{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,10]],"date-time":"2026-08-10T13:28:05Z","timestamp":1786368485929,"version":"build-2736575974"},"reference-count":74,"publisher":"American Chemical Society (ACS)","issue":"15","license":[{"start":{"date-parts":[[2026,7,30]],"date-time":"2026-07-30T00:00:00Z","timestamp":1785369600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004901","name":"Funda??o de Amparo ? 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Therefore, the proposal of strategies against this illness is of major importance and has been widely studied by the scientific community in the past decades. In this sense, these strategies mainly focus on achieving improved therapy and diagnosis, with some proposals focusing on developing chemical agents capable of both treating and diagnosing cancer through targeting a cancer-related biomarker. In the role of cancer-related targets, MALT1 shows great potential as a cancer biomarker, being related to the nuclear factor-\u03baB (NF-\u03baB) signaling activation, an important biochemical process that regulates immune responses and inflammatory events in the human body, and its malfunction is related to the development and survival of several types of cancer. Despite MALT1\u2019s importance as a cancer target, to the best of our knowledge, there is a lack of literature proposing chemical agents capable of treating and diagnosing cancer through this biomarker. Hence, the present work\u2019s main goal was to propose a theranostic agent for this task, for which a combination of biased MD simulations, convolutional variational autoencoders (CVAEs), and quantum calculations was used. From this, it was possible to propose and optimize a compound to achieve a good MALT1 allosteric inhibition ratio while also presenting different fluorescence in different environments, crucial for signaling purposes. From this, both compounds 1 and 2 showed a cyan enol emission to blue enol emission when compared between the water-only environment and the protein environment, a feature that may serve as a molecular signature of the signaling process induced by the compound. In addition, this result also sheds light on the major relevance of enol emission of ESIPT-based probes, a few explored characteristics in the literature, which mainly focus solely on keto emission. Now, regarding inhibition, compound 1 indicated that the use of a phenothiazine derivative was a good choice, and by making a simple modification in its phenothiazine portion to generate compound 2, the inhibition ratio more than doubled, from 29% for compound 1 to 71% for compound 2, with compound 2 being an optimized chemical agent that has promising action suitable for theranostics purposes. Hence, the presented results show a promising direction toward the development of cancer theranostics drugs targeting the MALT1 allosteric pocket and provide a powerful theoretical framework that can be extended to other biological systems.<\/jats:p>","DOI":"10.1021\/acs.jcim.6c01276","type":"journal-article","created":{"date-parts":[[2026,8,4]],"date-time":"2026-08-04T13:21:32Z","timestamp":1785849692000},"page":"9365-9384","source":"Crossref","is-referenced-by-count":0,"title":["From Dynamics to\nDiagnosis and Therapy: A Multiscale\nComputational Framework for MALT1-Targeted Cancer Theranostics"],"prefix":"10.1021","volume":"66","author":[{"given":"Rodrigo M.","family":"Santos","sequence":"first","affiliation":[{"name":"Federal University of Lavras , , , ,","place":["Lavras, Minas Gerais, Brazil, 37200-000"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7324-1353","authenticated-orcid":true,"given":"Teodorico C.","family":"Ramalho","sequence":"additional","affiliation":[{"name":"Federal University of Lavras , , , ,","place":["Lavras, Minas Gerais, Brazil, 37200-000"]},{"name":"University of Hradec Kra\u0301love\u0301 , , ,","place":["Hradec Kra\u0301love\u0301, Czech Republic, 500 03"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"316","published-online":{"date-parts":[[2026,7,30]]},"reference":[{"key":"2026081008102984900_cit3","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijbiomac.2025.139704","article-title":"Carbon-based nanozymes\nfor cancer therapy and diagnosis: A review","volume":"297","author":"Cordani","year":"2025","journal-title":"Int. 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