Abstract
Small regulatory RNAs (microRNAs, siRNAs, and piRNAs) exhibit several unique features that clearly distinguish them from other known gene regulators. Their genomic organization, mode of action, and proposed biological functions raise specific questions. In this review, we focus on the quantitative aspect of small regulatory RNA biology. The original nature of these small RNAs accelerated the development of novel detection techniques and improved statistical methods and promoted new concepts that may unexpectedly generalize to other gene regulators. Quantification of natural phenomena is at the core of scientific practice, and the unique challenges raised by small regulatory RNAs have prompted many creative innovations by the scientific community.
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Ghildiyal, M., and Zamore, P. D. (2009) Nat. Rev. Genet., 10, 94–108.
Kozomara, A., and Griffiths-Jones, S. (2011) Nucleic Acids Res., 39, D152–157.
Jackson, A. L., Bartz, S. R., Schelter, J., Kobayashi, S. V., Burchard, J., Mao, M., Li, B., Cavet, G., and Linsley, P. S. (2003) Nat. Biotechnol., 21, 635–637.
Lim, L. P., Lau, N. C., Garrett-Engele, P., Grimson, A., Schelter, J. M., Castle, J., Bartel, D. P., Linsley, P. S., and Johnson, J. M. (2005) Nature, 433, 769–773.
Lewis, B. P., Burge, C. B., and Bartel, D. P. (2005) Cell, 120, 15–20.
Selbach, M., Schwanhausser, B., Thierfelder, N., Fang, Z., Khanin, R., and Rajewsky, N. (2008) Nature, 455, 58–63.
Baek, D., Villen, J., Shin, C., Camargo, F. D., Gygi, S. P., and Bartel, D. P. (2008) Nature, 455, 64–71.
Friedman, R. C., Farh, K. K., Burge, C. B., and Bartel, D. P. (2009) Genome Res., 19, 92–105.
Hutvagner, G., and Zamore, P. D. (2002) Science, 297, 2056–2060.
Doench, J. G., Petersen, C. P., and Sharp, P. A. (2003) Genes Dev., 17, 438–442.
Meister, G., Landthaler, M., Patkaniowska, A., Dorsett, Y., Teng, G., and Tuschl, T. (2004) Mol. Cell, 15, 185–197.
Liu, J., Carmell, M. A., Rivas, F. V., Marsden, C. G., Thomson, J. M., Song, J. J., Hammond, S. M., Joshua-Tor, L., and Hannon, G. J. (2004) Science, 305, 1437–1441.
Brodersen, P., and Voinnet, O. (2009) Nat. Rev. Mol. Cell Biol., 10, 141–148.
Wilson, D., Charoensawan, V., Kummerfeld, S. K., and Teichmann, S. A. (2008) Nucleic Acids Res., 36, D88–92.
Cook, K. B., Kazan, H., Zuberi, K., Morris, Q., and Hughes, T. R. (2011) Nucleic Acids Res., 39, D301–308.
Yin, H., and Lin, H. (2007) Nature, 450, 304–308.
Brennecke, J., Aravin, A. A., Stark, A., Dus, M., Kellis, M., Sachidanandam, R., and Hannon, G. J. (2007) Cell, 128, 1089–1103.
Brennecke, J., Malone, C. D., Aravin, A. A., Sachidanandam, R., Stark, A., and Hannon, G. J. (2008) Science, 322, 1387–1392.
Malone, C. D., Brennecke, J., Dus, M., Stark, A., McCombie, W. R., Sachidanandam, R., and Hannon, G. J. (2009) Cell, 137, 522–535.
Saito, K., Inagaki, S., Mituyama, T., Kawamura, Y., Ono, Y., Sakota, E., Kotani, H., Asai, K., Siomi, H., and Siomi, M. C. (2009) Nature, 461, 1296–1299.
