Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network

10.1038/s41467-021-23143-7

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Main Authors: 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., Abugessaisa, Imad, Aitken, Stuart, Aken, Bronwen L., Alam, Intikhab, Alam, Tanvir, Alasiri, Rami, Alhendi, Ahmad M. N., Alinejad-Rokny, Hamid, Alvarez, Mariano J., Andersson, Robin, Arakawa, Takahiro, Araki, Marito, Arbel, Taly, Archer, John, Archibald, Alan L., Arner, Erik, Arner, Peter, Asai, Kiyoshi, Ashoor, Haitham, Astrom, Gaby, 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, Nicolas, 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, Piero, 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 Hoom, Michiel 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., 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., 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., 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, Wyeth 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, Clement, Bréhélin, L., FANTOM consortium.
Other Authors: DEAN'S OFFICE (DUKE-NUS MEDICAL SCHOOL)
Format: Article
Published: Nature Research 2022
Online Access:https://scholarbank.nus.edu.sg/handle/10635/232324
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Institution: National University of Singapore
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record_format dspace
institution National University of Singapore
building NUS Library
continent Asia
country Singapore
Singapore
content_provider NUS Library
collection ScholarBank@NUS
description 10.1038/s41467-021-23143-7
author2 DEAN'S OFFICE (DUKE-NUS MEDICAL SCHOOL)
author_facet DEAN'S OFFICE (DUKE-NUS MEDICAL SCHOOL)
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.
Abugessaisa, Imad
Aitken, Stuart
Aken, Bronwen L.
Alam, Intikhab
Alam, Tanvir
Alasiri, Rami
Alhendi, Ahmad M. N.
Alinejad-Rokny, Hamid
Alvarez, Mariano J.
Andersson, Robin
Arakawa, Takahiro
Araki, Marito
Arbel, Taly
Archer, John
Archibald, Alan L.
Arner, Erik
Arner, Peter
Asai, Kiyoshi
Ashoor, Haitham
Astrom, Gaby
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, Nicolas
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, Piero
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 Hoom, Michiel 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, Martin C.
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, Akira
Hashimoto, K.
Hatano, T.
Hattori, N.
Hayashi, R.
Hayashizaki, Yoshihide
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, Masayoshi
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, Takeya
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.
Murata, Mitsuyoshi
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, Shuhei
Noma, Shohei
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, Jordan A.
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, Jessica
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, Harukazu
Suzuki, K.
Suzuki, M.
Suzuki, N.
Suzuki, T.
Swanson, D.J.
Swoboda, R.K.
Tagami, Michihira
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, Wyeth 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, Clement
Carninci, Piero
de Hoom, Michiel J. L.
Wasserman, Wyeth W.
Bréhélin, L.
Lecellier, C.-H.
FANTOM consortium.
format Article
author 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.
Abugessaisa, Imad
Aitken, Stuart
Aken, Bronwen L.
Alam, Intikhab
Alam, Tanvir
Alasiri, Rami
Alhendi, Ahmad M. N.
Alinejad-Rokny, Hamid
Alvarez, Mariano J.
Andersson, Robin
Arakawa, Takahiro
Araki, Marito
Arbel, Taly
Archer, John
Archibald, Alan L.
Arner, Erik
Arner, Peter
Asai, Kiyoshi
Ashoor, Haitham
Astrom, Gaby
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, Nicolas
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, Piero
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 Hoom, Michiel 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, Martin C.
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, Akira
Hashimoto, K.
Hatano, T.
Hattori, N.
Hayashi, R.
Hayashizaki, Yoshihide
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, Masayoshi
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, Takeya
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.
Murata, Mitsuyoshi
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, Shuhei
Noma, Shohei
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, Jordan A.
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, Jessica
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, Harukazu
Suzuki, K.
Suzuki, M.
Suzuki, N.
Suzuki, T.
Swanson, D.J.
Swoboda, R.K.
Tagami, Michihira
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, Wyeth 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, Clement
Carninci, Piero
de Hoom, Michiel J. L.
Wasserman, Wyeth W.
Bréhélin, L.
Lecellier, C.-H.
FANTOM consortium.
spellingShingle 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.
Abugessaisa, Imad
Aitken, Stuart
Aken, Bronwen L.
Alam, Intikhab
Alam, Tanvir
Alasiri, Rami
Alhendi, Ahmad M. N.
Alinejad-Rokny, Hamid
Alvarez, Mariano J.
Andersson, Robin
Arakawa, Takahiro
Araki, Marito
Arbel, Taly
Archer, John
Archibald, Alan L.
