on AML.

 

Source: Science Daily

About the Author
  • Nouran earned her BS and MS in Biology at IUPUI and currently shares her love of science by teaching. She enjoys writing on various topics as well including science & medicine, global health, and conservation biology. She hopes through her writing she can make science more engaging and communicable to the general public.
You May Also Like
MAY 06, 2020
Chemistry & Physics
Electronic nose could detect COPD
MAY 06, 2020
Electronic nose could detect COPD
An electronic nose capable of identifying respiratory tract infections could come in great handy in times like these. At ...
MAY 10, 2020
Technology
Forecasting Urbanization for The Next 100 Years
MAY 10, 2020
Forecasting Urbanization for The Next 100 Years
The new simulation model created by researchers at the University of Delaware addresses the concept of urbanization. The ...
JUN 05, 2020
Chemistry & Physics
New Solid-State Battery Bids Farewell to Life-Span Limiting Dendrites
JUN 05, 2020
New Solid-State Battery Bids Farewell to Life-Span Limiting Dendrites
A team of Samsung-sponsored researchers reported in a Nature article an innovative design of solid-state batteries  ...
JUN 14, 2020
Space & Astronomy
SpaceX Launches First Rideshare Mission with Great Success
JUN 14, 2020
SpaceX Launches First Rideshare Mission with Great Success
If you’ve been following SpaceX, then you’d know that the commercial space company has been launching quite ...
JUN 13, 2020
Technology
An Alogrithim That Can Help Manage Type 1 Diabetes
JUN 13, 2020
An Alogrithim That Can Help Manage Type 1 Diabetes
Artificial Intelligence (AI) has already made strides in almost every field and medicine is no exception. Scientists at ...
JUL 02, 2020
Chemistry & Physics
Carbon Nanolattices: Lighter Than (Atomic) Feathers, Tougher Than Diamonds
JUL 02, 2020
Carbon Nanolattices: Lighter Than (Atomic) Feathers, Tougher Than Diamonds
Carbon is known for its plentiful allotropes, such as the naturally existing graphite and diamond, as well as synthetic ...
Loading Comments...