Haase, A. D., Fenoglio, S., Muerdter, F., Guzzardo, P. M., Czech, B., Pappin, D. J., Chen, C., Gordon, A., and Hannon, G. J. (2010) Genes Dev., 24, 2499–2504.
Rozhkov, N. V., Aravin, A. A., Zelentsova, E. S., Schostak, N. G., Sachidanandam, R., McCombie, W. R., Hannon, G. J., and Evgen’ev, M. B. (2010) RNA, 16, 1634–1645.
Qi, H., Watanabe, T., Ku, H. Y., Liu, N., Zhong, M., and Lin, H. (2011) J. Biol. Chem., 286, 3789–3797.
Zamparini, A. L., Davis, M. Y., Malone, C. D., Vieira, E., Zavadil, J., Sachidanandam, R., Hannon, G. J., and Lehmann, R. (2011) Development, 138, 4039–4050.
Grentzinger, T., Armenise, C., Brun, C., Mugat, B., Serrano, V., Pelisson, A., and Chambeyron, S. (2012) Genome Res., 22, 1877–1888.
Olivieri, D., Senti, K. A., Subramanian, S., Sachidanandam, R., and Brennecke, J. (2012) Mol. Cell, 47, 954–969.
Preall, J. B., Czech, B., Guzzardo, P. M., Muerdter, F., and Hannon, G. J. (2012) RNA, 18, 1446–1457.
Matranga, C., Tomari, Y., Shin, C., Bartel, D. P., and Zamore, P. D. (2005) Cell, 123, 607–620.
Rand, T. A., Petersen, S., Du, F., and Wang, X. (2005) Cell, 123, 621–629.
Miyoshi, K., Tsukumo, H., Nagami, T., Siomi, H., and Siomi, M. C. (2005) Genes Dev., 19, 2837–2848.
Kawamata, T., Seitz, H., and Tomari, Y. (2009) Nat. Struct. Mol. Biol., 16, 953–960.
Yoda, M., Kawamata, T., Paroo, Z., Ye, X., Iwasaki, S., Liu, Q., and Tomari, Y. (2010) Nat. Struct. Mol. Biol., 17, 17–23.
Schwarz, D. S., Hutvagner, G., Du, T., Xu, Z., Aronin, N., and Zamore, P. D. (2003) Cell, 115, 199–208.
Khvorova, A., Reynolds, A., and Jayasena, S. D. (2003) Cell, 115, 209–216.
Lagos-Quintana, M., Rauhut, R., Lendeckel, W., and Tuschl, T. (2001) Science, 294, 853–858.
Lau, N. C., Lim, L. P., Weinstein, E. G., and Bartel, D. P. (2001) Science, 294, 858–862.
Lee, R. C., and Ambros, V. (2001) Science, 294, 862–864.
Griffiths-Jones, S., Saini, H. K., van Dongen, S., and Enright, A. J. (2008) Nucleic Acids Res., 36, D154–158.
Ro, S., Park, C., Young, D., Sanders, K. M., and Yan, W. (2007) Nucleic Acids Res., 35, 5944–5953.
DeWit, E., Linsen, S. E., Cuppen, E., and Berezikov, E. (2009) Genome Res., 19, 2064–2074.
Chiang, H. R., Schoenfeld, L. W., Ruby, J. G., Auyeung, V. C., Spies, N., Baek, D., Johnston, W. K., Russ, C., Luo, S., Babiarz, J. E., Blelloch, R., Schroth, G. P., Nusbaum, C., and Bartel, D. P. (2010) Genes Dev., 24, 992–1009.
Griffiths-Jones, S., Hui, J. H., Marco, A., and Ronshaugen, M. (2011) EMBO Rep., 12, 172–177.
Okamura, K., Phillips, M. D., Tyler, D. M., Duan, H., Chou, Y. T., and Lai, E. C. (2008) Nat. Struct. Mol. Biol., 15, 354–363.
Okamura, K., Liu, N., and Lai, E. C. (2009) Mol. Cell, 36, 431–444.