Arner, Erik
Arner, Peter
Asai, Kiyoshi
Ashoor, Haitham
Astrom, Gaby
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, Nicolas
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, Piero
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 Hoom, Michiel 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, Martin C.
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, Akira
Hashimoto, K.
Hatano, T.
Hattori, N.
Hayashi, R.
Hayashizaki, Yoshihide
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, Masayoshi
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, Takeya
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.
Murata, Mitsuyoshi
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, Shuhei
Noma, Shohei
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, Jordan A.
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, Jessica
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, Harukazu
Suzuki, K.
Suzuki, M.
Suzuki, N.
Suzuki, T.
Swanson, D.J.
Swoboda, R.K.
Tagami, Michihira
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, Wyeth 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, Clement
Carninci, Piero
de Hoom, Michiel J. L.
Wasserman, Wyeth W.
Bréhélin, L.
Lecellier, C.-H.
FANTOM consortium.
Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
author_sort Grapotte, Mathys
title Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
title_short Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
title_full Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
title_fullStr Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
title_full_unstemmed Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
title_sort discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network
publisher Nature Research
publishDate 2022
url https://scholarbank.nus.edu.sg/handle/10635/232324
_version_ 1749178860048482304
spelling sg-nus-scholar.10635-2323242022-10-12T07:56:27Z Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network 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. Abugessaisa, Imad Aitken, Stuart Aken, Bronwen L. Alam, Intikhab Alam, Tanvir Alasiri, Rami Alhendi, Ahmad M. N. Alinejad-Rokny, Hamid Alvarez, Mariano J. Andersson, Robin Arakawa, Takahiro Araki, Marito Arbel, Taly Archer, John Archibald, Alan L. Arner, Erik Arner, Peter Asai, Kiyoshi Ashoor, Haitham Astrom, Gaby 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, Nicolas 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, Piero 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 Hoom, Michiel 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, Martin C. 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, Akira Hashimoto, K. Hatano, T. Hattori, N. Hayashi, R. Hayashizaki, Yoshihide 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, Masayoshi 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, Takeya 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. Murata, Mitsuyoshi 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, Shuhei Noma, Shohei 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, Jordan A. 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, Jessica 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, Harukazu Suzuki, K. Suzuki, M. Suzuki, N. Suzuki, T. Swanson, D.J. Swoboda, R.K. Tagami, Michihira 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, Wyeth 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, Clement Carninci, Piero de Hoom, Michiel J. L. Wasserman, Wyeth W. Bréhélin, L. Lecellier, C.-H. FANTOM consortium. DEAN'S OFFICE (DUKE-NUS MEDICAL SCHOOL) 10.1038/s41467-021-23143-7 Nature Communications 12 1 3297 2022-10-12T07:56:20Z 2022-10-12T07:56:20Z 2021-06-02 Article 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., Abugessaisa, Imad, Aitken, Stuart, Aken, Bronwen L., Alam, Intikhab, Alam, Tanvir, Alasiri, Rami, Alhendi, Ahmad M. N., Alinejad-Rokny, Hamid, Alvarez, Mariano J., Andersson, Robin, Arakawa, Takahiro, Araki, Marito, Arbel, Taly, Archer, John, Archibald, Alan L., Arner, Erik, Arner, Peter, Asai, Kiyoshi, Ashoor, Haitham, Astrom, Gaby, 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, Nicolas, 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, Piero, 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 Hoom, Michiel 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, Martin C., 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, Akira, Hashimoto, K., Hatano, T., Hattori, N., Hayashi, R., Hayashizaki, Yoshihide, 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, Masayoshi, 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, Takeya, 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., Murata, Mitsuyoshi, 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, Shuhei, Noma, Shohei, 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, Jordan A., 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, Jessica, 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, Harukazu, Suzuki, K., Suzuki, M., Suzuki, N., Suzuki, T., Swanson, D.J., Swoboda, R.K., Tagami, Michihira, 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, Wyeth 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, Clement, Carninci, Piero, de Hoom, Michiel J. L., Wasserman, Wyeth W., Bréhélin, L., Lecellier, C.-H., FANTOM consortium. (2021-06-02). Discovery of widespread transcription initiation at microsatellites predictable by sequence-based deep neural network. Nature Communications 12 (1) : 3297. ScholarBank@NUS Repository. https://doi.org/10.1038/s41467-021-23143-7 2041-1723 https://scholarbank.nus.edu.sg/handle/10635/232324 Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/ Nature Research Scopus OA2021