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Contributors: Institut de Biologie Computationnelle (IBC), Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE)-Institut National de Recherche en Informatique et en Automatique (Inria)-Université de Montpellier (UM), Institut de Génétique Moléculaire de Montpellier (IGMM), Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM), Méthodes et Algorithmes pour la Bioinformatique (MAB), Laboratoire d'Informatique de Robotique et de Microélectronique de Montpellier (LIRMM), Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM), Institut National de Recherche en Informatique et en Automatique (Inria)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), RIKEN Center for Integrative Medical Sciences [Yokohama] (RIKEN IMS), RIKEN - Institute of Physical and Chemical Research [Japon] (RIKEN), National Institute of Advanced Industrial Science and Technology (AIST), SANOFI Recherche, University of British Columbia (UBC), Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS), Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS), Grapotte, M., Saraswat, M., Bessiere, C., Menichelli, C., Ramilowski, J. A., Severin, J., Hayashizaki, Y., Itoh, M., Tagami, M., Murata, M., Kojima-Ishiyama, M., Noma, S., Noguchi, S., Kasukawa, T., Hasegawa, A., Suzuki, H., Nishiyori-Sueki, H., Frith, M. C., Abugessaisa, I., Aitken, S., Aken, B. L., Alam, I., Alam, T., Alasiri, R., Alhendi, A. M. N., Alinejad-Rokny, H., Alvarez, M. J., Andersson, R., Arakawa, T., Araki, M., Arbel, T., Archer, J., Archibald, A. L., Arner, E., Arner, P., Asai, K., Ashoor, H., Astrom, G., Babina, M., Baillie, J. K., Bajic, V. B., Bajpai, A., Baker, S., Baldarelli, R. M., Balic, A., Bansal, M., Batagov, A. O., Batzoglou, S., Beckhouse, A. G., Beltrami, A. P., Beltrami, C. A., Bertin, N., Bhattacharya, S., Bickel, P. J., Blake, J. A., Blanchette, M., Bodega, B., Bonetti, A., Bono, H., Bornholdt, J., Bttcher, M., Bougouffa, S., Boyd, M., Breda, J., Brombacher, F., Brown, J. B., Bult, C. J., Burroughs, A. M., Burt, D. W., Busch, A., Caglio, G., Califano, A., Cameron, C. J., Cannistraci, C. V., Carbone, A., Carlisle, A. J., Carninci, P., Carter, K. W., Cesselli, D., Chang, J. -C., Chen, J. C., Chen, Y., Chierici, M., Christodoulou, J., Ciani, Y., Clark, E. L., Coskun, M., Dalby, M., Dalla, E., Daub, C. O., Davis, C. A., de Hoon, M. J. L., de Rie, D., Denisenko, E., Deplancke, B., Detmar, M., Deviatiiarov, R., Di Bernardo, D., Diehl, A. D., Dieterich, L. C., Dimont, E., Djebali, S., Dohi, T., Dostie, J., Drablos, F., Edge, A. S. B., Edinger, M., Ehrlund, A., Ekwall, K., Elofsson, A., Endoh, M., Enomoto, H., Enomoto, S., Faghihi, M., Fagiolini, M., Farach-Carson, M. C., Faulkner, G. J., Favorov, A., Fernandes, A. M., Ferrai, C., Forrest, A. R. R., Forrester, L. M., Forsberg, M., Fort, A., Francescatto, M., Freeman, T. C., Frith, M., Fukuda, S., Funayama, M., Furlanello, C., Furuno, M., Furusawa, C., Gao, H., Gazova, I., Gebhard, C., Geier, F., Geijtenbeek, T. B. H., Ghosh, S., Ghosheh, Y., Gingeras, T. R., Gojobori, T., Goldberg, T., Goldowitz, D., Gough, J., Greco, D., Gruber, A. J., Guhl, S., Guigo, R., Guler, R., Gusev, O., Gustincich, S., Ha, T. J., Haberle, V., Hale, P., Hallstrom, B. M., Hamada, M., Handoko, L., Hara, M., Harbers, M., Harrow, J., Harshbarger, J., Hase, T., Hashimoto, K., Hatano, T., Hattori, N., Hayashi, R., Herlyn, M., Hettne, K., Heutink, P., Hide, W., Hitchens, K. J., Sui, S. H., 