{"id":608495,"date":"2026-08-29T18:02:11","date_gmt":"2026-08-29T18:02:11","guid":{"rendered":"https:\/\/www.newsbeep.com\/ie\/608495\/"},"modified":"2026-08-29T18:02:11","modified_gmt":"2026-08-29T18:02:11","slug":"the-way-you-draw-can-reveal-parkinsons-disease-with-up-to-99-accuracy-study-reveals-sciencealert","status":"publish","type":"post","link":"https:\/\/www.newsbeep.com\/ie\/608495\/","title":{"rendered":"The Way You Draw Can Reveal Parkinson&#8217;s Disease With Up to 99% Accuracy, Study Reveals : ScienceAlert"},"content":{"rendered":"<p>The warning signs of  <a href=\"https:\/\/www.sciencealert.com\/go\/IYl\" class=\"lar_link lar_link_outgoing\" data-linkid=\"73029\" data-postid=\"216050\" rel=\"nofollow noopener\" target=\"_self\">Parkinson&#8217;s<\/a> appear to be all around us.<\/p>\n<p>Scientists have found clues to the disease&#8217;s emergence in <a href=\"https:\/\/www.sciencealert.com\/a-signal-of-parkinsons-may-be-hiding-in-your-hair-study-finds\" rel=\"nofollow noopener\" target=\"_blank\">people&#8217;s hair<\/a>, in <a href=\"https:\/\/www.sciencealert.com\/early-warning-signs-of-parkinsons-may-be-hidden-in-your-blood\" rel=\"nofollow noopener\" target=\"_blank\">their blood<\/a>, and <a href=\"https:\/\/www.sciencealert.com\/your-ear-wax-might-hold-clues-to-early-parkinsons-study-finds\" rel=\"nofollow noopener\" target=\"_blank\">in their earwax too<\/a>.<\/p>\n<p>The <a href=\"https:\/\/www.sciencealert.com\/your-voice-could-hide-the-tell-tale-signs-of-parkinsons-disease\" rel=\"nofollow noopener\" target=\"_blank\">way you talk<\/a>, your <a href=\"https:\/\/www.sciencealert.com\/depression-may-warn-of-parkinsons-or-dementia-years-before-diagnosis\" rel=\"nofollow noopener\" target=\"_blank\">mental health<\/a>, and even <a href=\"https:\/\/www.sciencealert.com\/huge-us-study-shows-living-near-dry-cleaners-is-linked-to-major-disease-risk\" rel=\"nofollow noopener\" target=\"_blank\">where you live<\/a> have all shown varying links to the condition, which affects movement and muscle control.<\/p>\n<p>But despite the potential of these signals, Parkinson&#8217;s disease \u2013 considered the <a href=\"https:\/\/doi.org\/10.3233\/JPD-239005\" rel=\"nofollow noopener\" target=\"_blank\">fastest-growing neurological disorder worldwide<\/a> in terms of disability and death \u2013 still relies heavily on clinical assessments for formal diagnosis. The lack of easily accessible, definitive biomarkers also makes early diagnosis complicated.<\/p>\n<p>However, a test concept described in <a href=\"https:\/\/doi.org\/10.1007\/s10791-026-10507-0\" rel=\"nofollow noopener\" target=\"_blank\">Discover Computing<\/a> could reveal a new path forward.<\/p>\n<p>In a study, a team of researchers in India developed an AI-based system capable of detecting Parkinson&#8217;s disease with striking accuracy, based on how people completed a simple drawing test.<\/p>\n<p>Handwriting and drawing analysis is viewed as a promising non-invasive <a href=\"https:\/\/www.sciencealert.com\/a-signal-of-cognitive-decline-may-be-hidden-in-the-way-you-write\" rel=\"nofollow noopener\" target=\"_blank\">screening tool for future disease<\/a>, and scientists are increasingly pairing it with AI tools that can <a href=\"https:\/\/doi.org\/10.3390\/s26134190\" rel=\"nofollow noopener\" target=\"_blank\">detect signs of neurodegenerative conditions<\/a> based on subtle clues in your penmanship.<\/p>\n<p><img decoding=\"async\" width=\"642\" height=\"452\" src=\"https:\/\/www.newsbeep.com\/ie\/wp-content\/uploads\/2026\/08\/spirals-and-meanders.jpg\" alt=\"The Way You Draw Can Reveal Parkinson's Disease With Up to 99% Accuracy, Study Reveals\" class=\"wp-image-216052\"   loading=\"lazy\"\/>Spirals and meanders drawn by people with and without Parkinson&#8217;s disease, a movement disorder. (Ayus et al., Discov. Comput., 2026)<\/p>\n<p>In an experiment led by first author and computer scientist Ishan Ayus from Siksha &#8216;O&#8217; Anusandhan University, researchers used data from a previous Parkinson&#8217;s study in Brazil involving 66 participants.<\/p>\n<p>In that dataset, comprising  31 individuals with Parkinson&#8217;s and 35 healthy controls, participants performed drawing exercises using a biometric smart pen that captured the images they drew while simultaneously recording signals of their hand movement.<\/p>\n<p>In the tests, the participants traced two kinds of symbols: spiral shapes and <a href=\"https:\/\/en.wikipedia.org\/wiki\/Meander_(art)\" rel=\"nofollow noopener\" target=\"_blank\">meanders<\/a> (made of angular-shaped continuous lines).<\/p>\n<p>Ayus and fellow researchers then fed the images and the sensor data recorded by the smart pen into a series of different deep-learning systems.<\/p>\n<p><img decoding=\"async\" width=\"1200\" height=\"438\" src=\"https:\/\/www.newsbeep.com\/ie\/wp-content\/uploads\/2026\/08\/BiometricSmartPenFMeasuresMotorControl-1200x438.png\" alt=\"The Way You Draw Can Reveal Parkinson's Disease With Up to 99% Accuracy, Study Reveals\" class=\"wp-image-216263\"   loading=\"lazy\"\/>Researchers used data from smart pen recordings that measured finger grip, axial pressure, tilt, and acceleration for healthy controls (left) and Parkinson&#8217;s patients (right). (Ayus et al., Discov. Comput., 2026)<\/p>\n<p>Each model evaluated spatial irregularities in the drawn spiral and meander patterns, in addition to analyzing subtle differences in motor control and hand coordination as recorded by the pen.