đŸ‘€ M. Vidal

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Also published as: C Vidal,
articles
H Zhou, J Ferlay, RL Siegel +660 more · 2025 · Oncology Reports · added 2026-04-20
H Zhou, J Ferlay, RL Siegel, M Laversanne, I Soerjomataram, A Jemal, F Bray, PS Steeg, KD Miller, HE Fuchs, FX Xu, YL Zhang, JJ Liu, DD Zhang, HB Chen, K Saxena, MK Jolly, JA Bertout, SA Patel, MC Simon, X Meng, FM Kong, J Yu, A Challapalli, L Carroll, EO Aboagye, DC Hinshaw, LA Shevde, P Desai, N Takahashi, R Kumar, S Nichols, J Malin, A Hunt, C Schultz, Y Cao, D Tillo, D Nousome, FF Tam, KL Ning, M Lee, JM Dumlao, JC Choy, AA Tirpe, D Gulei, SM Ciortea, C Crivii, I Berindan-Neagoe, EB Rankin, AJ Giaccia, GN Masoud, W Li, Y Della Rocca, L Fonticoli, TS Rajan, O Trubiani, S Caputi, F Diomede, J Pizzicannella, GD Marconi, SG Zeng, X Lin, JC Liu, J Zhou, RY Hapke, SM Haake, S Musleh Ud Din, SG Streit, BT Huynh, C Hana, AN Abraham, A Hussein, S Liu, Y Zhan, J Luo, J Feng, J Lu, H Zheng, Q Wen, S Fan, C Wang, S Xu, X Yang, W Luo, H Hu, R Chang, J Zhong, M Knabel, R O'Meally, RN Cole, A Pandey, GL Semenza, Y Wei, D Wang, F Jin, Z Bian, L Li, H Liang, M Li, L Shi, C Pan, D Zhu, X Ji, R Zhu, C Gao, H Xie, X Gong, H Jiang, H Zhao, M Zhang, Y He, X Li, Y Xu, X Liu, S Jiang, R Wang, H Yan, L Jin, X Dou, D Chen, V Becker, X Yuan, AS Boewe, E Ampofo, E Ebert, J Hohneck, RM Bohle, E Meese, Y Zhao, MD Menger, J Zhao, CR Qiao, Z Ding, YL Sheng, XN Li, Y Yang, DY Zhu, CY Zhang, DL Liu, K Wu, S Zhao, C Han, Y Zhang, F Liu, J Ren, HL Yin, HW Xu, QY Lin, RD Leone, JD Powell, Z Yu, J Zou, F Xu, J Jin, G Yu, J Gu, S Yang, X Wang, Y Wu, J Wei, J Xu, AL Jackson, B Zhou, WY Kim, KL Eales, KER Hollinshead, DA Tennant, E Dai, W Wang, Y Li, D Ye, R Courtnay, DC Ngo, N Malik, K Ververis, SM Tortorella, TC Karagiannis, F Luo, N Yan, S Li, G Cao, Q Cheng, Q Xia, H Wang, S Shang, MZ Wang, Z Xing, N He, H Nisar, PM SanchidriĂĄn GonzĂĄlez, M Brauny, FM LabontĂ©, C Schmitz, MD Roggan, B Konda, CE Hellweg, Z Guo, L Hu, Q Wang, Y Wang, XP Liu, C Chen, W Hu, X Zhang, C Liang, C Wu, S Wan, L Xu, S Wang, J Wang, X Huang, C Zhang, L Zhou, Y Du, C Li, H Ren, L Zheng, PE Porporato, N Filigheddu, JMB Pedro, G Kroemer, L Galluzzi, OT Brustugun, RX Huang, PK Zhou, H Chen, Z Han, Q Luo, Q Li, H Zuo, L Gong, C Liu, S Han, T Zhou, LY Zhang, JZ He, ZM Miao, YY Li, YM Zhang, ZW Liu, SZ Zhang, Y Chen, GC Zhou, YQ Liu, LH Gray, AD Conger, M Ebert, S Hornsey, OC Scott, AB Herrera-Campos, E Zamudio-Martinez, D Delgado-Bellido, M FernĂĄndez-CortĂ©s, LM Montuenga, FJ Oliver, A Garcia-Diaz, Q Guo, F Lan, X Yan, Z Xiao, Q Zhang, S Roy, S Kumaravel, A Sharma, CL Duran, KJ Bayless, S Chakraborty, CY Hu, CF Hung, PC Chen, JY Hsu, CT Wang, MD Lai, YS Tsai, AL Shiau, GS Shieh, CL Wu, A Mancino, T Schioppa, P Larghi, F Pasqualini, M Nebuloni, IH Chen, S Sozzani, JM Austyn, A Mantovani, A Sica, X Peng, J Huang, Y Tao, HK