't Hoen, P. A. C., Hon, C. C., Hori, F., Horie, M., Horimoto, K., Horton, P., Hou, R., Huang, E., Huang, Y., Hugues, R., Hume, D., Ienasescu, H., Iida, K., Ikawa, T., Ikemura, T., Ikeo, K., Inoue, N., Ishizu, Y., Ito, Y., Ivshina, A. V., Jankovic, B. R., Jenjaroenpun, P., Johnson, R., Jorgensen, M., Jorjani, H., Joshi, A., Jurman, G., Kaczkowski, B., Kai, C., Kaida, K., Kajiyama, K., Kaliyaperumal, R., Kaminuma, E., Kanaya, T., Kaneda, H., Kapranov, P., Kasianov, A. S., Katayama, T., Kato, S., Kawaguchi, S., Kawai, J., Kawaji, H., Kawamoto, H., Kawamura, Y. I., Kawasaki, S., Kawashima, T., Kempfle, J. S., Kenna, T. J., Kere, J., Khachigian, L., Kiryu, H., Kishima, M., Kitajima, H., Kitamura, T., Kitano, H., Klaric, E., Klepper, K., Klinken, S. P., Kloppmann, E., Knox, A. J., Kodama, Y., Kogo, Y., Kojima, M., Kojima, S., Komatsu, N., Komiyama, H., Kono, T., Koseki, H., Koyasu, S., Kratz, A., Kukalev, A., Kulakovskiy, I., Kundaje, A., Kunikata, H., Kuo, R., Kuo, T., Kuraku, S., Kuznetsov, V. A., Kwon, T. J., Larouche, M., Lassmann, T., Law, A., Le-Cao, K. -A., Lecellier, C. -H., Lee, W., Lenhard, B., Lennartsson, A., Li, K., Li, R., Lilje, B., Lipovich, L., Lizio, M., Lopez, G., Magi, S., Mak, G. K., Makeev, V., Manabe, R., Mandai, M., Mar, J., Maruyama, K., Maruyama, T., Mason, E., Mathelier, A., Matsuda, H., Medvedeva, Y. A., Meehan, T. F., Mejhert, N., Meynert, A., Mikami, N., Minoda, A., Miura, H., Miyagi, Y., Miyawaki, A., Mizuno, Y., Morikawa, H., Morimoto, M., Morioka, M., Morishita, S., Moro, K., Motakis, E., Motohashi, H., Mukarram, A. K., Mummery, C. L., Mungall, C. J., Murakawa, Y., Muramatsu, M., Nagasaka, K., Nagase, T., Nakachi, Y., Nakahara, F., Nakai, K., Nakamura, K., Nakamura, Y., Nakazawa, T., Nason, G. P., Nepal, C., Nguyen, Q. H., Nielsen, L. K., Nishida, K., Nishiguchi, K. M., Nishiyori, H., Nitta, K., Notredame, C., Ogishima, S., Ohkura, N., Ohno, H., Ohshima, M., Ohtsu, T., Okada, Y., Okada-Hatakeyama, M., Okazaki, Y., Oksvold, P., Orlando, V., Ow, G. S., Ozturk, M., Pachkov, M., Paparountas, T., Parihar, S. P., Park, S. -J., Pascarella, G., Passier, R., Persson, H., Philippens, I. H., Piazza, S., Plessy, C., Pombo, A., Ponten, F., Poulain, S., Poulsen, T. M., Pradhan, S., Prezioso, C., Pridans, C., Qin, X. -Y., Quackenbush, J., Rackham, O., Ramilowski, J., Ravasi, T., Rehli, M., Rennie, S., Rito, T., Rizzu, P., Robert, C., Roos, M., Rost, B., Roudnicky, F., Roy, R., Rye, M. B., Sachenkova, O., Saetrom, P., Sai, H., Saiki, S., Saito, M., Saito, A., Sakaguchi, S., Sakai, M., Sakaue, S., Sakaue-Sawano, A., Sandelin, A., Sano, H., Sasamoto, Y., Sato, H., Saxena, A., Saya, H., Schafferhans, A., Schmeier, S., Schmidl, C., Schmocker, D., Schneider, C., Schueler, M., Schultes, E. A., Schulze-Tanzil, G., Semple, C. A., Seno, S., Seo, W., Sese, J., Sheng, G., Shi, J., Shimoni, Y., Shin, J. W., Simonsanchez, J., Sivertsson, A., Sjostedt, E., Soderhall, C., Laurent, G. S., Stoiber, M. H., Sugiyama, D., Summers, K. M., Suzuki, A. M., Suzuki, K., Suzuki, M., Suzuki, N., Suzuki, T., Swanson, D. J., Swoboda, R. K., Taguchi, A., Takahashi, H., Takahashi, M., Takamochi, K., Takeda, S., Takenaka, Y., Tam, K. T., Tanaka, H., Tanaka, R., Tanaka, Y., Tang, D., Taniuchi, I., Tanzer, A., Tarui, H., Taylor, M. S., Terada, A., Terao, Y., Testa, A. C., Thomas, M., Thongjuea, S., Tomii, K., Triglia, E. T., Toyoda, H., Tsang, H. G., Tsujikawa, M., Uhlen, M., Valen, E., van de Wetering, M., van Nimwegen, E., Velmeshev, D., Verardo, R., Vitezic, M., Vitting-Seerup, K., von Feilitzen, K., Voolstra, C. R., Vorontsov, I. E., Wahlestedt, C., Wasserman, W. W., Watanabe, K., Watanabe, S., Wells, C. A., Winteringham, L. N., Wolvetang, E., Yabukami, H., Yagi, K., Yamada, T., Yamaguchi, Y., Yamamoto, M., Yamamoto, Y., Yamanaka, Y., Yano, K., Yasuzawa, K., Yatsuka, Y., Yo, M., Yokokura, S., Yoneda, M., Yoshida, E., Yoshida, Y., Yoshihara, M., Young, R., Young, R. S., Yu, N. Y., Yumoto, N., Zabierowski, S. E., Zhang, P. G., Zucchelli, S., Zwahlen, M., Chatelain, C., Brehelin, L., Experimental Immunology, Infectious diseases, AII - Infectious diseases, Institute of Biotechnology, Biosciences

Source: Nature Communications, Vol 12, Iss 1, Pp 1-18 (2021)
Nature Communications
Nature Communications, Nature Publishing Group, 2021, 12 (1), ⟨10.1038/s41467-021-23143-7⟩
Grapotte, Mathys; Saraswat, Manu; Bessière, Chloé; Menichelli, Christophe; Ramilowski, Jordan A; Severin, Jessica; Hayashizaki, Yoshihide; Itoh, Masayoshi; Tagami, Michihira; Murata, Mitsuyoshi; Kojima-Ishiyama, Miki; Noma, Shohei; Noguchi, Shuhei; Kasukawa, Takeya; Hasegawa, Akira; Suzuki, Harukazu; Nishiyori-Sueki, Hiromi; Frith, Martin C; Chatelain, Clément; Carninci, Piero; ... (2021). Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network. Nature communications, 12(1), p. 3297. Nature Publishing Group 10.1038/s41467-021-23143-7 <http://dx.doi.org/10.1038/s41467-021-23143-7>
Nature Communications, 12 (1)
Nature Communications, 2021, 12, pp.1-18. ⟨10.1038/s41467-021-23143-7⟩
Nature Communications, Nature Publishing Group, 2021, 12, pp.1-18. ⟨10.1038/s41467-021-23143-7⟩
Grapotte, M, Saraswat, M, Bessière, C, Menichelli, C, Ramilowski, J A, Severin, J, Hayashizaki, Y, Itoh, M, Tagami, M, Murata, M, Kojima-ishiyama, M, Noma, S, Noguchi, S, Kasukawa, T, Hasegawa, A, Suzuki, H, Nishiyori-sueki, H, Frith, M, Abugessaisa, I, Aitken, S, Aken, B L, Alam, I, Alam, T, Alasiri, R, Alhendi, A M N, Alinejad-rokny, H, Alvarez, M J, Andersson, R, Arakawa, T, Araki, M, Arbel, T, Archer, J, Archibald, A L, Arner, E, Arner, P, Asai, K, Ashoor, H, Astrom, G, Babina, M, Baillie, J K, Bajic, V B, Bajpai, A, Baker, S, Baldarelli, R M, Balic, A, Bansal, M, Batagov, A O, Batzoglou, S, Beckhouse, A G, Beltrami, A P, Beltrami, C A, Bertin, N, Bhattacharya, S, Bickel, P J, Blake, J A, Blanchette, M, Bodega, B, Bonetti, A, Bono, H, Bornholdt, J, Bttcher, M, Bougouffa, S, Boyd, M, Breda, J, Brombacher, F, Brown, J