Czech, B., Zhou, R., Erlich, Y., Brennecke, J., Binari, R., Villalta, C., Gordon, A., Perrimon, N., and Hannon, G. J. (2009) Mol. Cell, 36, 445–456.
Ghildiyal, M., Xu, J., Seitz, H., Weng, Z., and Zamore, P. D. (2010) RNA, 16, 43–56.
Ghildiyal, M., Seitz, H., Horwich, M. D., Li, C., Du, T., Lee, S., Xu, J., Kittler, E. L., Zapp, M. L., Weng, Z., and Zamore, P. D. (2008) Science, 320, 1077–1081.
Kawamura, Y., Saito, K., Kin, T., Ono, Y., Asai, K., Sunohara, T., Okada, T. N., Siomi, M. C., and Siomi, H. (2008) Nature, 453, 793–797.
Tam, O. H., Aravin, A. A., Stein, P., Girard, A., Murchison, E. P., Cheloufi, S., Hodges, E., Anger, M., Sachidanandam, R., Schultz, R. M., and Hannon, G. J. (2008) Nature, 453, 534–538.
Watanabe, T., Totoki, Y., Toyoda, A., Kaneda, M., Kuramochi-Miyagawa, S., Obata, Y., Chiba, H., Kohara, Y., Kono, T., Nakano, T., Surani, M. A., Sakaki, Y., and Sasaki, H. (2008) Nature, 453, 539–543.
Okamura, K., Chung, W. J., Ruby, J. G., Guo, H., Bartel, D. P., and Lai, E. C. (2008) Nature, 453, 803–806.
Czech, B., Malone, C. D., Zhou, R., Stark, A., Schlingeheyde, C., Dus, M., Perrimon, N., Kellis, M., Wohlschlegel, J. A., Sachidanandam, R., Hannon, G. J., and Brennecke, J. (2008) Nature, 453, 798–802.
Sai Lakshmi, S., and Agrawal, S. (2008) Nucleic Acids Res., 36, D173–177.
Ruby, J., Jan, C., Player, C., Axtell, M., Lee, W., Nusbaum, C., Ge, H., and Bartel, D. (2006) Cell, 127, 1193–1207.
Lau, N. C., Seto, A. G., Kim, J., Kuramochi-Miyagawa, S., Nakano, T., Bartel, D. P., and Kingston, R. E. (2006) Science, 313, 363–367.
Monteys, A. M., Spengler, R. M., Wan, J., Tecedor, L., Lennox, K. A., Xing, Y., and Davidson, B. L. (2010) RNA, 16, 495–505.
Newman, M. A., Thomson, J. M., and Hammond, S. M. (2008) RNA, 14, 1539–1549.
Viswanathan, S. R., Daley, G. Q., and Gregory, R. I. (2008) Science, 320, 97–100.
Heo, I., Joo, C., Cho, J., Ha, M., Han, J., and Kim, V. N. (2008) Mol. Cell, 32, 276–284.
Rybak, A., Fuchs, H., Smirnova, L., Brandt, C., Pohl, E. E., Nitsch, R., and Wulczyn, F. G. (2008) Nat. Cell Biol., 10, 987–993.
Heo, I., Joo, C., Kim, Y. K., Ha, M., Yoon, M. J., Cho, J., Yeom, K. H., Han, J., and Kim, V. N. (2009) Cell, 138, 696–708.
Hagan, J. P., Piskounova, E., and Gregory, R. I. (2009) Nat. Struct. Mol. Biol., 16, 1021–1025.
Thornton, J. E., Chang, H. M., Piskounova, E., and Gregory, R. I. (2012) RNA, 18, 1875–1885.
Lehrbach, N. J., Armisen, J., Lightfoot, H. L., Murfitt, K. J., Bugaut, A., Balasubramanian, S., and Miska, E. A. (2009) Nat. Struct. Mol. Biol., 16, 1016–1020.
