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Ronald R. Sederoff
Professor of Forestry
Director, Forest Biotechnology Group
Education:
B.S. University of California, Los Angeles (1961)
M.A. University of California, Los Angeles (1963)
Ph.D. University of California, Los Angeles (1966)
Research Interests:
Foresty molecular genetics and genetic engineering.
Contact:
NC State University
Department of Forestry and Environmental Resources
Raleigh, NC 27695
Tel: 919 515-7800
E-mail: volvo@ncsu.edu
Publications
- Chen, H. C., Li, Q. Z., Shuford, C. M., Liu, J., Muddiman, D. C., Sederoff, R. R., & Chiang, V. L. (2011). Membrane protein complexes catalyze both 4-and 3-hydroxylation of cinnamic acid derivatives in monolignol biosynthesis. Proceedings of the National Academy of Sciences of the United States of America, 108(52), 21253-21258.
Publication type: Article - Shi, R., Sun, Y. H., Li, Q. Z., Heber, S., Sederoff, R., & Chiang, V. L. (2010). Towards a systems approach for lignin biosynthesis in populus trichocarpa: transcript abundance and specificity of the monolignol biosynthetic genes. Plant and Cell Physiology, 51(1), 144-163.
Publication type: Review - Wyatt, S. E., Sederoff, R., Flaishman, M. A., & Lev-Yadun, S. (2010). Arabidopsis thaliana as a model for gelatinous fiber formation. Russian Journal of Plant Physiology, 57(3), 363-367.
Publication type: Article - Kremer, A., Sederoff, R., & Wheeler, N. (2010). Genomics of forest and ecosystem health in the Fagaceae: Meeting report. Tree Genetics & Genomes, 6(5), 815-820.
Publication type: Article - Novaes, E., Kirst, M., Chiang, V., Winter-Sederoff, H., & Sederoff, R. (2010). Lignin and biomass: A negative correlation for wood formation and lignin content in trees. Plant Physiology, 154(2), 555-561.
Publication type: Article - Shi, R., Yang, C. M., Lu, S. F., Sederoff, R., & Chiang, V. L. (2010). Specific down-regulation of PAL genes by artificial microRNAs in Populus trichocarpa. Planta, 232(6), 1281-1288.
Publication type: Article - Wheeler, N., & Sederoff, R. (2009). Role of genomics in the potential restoration of the American chestnut. Tree Genetics & Genomes, 5(1), 181-187.
Publication type: Article - Grattapaglia, D., Plomion, C., Kirst, M., & Sederoff, R. R. (2009). Genomics of growth traits in forest trees. Current Opinion in Plant Biology, 12(2), 148-156.
Publication type: Review - Barakat, A., DiLoreto, D. S., Zhang, Y., Smith, C., Baier, K., Powell, W. A., Wheeler, N., Sederoff, R., & Carlson, J. E. (2009). Comparison of the transcriptomes of American chestnut (Castanea dentata) and Chinese chestnut (Castanea mollissima) in response to the chestnut blight infection. BMC Plant Biology, 9.
Publication type: Article - Heller, G., Adomas, A., Li, G. S., Osborne, J., Van Zyl, L., Sederoff, R., Finlay, R. D., Stenlid, J., & Asiegbu, F. O. (2008). Transcriptional analysis of Pinus sylvestris roots challenged with the ectomycorrhizal fungus Laccaria bicolor. BMC Plant Biology, 8.
Publication type: Article - Adomas, A., Heller, G., Olson, A., Osborne, J., Karlsson, M., Nahalkova, J., Van Zyl, L., Sederoff, R., Stenlid, J., Finlay, R., & Asiegbu, F. O. (2008). Comparative analysis of transcript abundance in Pinus sylvestris after challenge with a saprotrophic, pathogenic or mutualistic fungus. Tree Physiology, 28(6), 885-897.
Publication type: Article - Novaes, E., Drost, D. R., Farmerie, W. G., Pappas, G. J., Grattapaglia, D., Sederoff, R. R., & Kirst, M. (2008). High-throughput gene and SNP discovery in Eucalyptus grandis, an uncharacterized genome. BMC Genomics, 9.
Publication type: Article - Sederoff, R. R. (2007). Regulatory science in forest biotechnology. Tree Genetics & Genomes, 3(2), 71-74.