Eltzschig, LF Thompson, J Karhausen, RJ Cotta, JC Ibla, SC Robson, SP Colgan, J Li, L Wang, X Chen, Y Ping, L Huang, D Yue, Z Zhang, F Wang, SM An, HM Lei, XP Ding, F Sun, YB Tang, HZ Chen, Y Shen, L Zhu, A Kogita, Y Togashi, H Hayashi, S Sogabe, M Terashima, MA De Velasco, K Sakai, Y Fujita, S Tomida, Y Takeyama, S Karan, MY Cho, H Lee, HS Park, M Sundararajan, JL Sessler, KS Hong, MHY Cheng, Y Mo, G Zheng, LC Clark, R Wolf, D Granger, Z Taylor, X Sun, G Niu, N Chan, B Shen, MV Shirmanova, MM Lukina, MA Sirotkina, LE Shimolina, VV Dudenkova, NI Ignatova, S Tobita, VI Shcheslavskiy, EV Zagaynova, JM Vanderkooi, G Maniara, TJ Green, DF Wilson, CJ Koch, SM Evans, MR Horsman, BS SĂžrensen, M Busk, DW Siemann, C Huang, J Liang, X Lei, X Xu, L Luo, X Hu, J Gou, W Lin, F Yang, C Liao, D Nasri, R Manwar, A Kaushik, EE Er, K Avanaki, KA Krohn, JM Link, RP Mason, JR Brender, Y Saida, N Devasahayam, MC Krishna, S Kishimoto, I Godet, S Doctorman, F Wu, DM Gilkes, K Matsumoto, JB Mitchell, W Qin, C Xu, C Yu, S Shen, W Huang, DS Vikram, JL Zweier, P Kuppusamy, B Epel, MK Bowman, C Mailer, HJ Halpern, B Hao, H Dong, R Xiong, C Song, N Li, Q Geng, R Zhang, L Lai, J He, D You, W Duan, X Dong, Y Zhu, L Lin, C Ostheimer, M Bache, A GĂŒttler, M Kotzsch, D Vordermark, A Giatromanolaki, AL Harris, AH Banham, CA Contrafouris, MI Koukourakis, H Geng, L Chen, S Lv, SJ Kim, ZN Rabbani, RT Vollmer, EG Schreiber, E Oosterwijk, MW Dewhirst, Z Vujaskovic, MJ Kelley, D Coppola, M Szabo, D Boulware, P Muraca, M Alsarraj, AF Chambers, TJ Yeatman, T Reese, K StępieƄ, RP Ostrowski, E Matyja, SW Kim, IK Kim, JH Ha, CD Yeo, HH Kang, JW Kim, SH Lee, O Thews, P Vaupel, M Heyboer, D Sharma, W Santiago, N McCulloch, LW Jones, BL Viglianti, JA Tashjian, SM Kothadia, ST Keir, SJ Freedland, MQ Potter, EJ Moon, T Schroeder, JE Herndon, S Jo, J Jeon, G Park, HK Do, J Kang, KJ Ahn, SY Ma, YM Choi, D Kim, B Youn, Y Ki, P Ghosh, C Vidal, S Dey, L Zhang, TM Ashton, WG McKenna, LA Kunz-Schughart, GS Higgins, B Kalyanaraman, G Cheng, M Hardy, M You, M Shameem, AJ Bagherpoor, A Nakhi, P Dosa, G Georg, F Kassie, M Skwarski, DR McGowan, E Belcher, F Di Chiara, D Stavroulias, M McCole, JL Derham, KY Chu, E Teoh, J Chauhan, M Benej, X Hong, S Vibhute, S Scott, J Wu, E Graves, QT Le, AC Koong, B Yu, S Sohoni, T Wang, SP Kalainayakan, PC Konduri, A Ashrafi, P Modareszadeh, N Salamat, PS Alemi, E Berisha, TW Secomb, V Sukhatme, G Bouche, L Meheus, VP Sukhatme, P Pantziarka, BJT Reymen, MW van Gisbergen, AJG Even, CML Zegers, M Das, E Vegt, JE Wildberger, FM Mottaghy, A Yaromina, LJ Dubois, PP Wong, N Bodrug, KM Hodivala-Dilke, S Guelfi, K Hodivala-Dilke, G Bergers, C Wigerup, S PĂ„hlman, D Bexell, Y Xia, HK Choi, K Lee, L Iommarini, AM Porcelli, G Gasparre, I Kurelac, N Albadari, S Deng, J Ma, K Cao, X Ling, P Zhang, J Zhu, H Deng, P Li, Q Hang, Y Jin, M Chen, MS Lara, CM Blakely, JW Riess, H Zhu, S Zhang, W