Heo, I., Ha, M., Lim, J., Yoon, M. J., Park, J. E., Kwon, S. C., Chang, H., and Kim, V. N. (2012) Cell, 151, 521–532.
Katoh, T., Sakaguchi, Y., Miyauchi, K., Suzuki, T., Kashiwabara, S., Baba, T., and Suzuki, T. (2009) Genes Dev., 23, 433–438.
Burroughs, A. M., Ando, Y., de Hoon, M. J., Tomaru, Y., Nishibu, T., Ukekawa, R., Funakoshi, T., Kurokawa, T., Suzuki, H., Hayashizaki, Y., and Daub, C. O. (2010) Genome Res., 20, 1398–1410.
Ameres, S. L., Horwich, M. D., Hung, J. H., Xu, J., Ghildiyal, M., Weng, Z., and Zamore, P. D. (2010) Science, 328, 1534–1539.
Chatterjee, S., and Großhans, H. (2009) Nature, 461, 546–549.
Das, S. K., Sokhi, U. K., Bhutia, S. K., Azab, B., Su, Z. Z., Sarkar, D., and Fisher, P. B. (2010) Proc. Natl. Acad. Sci. USA, 107, 11948–11953.
Batista, P. J., Ruby, J. G., Claycomb, J. M., Chiang, R., Fahlgren, N., Kasschau, K. D., Chaves, D. A., Gu, W., Vasale, J. J., Duan, S., Conte, D. J., Luo, S., Schroth, G. P., Carrington, J. C., Bartel, D. P., and Mello, C. C. (2008) Mol. Cell, 31, 67–78.
Das, P. P., Bagijn, M. P., Goldstein, L. D., Woolford, J. R., Lehrbach, N. J., Sapetschnig, A., Buhecha, H. R., Gilchrist, M. J., Howe, K. L., Stark, R., Matthews, N., Berezikov, E., Ketting, R. F., Tavare, S., and Miska, E. A. (2008) Mol. Cell, 31, 79–90.
Sarot, E., Payen-Groschene, G., Bucheton, A., and Pelisson, A. (2004) Genetics, 166, 1313–1321.
Kalmykova, A. I., Klenov, M. S., and Gvozdev, V. A. (2005) Nucleic Acids Res., 33, 2052–2059.
Aravin, A. A., Sachidanandam, R., Girard, A., Fejes-Toth, K., and Hannon, G. J. (2007) Science, 316, 744–747.
Carmell, M. A., Girard, A., van de Kant, H. J., Bourc’his, D., Bestor, T. H., de Rooij, D. G., and Hannon, G. J. (2007) Dev. Cell, 12, 503–514.
Kuramochi-Miyagawa, S., Watanabe, T., Gotoh, K., Totoki, Y., Toyoda, A., Ikawa, M., Asada, N., Kojima, K., Yamaguchi, Y., Ijiri, T. W., Hata, K., Li, E., Matsuda, Y., Kimura, T., Okabe, M., Sakaki, Y., Sasaki, H., and Nakano, T. (2008) Genes Dev., 22, 908–917.
Houwing, S., Kamminga, L. M., Berezikov, E., Cronembold, D., Girard, A., van den Elst, H., Filippov, D. V., Blaser, H., Raz, E., Moens, C. B., Plasterk, R. H., Hannon, G. J., Draper, B. W., and Ketting, R. F. (2007) Cell, 129, 69–82.
Rouget, C., Papin, C., Boureux, A., Meunier, A. C., Franco, B., Robine, N., Lai, E. C., Pelisson, A., and Simonelig, M. (2010) Nature, 467, 1128–1132.
Rajasethupathy, P., Antonov, I., Sheridan, R., Frey, S., Sander, C., Tuschl, T., and Kandel, E. R. (2012) Cell, 149, 693–707.