Publication type: Editorial - Mazur, M., Hope-Ross, K., Kadla, J. F., Sederoff, R., & Chang, H. M. (2007). Synthesis of hydroxyphenylpropanoid beta-D-glucosides. Journal of Wood Chemistry and Technology, 27(1), 1-8.
Publication type: Article - Adomas, A., Heller, G., Li, G. S., Olson, A., Chu, T. M., Osborne, J., Craig, D., Van Zyl, L., Wolfinger, R., Sederoff, R., Dean, R. A., Stenlid, J., Finlay, R., & Asiegbu, F. O. (2007). Transcript profiling of a conifer pathosystem: response of Pinus sylvestris root tissues to pathogen (Heterobasidion annosum) invasion. Tree Physiology, 27(10), 1441-1458.
Publication type: Article - Kirst, M., Basten, C. J., Myburg, A. A., Zeng, Z. B., & Sederoff, R. R. (2005). Genetic architecture of transcript-level variation in differentiating xylem of a eucalyptus hybrid. Genetics, 169(4), 2295-2303.
Publication type: Article - Wadenback, J., Clapham, D. H., Craig, D., Sederoff, R., Peter, G. F., Von Arnold, S., & Egertsdotter, U. (2005). Comparison of standard exponential and linear techniques to amplify small cDNA samples for microarrays. BMC Genomics, 6(61).
Publication type: Article - Marques, C. M., Carocha, V. J., Pereira de Sa, A. R., Oliveira, M. R., Pires, A. M., Sederoff, R., & Borralho, N. M. G. (2005). Verification of QTL linked markers for propagation traits in eucalyptus. Tree Genetics & Genomes, 1, 103-108.
Publication type: Article - Morris, C. R., Goldfarb, B., Isik, F., Li, C. S., Chang, H.-M., Sederoff, R., & Kadla, J. F. (2005). Variation of a-cellulose content and related metabolites during wood formation in loblolly pine. In 13th ISWFPC Proceedings. (Conference Proceedings, 13).
Publication type: Conference paper - Stasolla, C., Belmonte, M. F., Van Zyl, L., Craig, D. L., Liu, W. B., Yeung, E. C., & Sederoff, R. R. (2004). The effect of reduced glutathione on morphology and gene expression of white spruce (Picea glauca) somatic embryos. Journal of Experimental Botany, 55(397), 695-709.
Publication type: Article - Morris, C. R., Scott, J. T., Chang, H. M., Sederoff, R. R., O'Malley, D., & Kadla, J. F. (2004). Metabolic profiling: A new tool in the study of wood formation. Journal of Agricultural and Food Chemistry, 52(6), 1427-1434.
Publication type: Article - Busov, V. B., Johannes, E., Whetten, R. W., Sederoff, R. R., Spiker, S. L., Lanz-Garcia, C., & Goldfarb, B. (2004). An auxin-inducible gene from loblolly pine (Pinus taeda L.) is differentially expressed in mature and juvenile-phase shoots and encodes a putative transmembrane protein. Planta (Online), 218(6), 916-927.
Publication type: Article - Myburg, A. A., Vogl, C., Griffin, A. R., Sederoff, R. R., & Whetten, R. W. (2004). Genetics of postzygotic isolation in eucalyptus: Whole-genome analysis of barriers to introgression in a wide interspecific cross of Eucalyptus grandis and E-globulus. Genetics, 166(3), 1405-1418.
Publication type: Article - Brinker, M., Van Zyl, L., Liu, W. B., Craig, D., Sederoff, R. R., Clapham, D. H., & Von Arnold, S. (2004). Microarray analyses of gene expression during adventitious root development in Pinus contorta (1[w]). Plant Physiology, 135(3), 1526-1539.
Publication type: Article - Kirst, M., Myburg, A. A., De Leon, J. P. G., Kirst, M. E., Scott, J., & Sederoff, R. (2004). Coordinated genetic regulation of growth and lignin revealed by quantitative trait locus analysis of cDNA microarray data in an interspecific backcross of eucalyptus. Plant Physiology, 135(4), 2368-2378.
