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This information will be fed back to researchers who will look for trends between types of cells and a patient's response to treatment.
Using the expertise of the public, the new website will allow more samples to be analysed faster and more effectively, freeing up scientists to carry out other cancer research.
Each image of tumour samples will be analysed by several people to ensure that any accidental clicks can be discounted.
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Cell Slider involves looking at images of tumour samples which are stained to highlight different molecules.
"Computers can only go so far they can pick up obvious trends but only the human eye can spot subtleties that have, in the past, led to important serendipitous discoveries."
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In a world first, the site, developed by a team including a Leeds expert, allows people to analyse cancer samples.
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Prof Andrew Hanby, a Cancer Research UK scientist from the University of Leeds, said: "We're being held back by how quickly we can process information on tumour samples.
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Website using 'citizen science' in cancer fight
Initially, the programme will use breast cancer samples but if successful, it will be expanded to cover other types of cancer too.
A tutorial explains which are cancer cells and then users are asked to record how many are yellow and how bright the colour is.
Prof Paul Pharoah, from the University of Cambridge, said: "There is information that can transform cancer treatments buried in our data we just need the manpower to unlock them."
Prof Hanby, who helped set up the site, added: "Cell Slider makes our data so accessible it's not just for scientists and computer geeks everyone can play their part in curing cancer from the comfort of their own homes."
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Experts need thousands of people to look at each image, which could speed up how quickly lifesaving discoveries are made.
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They could show how patients respond, but analysing them takes researchers a long time.
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