Tian, C Cao, L Shu, A Mahdi, B Darvishi, K Majidzadeh-A, M Salehi, L Farahmand, Z Xie, T Zou, JL Bryant, SL Meredith, KJ Williams, A White, WR Wilson, MP Hay, SX Chen, J Zhang, F Xue, W Liu, Y Kuang, B Gu, S Song, F Shepherd, G Koschel, J Von Pawel, U Gatzmeier, N Van Zandwiyk, P Woll, R Van Klavren, P Krasko, P Desimone, M Nicolson, L Marcu, I Olver, K Graham, E Unger, D Lindsay, CM Garvey, SM Mumenthaler, J Foo, C Meaney, GG Powathil, P Lambin, M Kohandel, BT Oronsky, SJ Knox, JJ Scicinski, B Oronsky, J Scicinski, S Ning, D Peehl, A Oronsky, P Cabrales, M Bednarski, S Knox, L Zhao, C Shen, Y Luo, X Hou, Y Qi, Z Huang, L Gao, M Wu, Y Zhou, X Feng, Z Wu, X Rao, R Zhou, R Meng, P Dey, R Das, S Chatterjee, R Paul, U Ghosh, Y Demizu, O Fujii, H Iwata, N Fuwa, SM Bentzen, V Gregoire, G Meijer, J Steenhuijsen, M Bal, K De Jaeger, D Schuring, J Theuws Show less
Non-small cell lung cancer (NSCLC) is one of the most prevalent and lethal types of cancers worldwide and its high incidence and mortality rates pose a significant public health challenge. Despite sig Show more
Non-small cell lung cancer (NSCLC) is one of the most prevalent and lethal types of cancers worldwide and its high incidence and mortality rates pose a significant public health challenge. Despite significant advances in targeted therapy and immunotherapy, the overall prognosis of patients with NSCLC remains poor. Hypoxia is a critical driving factor in tumor progression, influencing the biological behavior of tumor cells through complex molecular mechanisms. The present review systematically examined the role of the hypoxic microenvironment in NSCLC, demonstrating its crucial role in promoting tumor cell growth, invasion and metastasis. Additionally, it has been previously reported that the hypoxic microenvironment enhances tumor cell resistance by activating hypoxia-inducible factor and regulating exosome secretion. The hypoxic microenvironment also enables tumor cells to adapt to low oxygen and nutrient-deficient conditions by enhancing metabolic reprogramming, such as through upregulating glycolysis. Further studies have shown that the hypoxic microenvironment facilitates immune escape by modulating tumor-associated immune cells and suppressing the antitumor response of the immune system. Moreover, the hypoxic microenvironment increases tumor resistance to radiotherapy, chemotherapy and other types of targeted therapy through various pathways, significantly reducing the therapeutic efficacy of these treatments. Therefore, it could be suggested that early detection of cellular hypoxia and targeted therapy based on hypoxia may offer new therapeutic approaches for patients with NSCLC. The present review not only deepened the current understanding of the mechanisms of action and role of the hypoxic microenvironment in NSCLC but also provided a solid theoretical basis for the future development of precision treatments for patients with NSCLC. Show less