Chung, W. J., Okamura, K., Martin, R., and Lai, E. C. (2008) Curr. Biol., 18, 795–802.
Bagijn, M. P., Goldstein, L. D., Sapetschnig, A., Weick, E. M., Bouasker, S., Lehrbach, N. J., Simard, M. J., and Miska, E. A. (2012) Science, 337, 574–578.
Ashe, A., Sapetschnig, A., Weick, E. M., Mitchell, J., Bagijn, M. P., Cording, A. C., Doebley, A. L., Goldstein, L. D., Lehrbach, N. J., Le Pen, J., Pintacuda, G., Sakaguchi, A., Sarkies, P., Ahmed, S., and Miska, E. A. (2012) Cell, 150, 88–99.
Rozhkov, N. V., Schostak, N. G., Zelentsova, E. S., Yushenova, I. A., Zatsepina, O. G., and Evgen’ev, M. B. (2013) Mol. Biol. Evol., 30, 397–408.
Girard, A., Sachidanandam, R., Hannon, G., and Carmell, M. A. (2006) Nature, 442, 199–202.
Aravin, A., Gaidatzis, D., Pfeffer, S., Lagos-Quintana, M., Landgraf, P., Iovino, N., Morris, P., Brownstein, M. J., Kuramochi-Miyagawa, S., Nakano, T., Chien, M., Russo, J. J., Ju, J., Sheridan, R., Sander, C., Zavolan, M., and Tuschl, T. (2006) Nature, 442, 203–207.
Pall, G. S., Codony-Servat, C., Byrne, J., Ritchie, L., and Hamilton, A. (2007) Nucleic Acids Res., 35, e60.
Pall, G. S., and Hamilton, A. J. (2008) Nat. Protoc., 3, 1077–1084.
Tang, F., Hajkova, P., Barton, S. C., Lao, K., and Surani, M. A. (2006) Nucleic Acids Res., 34, e9.
Benes, V., and Castoldi, M. (2010) Methods, 50, 244–249.
Seitz, H., Ghildiyal, M., and Zamore, P. D. (2008) Curr. Biol., 18, 147–151.
Livak, K. J., and Schmittgen, T. D. (2001) Methods, 25, 402–408.
Derveaux, S., Vandesompele, J., and Hellemans, J. (2010) Methods, 50, 227–230.
Han, L., Wen, Z., Lynn, R. C., Baudet, M. L., Holt, C. E., Sasaki, Y., Bassell, G. J., and Zheng, J. Q. (2011) Mol. Brain, 4, 40.
Yin, J. Q., Zhao, R. C., and Morris, K. V. (2008) Trends Biotechnol., 26, 70–76.
Vagin, V. V., Sigova, A., Li, C., Seitz, H., Gvozdev, V., and Zamore, P. D. (2006) Science, 313, 320–324.
Fahlgren, N., Sullivan, C. M., Kasschau, K. D., Chapman, E. J., Cumbie, J. S., Montgomery, T. A., Gilbert, S. D., Dasenko, M., Backman, T. W., Givan, S. A., and Carrington, J. C. (2009) RNA, 15, 992–1002.
Dabney, A., Storey, J. D., and with assistance from Gregory R. Warnes (2011) Q-Value: Q-Value Estimation for False Discovery Rate Control. R package version 1.26.0.
Srivastava, S., and Chen, L. (2010) Nucleic Acids Res., 38, e170.
Langmead, B., Hansen, K. D., and Leek, J. T. (2010) Genome Biol., 11, R83.
Anders, S., and Huber, W. (2010) Genome Biol., 11, R106.
Robinson, M. D., McCarthy, D. J., and Smyth, G. K. (2010) Bioinformatics, 26, 139–140.
Tuschl, T., Zamore, P. D., Lehmann, R., Bartel, D. P., and Sharp, P. A. (1999) Genes Dev., 13, 3191–3197.
Haley, B., and Zamore, P. D. (2004) Nat. Struct. Mol. Biol., 11, 599–606.