Publication type: Article - Stasolla, C., Bozhkov, P. V., Chu, T. M., Van Zyl, L., Egertsdotter, U., Suarez, M. F., Craig, D., Wolfinger, R. D., Von Arnold, S., & Sederoff, R. R. (2004). Variation an transcript abundance during somatic embryogenesis in gymnosperms. Tree Physiology, 24(10), 1073-1085.
Publication type: Article - Egertsdotter, U., Van Zyl, L. M., Mackay, J., Peter, G., Kirst, M., Clark, C., Whetten, R., & Sederoff, R. (2004). Gene expression during formation of earlywood and latewood in loblolly pine: Expression profiles of 350 genes. Plant Biology (Stuttgart, Germany), 6(6), 654-663.
Publication type: Article - Stasolla, C., Van Zyl, L., Egertsdotter, U., Craig, D., Liu, W. B., & Sederoff, R. R. (2003). The effects of polyethylene glycol on gene expression of developing white spruce somatic embryos. Plant Physiology, 131(1), 49-60.
Publication type: Article - Kim, H., Ralph, J., Lu, F. C., Ralph, S. A., Boudet, A. M., Mackay, J. J., Sederoff, R. R., Ito, T., Kawai, S., Ohashi, H., & Higuchi, T. (2003). NMR analysis of lignins in CAD-deficient plants. Part 1. Incorporation of hydroxycinnamaldehydes and hydroxybenzaldehydes into lignins. Organic & Biomolecular Chemistry, 1(2), 268-281.
Publication type: Article - Sasaki, T., & Sederoff, R. R. (2003). Genome studies and molecular genetics - The rice genome and comparative genomics of higher plants - Editorial overview. Current Opinion in Plant Biology, 6(2), 97-100.
Publication type: Article - Zhang, Y., Brown, G., Whetten, R., Loopstra, C. A., Neale, D., Kieliszewski, M. J., & Sederoff, R. R. (2003). An arabinogalactan protein associated with secondary cell wall formation in differentiating xylem of loblolly pine. Plant Molecular Biology, 52(1), 91-102.
Publication type: Article - Stasolla, C., Scott, J., Egertsdotter, U., Kadla, J., O'Malley, D., Sederoff, R., & Van Zyl, L. (2003). Analysis of lignin produced by cinnamyl alcohol dehydrogenase- deficient Pinus taeda cultured cells. Plant Physiology and Biochemistry, 41(5), 439-445.
Publication type: Article - Kirst, M., Johnson, A. F., Baucom, C., Ulrich, E., Hubbard, K., Staggs, R., Paule, C., Retzel, E., Whetten, R., & Sederoff, R. (2003). Apparent homology of expressed genes from wood-forming tissues of loblolly pine (Pinus taeda L.) with Arabidopsis thaliana. Proceedings of the National Academy of Sciences of the United States of America, 100(12), 7383-7388.
Publication type: Article - Van Zyl, L., Bozhkov, P. V., Clapham, D. H., Sederoff, R. R., & Von Arnold, S. (2003). Up, down and up again is a signature global gene expression pattern at the beginning of gymnosperm embryogenesis. Gene Expression Patterns, 3(1), 83-91.
Publication type: Article - Stasolla, C., Van Zyl, L., Egertsdotter, U., Craig, D., Liu, W. B., & Sederoff, R. R. (2003). Transcript profiles of stress-related genes in developing white spruce (Picea glauca) somatic embryos cultured with polyethylene glycol. Plant Science, 165(4), 719-729.
Publication type: Article - Myburg, A. A., Griffin, A. R., Sederoff, R. R., & Whetten, R. W. (2003). Comparative genetic linkage maps of Eucalyptus grandis, Eucalyptus globulus and their F-1 hybrid based on a double pseudo-backcross mapping approach. Theoretical and Applied Genetics, 107(6), 1028-1042.
Publication type: Article - Patzlaff, A., McInnis, S., Courtenay, A., Surman, C., Newman, L. J., Smith, C., Bevan, M. W., Mansfield, S., Whetten, R. W., Sederoff, R. R., & Campbell, M. M. (2003). Characterisation of a pine MYB that regulates lignification. Plant Journal, 36(6), 743-754.