📄 PDF DOI: 10.3892/or.2024.8862
anticancer review
S Weigelt, RA Weinberg, S Mei +175 more · 2024 · BMC Cancer · BioMed Central · added 2026-04-20
S Weigelt, RA Weinberg, S Mei, X Chen, K Wang, Y Chen, N Colombo, C Sessa, A du Bois, J Ledermann, WG McCluggage, I McNeish, H Abdel Mageed, K Van Der Speeten, P Sugarbaker, N Ahmed, R Escalona, D Leung, E Chan, G Kannourakis, W Chowanadisai, SM Messerli, DH Miller, JE Medina, JW Hamilton, MA Messerli, AM Haslehurst, M Koti, M Dharsee, P Nuin, K Evans, J Geraci, P Ghosh, C Vidal, S Dey, L Zhang, LF Dong, J Neuzil, HD Osiewacz, M Huang, CR Myers, Y Wang, M You, SE Weinberg, NS Chandel, O WARBURG, DC Wallace, RM Pascale, DF Calvisi, MM Simile, CF Feo, F Feo, G Kroemer, L Galluzzi, C Brenner, N Joza, E Tasdemir, MC Maiuri, M Hengartner, JM Abrams, Y Ding, V Labitzky, K Legler, M Qi, U Schumacher, B Schmalfeldt, L Oliveira-Ferrer, J Dietl, C Bartmann, C StĂŒrken, J Ghulam, C Stuerken, D Wicklein, R Pries, B Wollenberg, M Metzen, M Bruns, W Deppert, N LĂŒders, E Adam, DJ Flavell, D Boehm, SA Brooks, AJ Leathem, E Hjerpe, S Egyhazi, J Carlson, MF Stolt, K Schedvins, H Johansson, J Guo, X Li, W Zhang, S Zhu, L Chen, S Fulda, L Bockelmann, C Starzonek, AC Niehoff, U Karst, J Thomale, H Schluter, LC Bockelmann, WX Zong, JD Rabinowitz, E White, R Moreno-SĂĄnchez, S RodrĂ­guez-EnrĂ­quez, A MarĂ­n-HernĂĄndez, E Saavedra, Y Kubo, K Tanaka, Y Masuike, T Takahashi, K Yamashita, T Makino, CT Hensley, B Faubert, Q Yuan, N Lev-Cohain, E Jin, J Kim, LA Moukarzel, L Ferrando, H Dopeso, A Stylianou, T Basili, F Pareja, RJ DeBerardinis, JJ Lum, G Hatzivassiliou, CB Thompson, S Dar, J Chhina, I Mert, D Chitale, T Buekers, H Kaur, VW Liu, WC Xue, AN Cheung, HY Ngan, HY Lim, QS Ho, J Low, M Choolani, KP Wong, F Vazquez, JH Lim, H Chim, K Bhalla, G Girnun, K Pierce, EM Kuntz, P Baquero, AM Michie, K Dunn, S Tardito, TL Holyoake, DR Hodge, EM Hurt, WL Farrar, DS Matassa, MR Amoroso, H Lu, R Avolio, D Arzeni, C Procaccini, M Peiris-PagĂšs, UE Martinez-Outschoorn, RG Pestell, F Sotgia, MP Lisanti, AS Anderson, PC Roberts, MI Frisard, MW Hulver, EM Schmelz Show less
Most cancer patients ultimately die from the consequences of distant metastases. As metastasis formation consumes energy mitochondria play an important role during this process as they are the most im Show more
Most cancer patients ultimately die from the consequences of distant metastases. As metastasis formation consumes energy mitochondria play an important role during this process as they are the most important cellular organelle to synthesise the energy rich substrate ATP, which provides the necessary energy to enable distant metastasis formation. However, mitochondria are also important for the execution of apoptosis, a process which limits metastasis formation. We therefore wanted to investigate