B, Bult, C J, Burroughs, A M, Burt, D W, Busch, A, Caglio, G, Califano, A, Cameron, C J, Cannistraci, C V, Carbone, A, Carlisle, A J, Carninci, P, Carter, K W, Cesselli, D, Chang, J, Chen, J C, Chen, Y, Chierici, M, Christodoulou, J, Ciani, Y, Clark, E L, Coskun, M, Dalby, M, Dalla, E, Daub, C O, Davis, C A, De Hoon, M J L, De Rie, D, Denisenko, E, Deplancke, B, Detmar, M, Deviatiiarov, R, Di Bernardo, D, Diehl, A D, Dieterich, L C, Dimont, E, Djebali, S, Dohi, T, Dostie, J, Drablos, F, Edge, A S B, Edinger, M, Ehrlund, A, Ekwall, K, Elofsson, A, Endoh, M, Enomoto, H, Enomoto, S, Faghihi, M, Fagiolini, M, Farach-carson, M C, Faulkner, G J, Favorov, A, Fernandes, A M, Ferrai, C, Forrest, A R R, Forrester, L M, Forsberg, M, Fort, A, Francescatto, M, Freeman, T C, Frith, M, Fukuda, S, Funayama, M, Furlanello, C, Furuno, M, Furusawa, C, Gao, H, Gazova, I, Gebhard, C, Geier, F, Geijtenbeek, T B H, Ghosh, S, Ghosheh, Y, Gingeras, T R, Gojobori, T, Goldberg, T, Goldowitz, D, Gough, J, Greco, D, Gruber, A J, Guhl, S, Guigo, R, Guler, R, Gusev, O, Gustincich, S, Ha, T J, Haberle, V, Hale, P, Hallstrom, B M, Hamada, M, Handoko, L, Hara, M, Harbers, M, Harrow, J, Harshbarger, J, Hase, T, Hasegawa, A, Hashimoto, K, Hatano, T, Hattori, N, Hayashi, R, Hayashizaki, Y, Herlyn, M, Hettne, K, Heutink, P, Hide, W, Hitchens, K J, Sui, S H, ’t Hoen, P A C, Hon, C C, Hori, F, Horie, M, Horimoto, K, Horton, P, Hou, R, Huang, E, Huang, Y, Hugues, R, Hume, D, Ienasescu, H, Iida, K, Ikawa, T, Ikemura, T, Ikeo, K, Inoue, N, Ishizu, Y, Ito, Y, Itoh, M, Ivshina, A V, Jankovic, B R, Jenjaroenpun, P, Johnson, R, Jorgensen, M, Jorjani, H, Joshi, A, Jurman, G, Kaczkowski, B, Kai, C, Kaida, K, Kajiyama, K, Kaliyaperumal, R, Kaminuma, E, Kanaya, T, Kaneda, H, Kapranov, P, Kasianov, A S, Kasukawa, T, Katayama, T, Kato, S, Kawaguchi, S, Kawai, J, Kawaji, H, Kawamoto, H, Kawamura, Y I, Kawasaki, S, Kawashima, T, Kempfle, J S, Kenna, T J, Kere, J, Khachigian, L, Kiryu, H, Kishima, M, Kitajima, H, Kitamura, T, Kitano, H, Klaric, E, Klepper, K, Klinken, S P, Kloppmann, E, Knox, A J, Kodama, Y, Kogo, Y, Kojima, M, Kojima, S, Komatsu, N, Komiyama, H, Kono, T, Koseki, H, Koyasu, S, Kratz, A, Kukalev, A, Kulakovskiy, I, Kundaje, A, Kunikata, H, Kuo, R, Kuo, T, Kuraku, S, Kuznetsov, V A, Kwon, T J, Larouche, M, Lassmann, T, Law, A, Le-cao, K, Lecellier, C, Lee, W, Lenhard, B, Lennartsson, A, Li, K, Li, R, Lilje, B, Lipovich, L, Lizio, M, Lopez, G, Magi, S, Mak, G K, Makeev, V, Manabe, R, Mandai, M, Mar, J, Maruyama, K, Maruyama, T, Mason, E, Mathelier, A, Matsuda, H, Medvedeva, Y A, Meehan, T F, Mejhert, N, Meynert, A, Mikami, N, Minoda, A, Miura, H, Miyagi, Y, Miyawaki, A, Mizuno, Y, Morikawa, H, Morimoto, M, Morioka, M, Morishita, S, Moro, K, Motakis, E, Motohashi, H, Mukarram, A K, Mummery, C L, Mungall, C J, Murakawa, Y, Muramatsu, M, Murata, M, Nagasaka, K, Nagase, T, Nakachi, Y, Nakahara, F, Nakai, K, Nakamura, K, Nakamura, Y, Nakamura, Y, Nakazawa, T, Nason, G P, Nepal, C, Nguyen, Q H, Nielsen, L K, Nishida, K, Nishiguchi, K