Yang, D., Lu, H., and Erickson, J. W. (2000) Curr. Biol., 10, 1191–1200.
Mathonnet, G., Fabian, M. R., Svitkin, Y. V., Parsyan, A., Huck, L., Murata, T., Biffo, S., Merrick, W. C., Darzynkiewicz, E., Pillai, R. S., Filipowicz, W., Duchaine, T. F., and Sonenberg, N. (2007) Science, 317, 1764–1767.
Wakiyama, M., Takimoto, K., Ohara, O., and Yokoyama, S. (2007) Genes Dev., 21, 1857–1862.
Thermann, R., and Hentze, M. W. (2007) Nature, 447, 875–878.
Iwasaki, S., Kawamata, T., and Tomari, Y. (2009) Mol. Cell, 34, 58–67.
Aleman, L. M., Doench, J., and Sharp, P. A. (2007) RNA, 13, 385–395.
Fabian, M. R., Sonenberg, N., and Filipowicz, W. (2010) Annu. Rev. Biochem., 79, 351–379.
Chen, P. Y., Manninga, H., Slanchev, K., Chien, M., Russo, J. J., Ju, J., Sheridan, R., John, B., Marks, D. S., Gaidatzis, D., Sander, C., Zavolan, M., and Tuschl, T. (2005) Genes Dev., 19, 1288–1293.
Giraldez, A. J., Mishima, Y., Rihel, J., Grocock, R. J., Van Dongen, S., Inoue, K., Enright, A. J., and Schier, A. F. (2006) Science, 312, 75–79.
Bazzini, A. A., Lee, M. T., and Giraldez, A. J. (2012) Science, 336, 233–237.
Goljanek-Whysall, K., Pais, H., Rathjen, T., Sweetman, D., Dalmay, T., and Munsterberg, A. (2012) J. Cell Sci., 125, 3590–3600.
Ciaudo, C., Servant, N., Cognat, V., Sarazin, A., Kieffer, E., Viville, S., Colot, V., Barillot, E., Heard, E., and Voinnet, O. (2009) PLoS Genet., 5, e1000620.
Bethune, J., Artus-Revel, C. G., and Filipowicz, W. (2012) EMBO Rep., 13, 716–723.
Krol, J., Busskamp, V., Markiewicz, I., Stadler, M. B., Ribi, S., Richter, J., Duebel, J., Bicker, S., Fehling, H. J., Schubeler, D., Oertner, T. G., Schratt, G., Bibel, M., Roska, B., and Filipowicz, W. (2010) Cell, 141, 618–631.
Zeng, Y., Yi, R., and Cullen, B. R. (2003) Proc. Natl. Acad. Sci. USA, 100, 9779–9784.
Yekta, S., Shih, I. H., and Bartel, D. P. (2004) Science, 304, 594–596.
Mullokandov, G., Baccarini, A., Ruzo, A., Jayaprakash, A. D., Tung, N., Israelow, B., Evans, M. J., Sachidanandam, R., and Brown, B. D. (2012) Nat. Methods, 9, 840–846.
Patzel, V., Rutz, S., Dietrich, I., Koberle, C., Scheffold, A., and Kaufmann, S. H. (2005) Nat. Biotechnol., 23, 1440–1444.
Westerhout, E. M., and Berkhout, B. (2007) Nucleic Acids Res., 35, 4322–4330.
Shao, Y., Chan, C. Y., Maliyekkel, A., Lawrence, C. E., Roninson, I. B., and Ding, Y. (2007) RNA, 13, 1631–1640.
Tafer, H., Ameres, S. L., Obernosterer, G., Gebeshuber, C. A., Schroeder, R., Martinez, J., and Hofacker, I. L. (2008) Nat. Biotechnol., 26, 578–583.
Larsson, E., Sander, C., and Marks, D. (2010) Mol. Syst. Biol., 6, 433.