the mitochondrial content in ovarian cancer cells and link its presence to the patient’s prognosis in order to analyse which of the two opposing functions of mitochondria dominates during the malignant progression of ovarian cancer. Monoclonal antibodies directed against different mitochondrial specific proteins, namely heat shock proteins 60 (HSP60), fumarase and succinic dehydrogenase, were used in immunohistochemistry in preliminary experiments to identify the antibody most suited to detect mitochondria in ovarian cancer cells in clinical tissue samples. The clearest staining pattern, which even delineated individual mitochondria, was seen with the anti-HSP60 antibody, which was used for the subsequent clinical study staining primary ovarian cancers ( n  = 155), borderline tumours ( n  = 24) and recurrent ovarian cancers ( n  = 26). The staining results were semi-quantitatively scored into three groups according to their mitochondrial content: low ( n  = 26), intermediate ( n  = 50) and high ( n  = 84). Survival analysis showed that high mitochondrial content correlated with a statistically significant overall reduced survival rate In addition to the clinical tissue samples, mitochondrial content was analysed in ovarian cancer cells grown in vitro (cell lines: OVCAR8, SKOV3, OVCAR3 and COV644) and in vivo in severe combined immunodeficiency (SCID) mice. In in vivo grown SKOV3 and OVCAR8 cells, the number of mitochondria positive cells was markedly down-regulated compared to the in vitro grown cells indicating that mitochondrial number is subject to regulatory processes. As high mitochondrial content is associated with a poor prognosis, the provision of high energy substrates by the mitochondria seems to be more important for metastasis formation than the inhibition of apoptotic cell death, which is also mediated by mitochondria. In vivo and in vitro grown human ovarian cancer cells showed that the mitochondrial content is highly adaptable to the growth condition of the cancer cells. Show less
📄 PDF DOI: 10.1186/s12885-023-11667-8
mitochondria
S. Trapotsi, G. Drakakis, A. Koutsoukas +1688 more · 2022 · RSC Chemical Biology · Royal Society of Chemistry · added 2026-04-20
S. Trapotsi, G. Drakakis, A. Koutsoukas, I. Cortes–Ciriano, P. MartĂ­nez–Alonso, T. E. Malliavin, A. Velazquez-Campoy, S. C. Brewerton, M. J. Bodkin, D. A. Evans, R. C. Glen, J. A. Carrodeguas, A. Bender, S. W. Page, J. E. Maddison, M. R. Trusheim, E. R. Berndt, F. L. Douglas, L. Rovin, C. J. Bailey, G. Zhou, R. Myers, Y. Li, Y. Chen, X. Shen, J. Fenyk-Melody, M. Wu, J. Ventre, T. Doebber, N. Fujii, N. Musi, M. F. Hirshman, L. J. Goodyear, D. E. Moller, I. Bezprozvanny, J. Wu, Q. Li, A. C. Lai, C. M. Crews, J. Downward, F. Ardito, M. Giuliani, D. Perrone, G. Troiano, L. L. Muzio, H. Lodish, A. Berk, S. L. Zipursky, P. Matsudaira, D. Baltimore, J. Darnell, N. Ammeux, B. E. Housden, A. Georgiadis, Y. Hu, N. Perrimon, J. E. Dumont, S. Dremier, I. Pirson, C. Maenhaut, T. Vu, F. X. Claret, H. S. Camp, O. Li, S. C. Wise, Y. H. Hong, C. L. Frankowski, R. Vanbogelen, T. Leff, K. Kores, J. Konc, U. Bren, M.