Publication type: Article - Watkinson, J. I., Sioson, A. A., Vasquez-Robinet, C., Shukla, M., Kumar, D., Ellis, M., Heath, L. S., Ramakrishnan, N., Chevone, B., Watson, L. T., Van Zyl, L., Egertsdotter, U., Sederoff, R. R., & Grene, R. (2003). Photosynthetic acclimation is reflected in specific patterns of gene expression in drought-stressed loblolly pine. Plant Physiology, 133(4), 1702-1716.
Publication type: Article - Patzlaff, A., Newman, L. J., Dubos, C., Whetten, R., Smith, C., Mcinnis, S., Bevan, M. W., Sederoff, R. R., & Campbell, M. M. (2003). Characterisation of PtMYB1, an R2R3-MYB from pine xylem. Plant Molecular Biology, 53(4), 597-608.
Publication type: Article - Heath, L. S., Ramakrishnan, N., Sederoff, R. R., Whetten, R. W., Chevone, B. I., Struble, C. A., Jouenne, V. Y., Chen, D. W., Van Zyl, L., & Grene, R. (2002). Studying the functional genomics of stress responses in loblolly pine with the Expresso microarray experiment management system. Comparative and Functional Genomics, 3(3), 226-243.
Publication type: Article - Marques, C. M., Brondani, R. P. V., Grattapaglia, D., & Sederoff, R. (2002). Conservation and synteny of SSR loci and QTLs for vegetative propagation in four Eucalyptus species. Theoretical and Applied Genetics, 105(2-3), 474-478.
Publication type: Article - Van Zyl, L., Von Arnold, S., Bozhkov, P., Chen, Y. Z., Egertsdotter, U., Mackay, J., Sederoff, R. R., Shen, J., Zelena, L., & Clapham, D. H. (2002). Heterologous array analysis in Pinaceae: hybridization of Pinus taeda cDNA arrays with cDNA from needles and embryogenic cultures of P-taeda, P-sylvestris or Picea abies. Comparative and Functional Genomics, 3(4), 306-318.
Publication type: Article - Myburg, A. A., Remington, D. L., O'Malley, D. M., Sederoff, R. R., & Whetten, R. W. (2001). High-throughput AFLP analysis using infrared dye-labeled primers and an automated DNA sequencer. Biotechniques, 30(2), 348.
Publication type: Article - Robertson, G. P., Barry, P. J., Busta, F. F., Collier, R. J., Keen, N. T., Sederoff, R. R., Simpkins, W. W., Stormshak, F., & Urban, T. N. (2001). Moribund funding in agricultural research. Science, 291(5511), 2089-2090.
Publication type: Letter - Ralph, J., Lapierre, C., Marita, J. M., Kim, H., Lu, F. C., Hatfield, R. D., Ralph, S., Chapple, C., Franke, R., Hemm, M. R., Van Doorsselaere, J., Sederoff, R. R., O'Malley, D. M., Scott, J. T., Mackay, J. J., Yahiaoui, N., Boudet, A. M., Pean, M., & Pila. (2001). Elucidation of new structures in lignins of CAD- and COMT-deficient plants by NMR. Phytochemistry, 57(6), 993-1003.
Publication type: Article - Sato, Y., Bao, W. L., Sederoff, R., & Whetten, R. (2001). Molecular cloning and expression of eight laccase cDNAs in loblolly pine (Pinus taeda). Journal of Plant Research, 114(1114), 147-155.
Publication type: Article - Whetten, R., Sun, Y. H., Zhang, Y., & Sederoff, R. (2001). Functional genomics and cell wall biosynthesis in loblolly pine. Plant Molecular Biology, 47(1-2), 275-291.
Publication type: Article - Dimmel, D. R., MacKay, J. J., Althen, E. M., Parks, C., & Sederoff, R. R. (2001). Pulping and bleaching of CAD-deficient wood. Journal of Wood Chemistry and Technology, 21(1), 1-17.
Publication type: Article - Tang, W., Whetten, R., & Sederoff, R. (2001). Genotypic control of high-frequency adventitious shoot regeneration via somatic organogenesis in loblolly pine. Plant Science, 161(2), 267-272.
Publication type: Article - Tang, W., Sederoff, R., & Whetten, R. (2001). Regeneration of transgenic loblolly pine (Pinus taeda L.) from zygotic embryos transformed with Agrobacterium tumefaciens. Planta (Online), 213(6), 981-989.