Addo-Quaye, C., Eshoo, T. W., Bartel, D. P., and Axtell, M. J. (2008) Curr. Biol., 18, 758–762.
Wightman, B., Ha, I., and Ruvkun, G. (1993) Cell, 75, 855–862.
Bagga, S., Bracht, J., Hunter, S., Massirer, K., Holtz, J., Eachus, R., and Pasquinelli, A. E. (2005) Cell, 122, 553–563.
Khan, A. A., Betel, D., Miller, M. L., Sander, C., Leslie, C. S., and Marks, D. S. (2009) Nat. Biotechnol., 27, 549–555.
Nakahara, K., Kim, K., Sciulli, C., Dowd, S. R., Minden, J. S., and Carthew, R. W. (2005) Proc. Natl. Acad. Sci. USA, 102, 12023–12028.
Guo, H., Ingolia, N. T., Weissman, J. S., and Bartel, D. P. (2010) Nature, 466, 835–840.
Bonaldi, T., Straub, T., Cox, J., Kumar, C., Becker, P. B., and Mann, M. (2008) Mol. Cell, 31, 762–772.
Snijder, B., and Pelkmans, L. (2011) Nat. Rev. Mol. Cell Biol., 12, 119–125.
Mukherji, S., Ebert, M. S., Zheng, G. X., Tsang, J. S., Sharp, P. A., and van Oudenaarden, A. (2011) Nat. Genet., 43, 854–859.
Huang, L., Mollet, S., Souquere, S., Le Roy, F., Ernoult-Lange, M., Pierron, G., Dautry, F., and Weil, D. (2011) J. Biol. Chem., 286, 24219–24230.
Taft, R. J., Pheasant, M., and Mattick, J. S. (2007) Bioessays, 29, 288–299.
Heimberg, A. M., Sempere, L. F., Moy, V. N., Donoghue, P. C., and Peterson, K. J. (2008) Proc. Natl. Acad. Sci. USA, 105, 2946–2950.
Cacchiarelli, D., Santoni, D., and Bozzoni, I. (2008) RNA Biol., 5, 120–122.
Berezikov, E. (2011) Nat. Rev. Genet., 12, 846–860.
Aburomia, R., Khaner, O., and Sidow, A. (2003) J. Struct. Funct. Genom., 3, 45–52.
Technau, U. (2008) Nature, 455, 1184–1185.
Valentine, J. W., Collins, A. G., and Meyer, C. P. (1994) Paleobiology, 20, 131–142.
Bell, G., and Mooers, A. O. (1997) Biol. J. Linn Soc., 60, 345–363.
Glansdorff, N., Xu, Y., and Labedan, B. (2009) Res. Microbiol., 160, 522–528.
Lee, R. C., Feinbaum, R. L., and Ambros, V. (1993) Cell, 75, 843–854.
Sandelin, A., Alkema, W., Engstrom, P., Wasserman, W. W., and Lenhard, B. (2004) Nucleic Acids Res., 32, D91–94.
Schmidt, D., Wilson, M. D., Ballester, B., Schwalie, P. C., Brown, G. D., Marshall, A., Kutter, C., Watt, S., Martinez-Jimenez, C. P., Mackay, S., Talianidis, I., Flicek, P., and Odom, D. T. (2010) Science, 328, 1036–1040.
Bartel, D. P., and Chen, C. Z. (2004) Nat. Rev. Genet., 5, 396–400.
Seitz, H. (2009) Curr. Biol., 19, 870–873.
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Published in Russian in Biokhimiya, 2013, Vol. 78, No. 6, pp. 795–810.
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Sergeeva, A.M., Pinzón Restrepo, N. & Seitz, H. Quantitative aspects of RNA silencing in metazoans. Biochemistry Moscow 78, 613–626 (2013). https://doi.org/10.1134/S0006297913060072
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DOI: https://doi.org/10.1134/S0006297913060072