-A. Trapotsi, L. H. Mervin, A. M. Afzal, N. Sturm, O. Engkvist, I. P. Barrett, B. Baillif, J. Wichard, O. MĂ©ndez-Lucio, D. RouquiĂ©, J. Inglese, D. S. Auld, B. A. Wetmore, J. F. Wambaugh, S. S. Ferguson, M. A. Sochaski, D. M. Rotroff, K. Freeman, H. J. Clewell III, D. J. Dix, M. E. Andersen, K. A. Houck, B. Allen, R. S. Judson, R. Singh, R. J. Kavlock, A. M. Richard, R. S. Thomas, M. Schenone, V. Dančík, B. K. Wagner, P. A. Clemons, A. Subramanian, R. Narayan, S. M. Corsello, D. D. Peck, T. E. Natoli, X. Lu, J. Gould, J. F. Davis, A. A. Tubelli, J. K. Asiedu, D. L. Lahr, J. E. Hirschman, Z. Liu, M. Donahue, B. Julian, M. Khan, D. Wadden, I. C. Smith, D. Lam, A. Liberzon, C. Toder, M. Bagul, M. Orzechowski, O. M. Enache, F. Piccioni, S. A. Johnson, N. J. Lyons, A. H. Berger, A. F. Shamji, A. N. Brooks, A. Vrcic, C. Flynn, J. Rosains, D. Y. Takeda, R. Hu, D. Davison, J. Lamb, K. Ardlie, L. Hogstrom, P. Greenside, N. S. Gray, S. Silver, X. Wu, W.-N. Zhao, W. Read-Button, S. J. Haggarty, L. V. Ronco, J. S. Boehm, S. L. Schreiber, J. G. Doench, J. A. Bittker, D. E. Root, B. Wong, T. R. Golub, J. M. Raser, E. K. O’Shea, A. A. Kalaitzis, N. D. Lawrence, D. P. Nusinow, J. Szpyt, M. Ghandi, C. M. Rose, E. R. McDonald, M. Kalocsay, J. JanĂ©-Valbuena, E. Gelfand, D. K. Schweppe, M. Jedrychowski, J. Golji, D. A. Porter, T. Rejtar, Y. K. Wang, G. V. Kryukov, F. Stegmeier, B. K. Erickson, L. A. Garraway, W. R. Sellers, S. P. Gygi, M.-A. Bray, S. Singh, H. Han, C. T. Davis, B. Borgeson, C. Hartland, M. Kost-Alimova, S. M. Gustafsdottir, C. C. Gibson, A. E. Carpenter, A. X. Lu, O. Z. Kraus, S. Cooper, A. M. Moses, S. N. Chandrasekaran, H. Ceulemans, J. D. Boyd, M. J. Cox, S. Jaensch, J. Van de Waeter, L. Cougnaud, D. Seynaeve, S. Benalla, S. J. Koo, I. Van Den Wyngaert, J.-M. Neefs, D. Malkov, M. Bittremieux, M. Steemans, P. J. Peeters, J. K. Wegner, E. Gustin, Y. T. Chong, H. W. H. Göhlmann, I. Nassiri, M. N. McCall, P. D. Piehowski, V. A. Petyuk, D. J. Orton, F. Xie, M. Ramirez-Restrepo, A. Engel, A. P. Lieberman, R. L. Albin, D. G. Camp, R. D. Smith, A. J. Myers, M. Medo, D. M. Aebersold, M. MedovĂĄ, C. H. Johnson, F. J. Gonzalez, T. Ramirez, M. Daneshian, H. Kamp, F. Y. Bois, M. R. Clench, M. Coen, B. Donley, S. M. Fischer, D. R. Ekman, E. Fabian, C. Guillou, J. Heuer, H. T. Hogberg, H. Jungnickel, H. C. Keun, G. Krennrich, E. Krupp, A. Luch, F. Noor, E. Peter, B. Riefke, M. Seymour, N. Skinner, L. Smirnova, E. Verheij, S. Wagner, T. Hartung, B. van Ravenzwaay, M. Leist, A. M. D. Livera, M. Sysi-Aho, L. Jacob, J. A. Gagnon-Bartsch, S. Castillo, J. A. Simpson, T. P. Speed, R. Chaleckis, I. Meister, P. Zhang, C. E. Wheelock, J. G. Abelin, J. Patel, C. M. Feeney, L. Fagbami, A. L. Creech, L. Pino, J. W. Qiao, E. Kuhn, A. Officer, J. Li, S. Abbatiello, R. Sidman, E. Snyder, S. A. Carr, J. D. Jaffe, Y. A. Chen, S. A. Eschrich, L. Litichevskiy, R. Peckner, C. M. Dunning, J. D. Egertson, S. Egri, T. Ko, B. X. MacLean, A. E. Mungenast, M. Papanastasiou, V. Sharma, J. Z. Young, M. J. MacCoss, L.