Publication type: Article - Lev-Yadun, S., & Sederoff, R. (2001). Grafting for transgene containment. Nature Biotechnology, 12(2001 Dec), 2.
Publication type: Article - Zhang, Y., Sederoff, R. R., & Allona, I. (2000). Differential expression of genes encoding cell wall proteins in vascular tissues from vertical and bent loblolly pine trees. Tree Physiology, 20(7), 457-466.
Publication type: Article - Lapierre, C., Pollet, B., Mackay, J. J., & Sederoff, R. R. (2000). Lignin structure in a mutant pine deficient in cinnamyl alcohol dehydrogenase. Journal of Agricultural and Food Chemistry, 48(6), 2326-2331.
Publication type: Article - Lev-Yadun, S., & Sederoff, R. (2000). Pines as model gymnosperms to study evolution, wood formation, and perennial growth. Journal of Plant Growth Regulation, 19(3), 290-305.
Publication type: Article - O'Malley, D. M., Sederoff, R. R., & Grattapaglia, D. (2000). Methods for within family selection in woody perennials using genetic markers. U.S. Patent No. 6,054,634. Washington, DC: U.S. Patent and Trademark Office.
Publication type: Patent - Sederoff, R. R. (2000). Tree genomes: What will we understand about them by the year 2020 and how might we use that knowledge?. , 23.
Publication type: Article - Wenck, A. R., Quinn, M., Whetten, R. W., Pullman, G., & Sederoff, R. (1999). High-efficiency Agrobacterium-mediated transformation of Norway spruce (Picea abies) and loblolly pine (Pinus taeda). Plant Molecular Biology, 39(3), 407-416.
Publication type: Article - Sederoff, R. R., Mackay, J. J., Ralph, J., & Hatfield, R. D. (1999). Unexpected variation in lignin. Current Opinion in Plant Biology, 2(2), 145-152.
Publication type: Article - Amerson, H. V., Wilcox, P., Sederoff, R. R., Kuhlman, E. G., O'Malley, D. M., & Grattapaglia, D. (1999). Methods for within family selection of disease resistance in woody perennials using genetic markers. U.S. Patent No. 5,908,978. Washington, DC: U.S. Patent and Trademark Office.
Publication type: Patent - Sederoff, R. R. (1999). Building better trees with antisense. Nature Biotechnology, 17(8), 750-751.
Publication type: Article - MacKay, J., Presnell, T., Jameel, H., Taneda, H., O'Malley, D., & Sederoff, R. (1999). Modified lignin and delignification with a CAD-deficient loblolly pine. Holzforschung, 53(4), 403-410.
Publication type: Article - Marques, C. M., Vasquez-Kool, J., Carocha, V. J., Ferreira, J. G., O'Malley, D. M., Liu, B. H., & Sederoff, R. (1999). Genetic dissection of vegetative propagation traits in Eucalyptus tereticornis and E-globulus. Theoretical and Applied Genetics, 99(6), 936-946.
Publication type: Article - Sederoff, R. R. (1999). Surfing on AG Biotech into genomics. Molecular Breeding, 5(1999), 485-491.
Publication type: Article - Sederoff, R. R. (1999). Tree genomes: What will we understand about them by the year 2020 and how might we use that knowledge?. In C. Matyas (Ed.), Forest genetics and sustainability (Forestry sciences; vol. 63). (pp. 23-30). Dordrecht ; Boston: Kluwer Academic Publishers.
Publication type: Chapter - Marques, C. M., Araujo, J. A., Ferreira, J. G., Whetten, R., O'Malley, D. M., Liu, B. H., & Sederoff, R. (1998). AFLP genetic maps of Eucalyptus globulus and E-tereticornis. Theoretical and Applied Genetics, 96(6/7), 727-737.
Publication type: Article - Whetten, R. W., Mackay, J. J., & Sederoff, R. R. (1998). Recent advances in understanding lignin biosynthesis. Annual Review of Plant Physiology and Plant Molecular Biology, 49(1998), 585-609.
Publication type: Article - Allona, I., Quinn, M., Shoop, E., Swope, K., St Cyr, S., Carlis, J., Riedl, J., Retzel, E., Campbell, M. M., Sederoff, R., & Whetten, R. W. (1998). Analysis of xylem formation in pine by cDNA sequencing. Proceedings of the National Academy of Sciences of the United States of America, 95(16), 9693-9698.
