THE EFFECT OF CULTURE-SPECIFIC DIFFERENCES IN URBAN STREETSCAPES ON THE INFERENCE ACCURACY OF DEEP LEARNING MODELS

Autor: Inoue, T., Manabe, R., Murayama, A., Koizumi, H.

Publikováno v: ISPRS Annals of the Photogrammetry, Remote Sensing and Spatial Information Sciences. :73-80

Owing to the increasing focus on places in urban planning and design, methods to evaluate the quality and value of urban places is crucially needed. Many studies use deep learning models to identify the proportion and composition of landscape element

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::c13bcf7adb518241e644ae8acf2d11d2
https://doi.org/10.5194/isprs-annals-x-4-w3-2022-73-2022

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

Autor: 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.

Publikováno v: Nature communications, vol 12, iss 1
Nature Communications
Nature Communications, 2021, 12, pp.1-18/3297. ⟨10.1038/s41467-021-23143-7⟩
Nature communications, 12(1):3297. Nature Publishing Group
Nature Communications, Nature Publishing Group, 2021, 12, pp.1-18. ⟨10.1038/s41467-021-23143-7⟩
Nature Communications, Vol 12, Iss 1, Pp 1-18 (2021)
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
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
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, Nature Publishing Group, 2021, 12 (1), ⟨10.1038/s41467-021-23143-7⟩
Nature Communications, 12 (1)

Using the Cap Analysis of Gene Expression (CAGE) technology, the FANTOM5 consortium provided one of the most comprehensive maps of transcription start sites (TSSs) in several species. Strikingly, ~72% of them could not be assigned to a specific gene

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::071cc9b35fa8ab5830f24ee8cb404eaf
https://pubmed.ncbi.nlm.nih.gov/35232988