-H. Tsai, R. Lewis, Z. Tanoli, U. Seemab, A. Scherer, K. Wennerberg, J. Tang, M. VĂ€hĂ€-Koskela, A. Gaulton, L. J. Bellis, A. P. Bento, J. Chambers, M. Davies, A. Hersey, Y. Light, S. McGlinchey, D. Michalovich, B. Al-Lazikani, J. P. Overington, S. Kim, J. Chen, T. Cheng, A. Gindulyte, J. He, S. He, B. A. Shoemaker, P. A. Thiessen, B. Yu, L. Zaslavsky, J. Zhang, E. E. Bolton, I. A. Smit, C. H. G. Allen, F. Svensson, T. Hanser, J. Bajorath, J. Sun, N. Jeliazkova, V. Chupakhin, J.-F. Golib-Dzib, L. Carlsson, J. Wegner, I. Georgiev, V. Jeliazkov, N. Kochev, T. J. Ashby, H. Chen, T. Kalliokoski, C. Kramer, A. Vulpetti, P. Gedeck, A. Lin, D. Horvath, V. Afonina, G. Marcou, J.-L. Reymond, A. Varnek, C. Ye, D. J. Ho, M. Neri, C. Yang, T. Kulkarni, R. Randhawa, M. Henault, N. Mostacci, P. Farmer, S. Renner, R. Ihry, L. Mansur, C. G. Keller, G. McAllister, M. Hild, J. Jenkins, A. Kaykas, P. R. Bushel, R. S. Paules, S. S. Auerbach, H. K. Yalamanchili, Y.-W. Wan, G. X. Y. Zheng, J. M. Terry, P. Belgrader, P. Ryvkin, Z. W. Bent, R. Wilson, S. B. Ziraldo, T. D. Wheeler, G. P. McDermott, J. Zhu, M. T. Gregory, J. Shuga, L. Montesclaros, J. G. Underwood, D. A. Masquelier, S. Y. Nishimura, M. Schnall-Levin, P. W. Wyatt, C. M. Hindson, R. Bharadwaj, A. Wong, K. D. Ness, L. W. Beppu, H. J. Deeg, C. McFarland, K. R. Loeb, W. J. Valente, N. G. Ericson, E. A. Stevens, J. P. Radich, T. S. Mikkelsen, B. J. Hindson, J. H. Bielas, N. J. Schurch, P. Schofield, M. GierliƄski, C. Cole, A. Sherstnev, V. Singh, N. Wrobel, K. Gharbi, G. G. Simpson, T. Owen-Hughes, M. Blaxter, G. J. Barton, A. Koussounadis, S. P. Langdon, I. H. Um, D. J. Harrison, V. A. Smith, X. Xie, E. D. Crawford, D. Peck, J. W. Modell, I. C. Blat, M. J. Wrobel, J. Lerner, J.-P. Brunet, K. N. Ross, M. Reich, H. Hieronymus, G. Wei, S. A. Armstrong, R. Wei, E. S. Lander, R. Edgar, M. Domrachev, A. E. Lash, H. Parkinson, M. Kapushesky, M. Shojatalab, N. Abeygunawardena, R. Coulson, A. Farne, E. Holloway, N. Kolesnykov, P. Lilja, M. Lukk, R. Mani, T. Rayner, A. Sharma, E. William, U. Sarkans, A. Brazma, D. L. Svoboda, T. Saddler, Y. Igarashi, N. Nakatsu, T. Yamashita, A. Ono, Y. Ohno, T. Urushidani, H. Yamada, N. Lim, P. Pavlidis, A. Musa, L. S. Ghoraie, S.