<\/p>\n<p>The data was then processed using an algorithm called SNAKE, which considered and weighted the various AI model evaluations, before ultimately determining whether each drawing was produced by a person with Parkinson&#8217;s or a healthy control.<\/p>\n<p>According to the researchers, their multi-modal setup outperforms several other AI systems that have previously been used to detect Parkinson&#8217;s from handwriting and drawing tests, correctly identifying meander patterns with 98.95 percent accuracy and spiral patterns with 97.74 percent accuracy.<\/p>\n<p><a href=\"https:\/\/www.sciencealert.com\/newsletter?int_promo=stargazing\" rel=\"nofollow noopener\" target=\"_blank\"><img decoding=\"async\" width=\"642\" height=\"336\" src=\"https:\/\/www.newsbeep.com\/ie\/wp-content\/uploads\/2026\/08\/1788026531_777_FOMO-1200x628-_Dont-miss-the-next-breakthrough_-cosmic-colourful-642x336.jpg\" alt=\"Subscribe to ScienceAlert's free fact-checked newsletter\" class=\"wp-image-201722\"   loading=\"lazy\"\/><\/a><\/p>\n<p>The team attributes their results to the capabilities of the SNAKE algorithm \u2013 which balances the predictions of different deep-learning systems using an accuracy-weighted model \u2013 and also the dual measurement readings provided by smart pens.<\/p>\n<p>&#8220;Handwritten images provide spatial characteristics of stroke irregularities, tremor-induced distortions and shape deviations,&#8221; <a href=\"https:\/\/doi.org\/10.1007\/s10791-026-10507-0\" rel=\"nofollow noopener\" target=\"_blank\">the researchers write<\/a>.<\/p>\n<p>&#8220;In contrast, sensor-based handwriting signals capture temporal motor behavior which includes velocity fluctuations, pressure inconsistencies, and coordination deficits.&#8221;<\/p>\n<p>The researchers acknowledge that the small dataset they used, only 66 people, doesn&#8217;t accurately mirror the clinical diversity of Parkinson&#8217;s disease in large populations, and say their findings should be taken as a sign of their framework&#8217;s potential, rather than as hard proof of its diagnostic effectiveness.<\/p>\n<p>Related: <a href=\"https:\/\/www.sciencealert.com\/a-signal-of-cognitive-decline-may-be-hidden-in-the-way-you-write\" data-type=\"2026\/05\/20\" data-id=\"201640\" rel=\"nofollow noopener\" target=\"_blank\">A Signal of Cognitive Decline May Be Hidden in The Way You Write<\/a><\/p>\n<p>Nonetheless, it sets a promising new threshold for Parkinson&#8217;s detection using these kinds of methods, and subject to validation in larger clinical tests, the team thinks their process could play a much-needed role in enabling easier diagnosis of the disease.<\/p>\n<p>&#8220;Overall, the study shows the growing role of AI in early and accessible screening of neurological disorders, supporting the ongoing transition toward preventive and precision healthcare,&#8221; <a href=\"https:\/\/doi.org\/10.1007\/s10791-026-10507-0\" rel=\"nofollow noopener\" target=\"_blank\">the team writes<\/a>.<\/p>\n<p>&#8220;The proposed framework may ultimately contribute to non-invasive, low-cost, and remotely accessible neurological screening and clinical decision support.&#8221;<\/p>\n<p>The findings are reported in <a href=\"https:\/\/doi.org\/10.1007\/s10791-026-10507-0\" rel=\"nofollow noopener\" target=\"_blank\">Discover Computing<\/a>.<\/p>\n<p>This article was fact-checked by <a href=\"https:\/\/www.sciencealert.com\/clare-watson\" rel=\"nofollow noopener\" target=\"_blank\">Clare Watson<\/a> and edited by <a href=\"https:\/\/www.sciencealert.com\/clare-watson\" rel=\"nofollow noopener\" target=\"_blank\">Clare Watson<\/a>. While we pride ourselves on our process, we are only human. If you spot a mistake, <a href=\"https:\/\/www.sciencealert.com\/contact-us\" rel=\"nofollow noopener\" target=\"_blank\">please let us know<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"The warning signs of Parkinson&#8217;s appear to be all around us. Scientists have found clues to the disease&#8217;s&hellip;\n","protected":false},"author":2,"featured_media":608496,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[103,397,396,61,60,2209],"class_list":["post-608495","post","type-post","status-publish","format-standard","has-post-thumbnail","category-healthcare","tag-health","tag-health-care","tag-healthcare","tag-ie","tag-ireland","tag-msft-content"],"_links":{"self":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts\/608495","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/comments?post=608495"}],"version-history":[{"count":0,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/posts\/608495\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/media\/608496"}],"wp:attachment":[{"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/media?parent=608495"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/categories?post=608495"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.newsbeep.com\/ie\/wp-json\/wp\/v2\/tags?post=608495"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}