Genome-wide annotation of protein-coding genes in pig

Autor: Max Karlsson, Evelina Sjöstedt, Per Oksvold, Åsa Sivertsson, Jinrong Huang, María Bueno Álvez, Muhammad Arif, Xiangyu Li, Lin Lin, Jiaying Yu, Tao Ma, Fengping Xu, Peng Han, Hui Jiang, Adil Mardinoglu, Cheng Zhang, Kalle von Feilitzen, Xun Xu, Jian Wang, Huanming Yang, Lars Bolund, Wen Zhong, Linn Fagerberg, Cecilia Lindskog, Fredrik Pontén, Jan Mulder, Yonglun Luo, Mathias Uhlen

Publikováno v: BMC Biology, Vol 20, Iss 1, Pp 1-18 (2022)

Abstract Background There is a need for functional genome-wide annotation of the protein-coding genes to get a deeper understanding of mammalian biology. Here, a new annotation strategy is introduced based on dimensionality reduction and density-base

Externí odkaz: https://doaj.org/article/1a4c2eb074664d69abac78894b05f1bc

Towards a European health research and innovation cloud (HRIC)

Autor: F. M. Aarestrup, A. Albeyatti, W. J. Armitage, C. Auffray, L. Augello, R. Balling, N. Benhabiles, G. Bertolini, J. G. Bjaalie, M. Black, N. Blomberg, P. Bogaert, M. Bubak, B. Claerhout, L. Clarke, B. De Meulder, G. D’Errico, A. Di Meglio, N. Forgo, C. Gans-Combe, A. E. Gray, I. Gut, A. Gyllenberg, G. Hemmrich-Stanisak, L. Hjorth, Y. Ioannidis, S. Jarmalaite, A. Kel, F. Kherif, J. O. Korbel, C. Larue, M. Laszlo, A. Maas, L. Magalhaes, I. Manneh-Vangramberen, E. Morley-Fletcher, C. Ohmann, P. Oksvold, N. P. Oxtoby, I. Perseil, V. Pezoulas, O. Riess, H. Riper, J. Roca, P. Rosenstiel, P. Sabatier, F. Sanz, M. Tayeb, G. Thomassen, J. Van Bussel, M. Van den Bulcke, H. Van Oyen

Publikováno v: Genome Medicine, Vol 12, Iss 1, Pp 1-14 (2020)

Abstract The European Union (EU) initiative on the Digital Transformation of Health and Care (Digicare) aims to provide the conditions necessary for building a secure, flexible, and decentralized digital health infrastructure. Creating a European Hea

Externí odkaz: https://doaj.org/article/ac6cf0e9999e494d92ae69c81b8cf631

Enhanced validation of antibodies for research applications

Autor: Fredrik Edfors, Andreas Hober, Klas Linderbäck, Gianluca Maddalo, Alireza Azimi, Åsa Sivertsson, Hanna Tegel, Sophia Hober, Cristina Al-Khalili Szigyarto, Linn Fagerberg, Kalle von Feilitzen, Per Oksvold, Cecilia Lindskog, Björn Forsström, Mathias Uhlen

Publikováno v: Nature Communications, Vol 9, Iss 1, Pp 1-10 (2018)

Five validation pillars have been proposed to verify the specificity of research antibodies. Here the authors screen 6,000 antibodies from the Human Protein Atlas with these methods to provide an antibody validation resource for providers and users.

Externí odkaz: https://doaj.org/article/6c7d2dad78f143629130766c264377a4

BMP-7 induces apoptosis in human germinal center B cells and is influenced by TGF-β receptor type I ALK5.

Autor: Lise K Bollum, Kanutte Huse, Morten P Oksvold, Baoyan Bai, Vera I Hilden, Lise Forfang, Sun Ok Yoon, Sébastien Wälchli, Erlend B Smeland, June H Myklebust

Publikováno v: PLoS ONE, Vol 12, Iss 5, p e0177188 (2017)

Selection and maturation of B cells into plasma cells producing high-affinity antibodies occur in germinal centers (GC). GCs form transiently in secondary lymphoid organs upon antigen challenge, and the GC reaction is a highly regulated process. TGF-

Externí odkaz: https://doaj.org/article/06f7bf0979794faab3337f6dfa166607

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