-D. Zhang, G. Galzko, O. Yli-Harja, M. Dehmer, B. Haibe-Kains, F. Emmert-Streib, M. Bickle, S. Seal, H. Yang, L. Vollmers, T. R. Jones, M. R. Lamprecht, C. Clarke, I. H. Kang, O. Friman, D. A. Guertin, J. H. Chang, R. A. Lindquist, J. Moffat, P. Golland, D. M. Sabatini, M. Held, M. H. A. Schmitz, B. Fischer, T. Walter, B. Neumann, M. H. Olma, M. Peter, J. Ellenberg, D. W. Gerlich, S. Rajaram, B. Pavie, L. F. Wu, S. J. Altschuler, J. Ollion, J. Cochennec, F. Loll, C. EscudĂ©, T. Boudier, T. Wollmann, M. Gunkel, I. Chung, H. Erfle, K. Rippe, K. Rohr, J. C. Caicedo, A. Goodman, K. W. Karhohs, B. A. Cimini, J. Ackerman, M. Haghighi, C. Heng, T. Becker, M. Doan, C. McQuin, M. Rohban, V. Chernyshev, L. Kamentsky, L. Ding, S. M. Rafelski, D. Thirstrup, W. Wiegraebe, F. Heigwer, S. Warchal, P. 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S. Haque, M. Kibble, N. Saarinen, F. Iorio, S. MĂ€kelĂ€, T. Aittokallio, M. Iwata, R. Sawada, H. Iwata, M. Kotera, Y. Yamanishi, E. Dazert, M. Colombi, T. Boldanova, S. Moes, D. Adametz, L. Quagliata, V. Roth, L. Terracciano, M. H. Heim, P. Jenoe, M. N. Hall, D. Carrella, F. Napolitano, R. Rispoli, M. Miglietta, A. Carissimo, L. Cutillo, F. Sirci, F. Gregoretti, D. Di Bernardo, A. Conesa, S. Beck Show less
The elucidation of a compound's Mechanism of Action (MoA) is a challenging task in the drug discovery process, but it is important in order to rationalise phenotypic findings and to anticipate potenti Show more
The elucidation of a compound's Mechanism of Action (MoA) is a challenging task in the drug discovery process, but it is important in order to rationalise phenotypic findings and to anticipate potential side-effects. Bioinformatic approaches, advances in machine learning techniques and the increasing deposition of high-throughput data in public databases have significantly contributed to recent advances in the field, but it is not straightforward to decide which data and methods are most suitable to use in a given case. In this review, we focus on these methods and data and their applications in generating MoA hypotheses for subsequent experimental validation. We discuss compound-specific data such as -omics, cell morphology and bioactivity data, as well as commonly used supplementary prior knowledge such as network and pathway data, and provide information on databases where this data can be accessed. In terms of methodologies, we discuss both well-established methods (connectivity mapping, pathway enrichment) as well as more developing methods (neural networks and multi-omics integration). Finally, we review case studies where the MoA of a compound was successfully suggested from computational analysis by incorporating multiple data modalities and/or methodologies. Our aim for this review is to provide researchers with insights into the benefits and drawbacks of both the data and methods in terms of level of understanding, biases and interpretation – and to highlight future avenues of investigation which we foresee will improve the field of MoA elucidation, including greater public access to -omics data and methodologies which are capable of data integration. Show less
📄 PDF DOI: 10.1039/d1cb00069a
ML review