M, Nishiyori, H, Nitta, K, Noguchi, S, Noma, S, Notredame, C, Ogishima, S, Ohkura, N, Ohno, H, Ohshima, M, Ohtsu, T, Okada, Y, Okada-hatakeyama, M, Okazaki, Y, Oksvold, P, Orlando, V, Ow, G S, Ozturk, M, Pachkov, M, Paparountas, T, Parihar, S P, Park, S, Pascarella, G, Passier, R, Persson, H, Philippens, I H, Piazza, S, Plessy, C, Pombo, A, Ponten, F, Poulain, S, Poulsen, T M, Pradhan, S, Prezioso, C, Pridans, C, Qin, X, Quackenbush, J, Rackham, O, Ramilowski, J, Ravasi, T, Rehli, M, Rennie, S, Rito, T, Rizzu, P, Robert, C, Roos, M, Rost, B, Roudnicky, F, Roy, R, Rye, M B, Sachenkova, O, Saetrom, P, Sai, H, Saiki, S, Saito, M, Saito, A, Sakaguchi, S, Sakai, M, Sakaue, S, Sakaue-sawano, A, Sandelin, A, Sano, H, Sasamoto, Y, Sato, H, Saxena, A, Saya, H, Schafferhans, A, Schmeier, S, Schmidl, C, Schmocker, D, Schneider, C, Schueler, M, Schultes, E A, Schulze-tanzil, G, Semple, C A, Seno, S, Seo, W, Sese, J, Severin, J, Sheng, G, Shi, J, Shimoni, Y, Shin, J W, Simonsanchez, J, Sivertsson, A, Sjostedt, E, Soderhall, C, Laurent, G S, Stoiber, M H, Sugiyama, D, Summers, K M, Suzuki, A M, Suzuki, H, Suzuki, K, Suzuki, M, Suzuki, N, Suzuki, T, Swanson, D J, Swoboda, R K, Tagami, M, Taguchi, A, Takahashi, H, Takahashi, M, Takamochi, K, Takeda, S, Takenaka, Y, Tam, K T, Tanaka, H, Tanaka, R, Tanaka, Y, Tang, D, Taniuchi, I, Tanzer, A, Tarui, H, Taylor, M S, Terada, A, Terao, Y, Testa, A C, Thomas, M, Thongjuea, S, Tomii, K, Triglia, E T, Toyoda, H, Tsang, H G, Tsujikawa, M, Uhlén, M, Valen, E, Van De Wetering, M, Van Nimwegen, E, Velmeshev, D, Verardo, R, Vitezic, M, Vitting-seerup, K, Von Feilitzen, K, Voolstra, C R, Vorontsov, I E, Wahlestedt, C, Wasserman, W W, Watanabe, K, Watanabe, S, Wells, C A, Winteringham, L N, Wolvetang, E, Yabukami, H, Yagi, K, Yamada, T, Yamaguchi, Y, Yamamoto, M, Yamamoto, Y, Yamamoto, Y, Yamanaka, Y, Yano, K, Yasuzawa, K, Yatsuka, Y, Yo, M, Yokokura, S, Yoneda, M, Yoshida, E, Yoshida, Y, Yoshihara, M, Young, R, Young, R S, Yu, N Y, Yumoto, N, Zabierowski, S E, Zhang, P G, Zucchelli, S, Zwahlen, M, Chatelain, C, Carninci, P, De Hoon, M J L, Wasserman, W W, Bréhélin, L & Lecellier, C 2021, ' Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network ', Nature Communications, vol. 12, no. 1 . https://doi.org/10.1038/s41467-021-23143-7
Nature communications, vol 12, iss 1
Grapotte, M, Saraswat, M, Bessière, C, Menichelli, C, Ramilowski, J A, Severin, J, Hayashizaki, Y, Itoh, M, Tagami, M, Murata, M, Kojima-Ishiyama, M, Noma, S, Noguchi, S, Kasukawa, T, Hasegawa, A, Suzuki, H, Nishiyori-Sueki, H, Frith, M C, Abugessaisa, I, Aitken, S, Aken, B L, Alam, I, Alam, T, Alasiri, R, Alhendi, A M N, Alinejad-Rokny, H, Alvarez, M J, Andersson, R, Arakawa, T, Araki, M, Arbel, T, Bornholdt, J, Boyd, M, Chen, Y, Coskun, M, Dalby, M, Ienasescu, H, Jørgensen, M, Kaczkowski, B, Kere, J, Li, K, Lilje, B, Nepal, C, Nguyen, Q H, Nielsen, L K, Rennie, S, Sandelin, A, Valen, E, Vitezic, M, Vitting-Seerup, K & FANTOM Consortium 2021, ' Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network ', Nature Communications, vol. 12, 3297 . https://doi.org/10.1038/s41467-021-23143-7
Nature communications, 12(1):3297. Nature Publishing Group