Publication type: Article - MacKay, J., O'Malley, D., Whetten, R., & Sederoff, R. (1998). Method of altering lignin in trees. U.S. Patent No. 5,824,842. Washington, DC: U.S. Patent and Trademark Office.
Publication type: Patent - Ralph, J., Hatfield, R., Fanchuang, L., Marita, J. M., Ede, R. M., Junpeng, S. R., Quideau, S., Helm, R., Grabber, J., Kim, H., Jimenez-Monteon, G., Zhang, Y., Landucci, L., Sederoff, R., & Boudet, A. (1998). NMR applications in cell wall research. TAPPI Journal, (1998).
Publication type: Article - Sederoff, R. R. (1998). The promise of forest biotechnology. Paper Age, (1998 Aug.), 13-18.
Publication type: Article - Ralph, J., Mackay, J. J., Hatfield, R. D., O'Malley, D. M., Whetten, R. W., & Sederoff, R. R. (1997). Abnormal lignin in a Loblolly pine mutant. Science, 277(5323), 235-239.
Publication type: Article - MacKay, J. J., O'Malley, D. M., Presnell, T., Booker, F. L., Campbell, M. M., Whetten, R., & Sederoff, R. R. (1997). Inheritance, gene expression, and lignin characterization in a mutant pine deficient in cinnamyl alcohol dehydrogenase. Proceedings of the National Academy of Sciences of the United States of America, 94(15), 8255-8260.
Publication type: Article - O'Malley, D. M., Grattapaglia, D., Chaparro, J. X., Wilcox, P. L., Amerson, H. V., Liu, B-H, Whetten, R., McKeand, S. E., Kuhlman, E. G., McCord, S., Crane, B., & Sederoff, R. (1996). Molecular markers, forest genetics, and tree breeding. In J. P. Gustafson & R. B. Flavell (Eds.), Genomes of Plants and Animals: 21 Stadler Genetics Symposium. (Conference Proceedings, ) (pp. 87-102). Plenum Press, NY.
Publication type: Conference paper - Whetten, R., & Sederoff, R. (1995). Lignin biosynthesis. Plant Cell, 7(7), 1001-1013.
Publication type: Article - Grattapaglia, D., & Sederoff, R. (1994). Genetic-linkage maps of eucalyptus-grandis and eucalyptus-urophylla using a pseudo-testcross - mapping strategy and rapd markers. Genetics, 137(4), 1121-1137.
Publication type: Article - Sederoff, R., Campbell, M., O'Malley, D., & Whetten, R. (1994). Genetic regulation of lignin biosynthesis and the potential modification of wood by genetic engineering in loblolly pine. , 313.
Publication type: Article - Grattapaglia, D., Chaparro, J., Wilcox, P., McCord, S., Crane, B., Amerson, H., Werner, D., Liu, B. H., O'Malley, D., Whetten, R., McKeand, S., Goldfard, B., Greenwood, M., Kuhlman, G., Bridgwater, F., & Sederoff, R. (1993). Application of genetic markers to tree breeding. In Proceedings of the 22nd Southern Forest Tree Improvement Conference. (Conference Proceedings, ) (pp. 452-463).
Publication type: Conference paper - Stomp, A., Weissinger, A., & Sederoff, R. (1992). Ballistic transformation of conifers. U.S. Patent No. 5,122,466. Washington, DC: U.S. Patent and Trademark Office.
Publication type: Patent - Grattapaglia, D., Chaparro, J., Wilcox, P., McCord, S., Werner, D., Amerson, H., McKeand, S., Bridgwater, F., Whetten, R., O'Malley, D., & Sederoff, R. (1992). Mapping in woody plants with RAPD markers: application to breeding in forestry and horticulture. In Proceedings of the Symposium on the Applications of RAPD Technology to Plant Breeding. (Conference Proceedings, ) (pp. 37-40). Joint Plant Breeding Symposium Series, Crop Science Society of America, American Society for Horticultural Science, and American Genetics Association.
Publication type: Conference paper - Sederoff, R. R., Stomp, A.-M., Moore, L. W., & Chilton, S. W. (1989). Method for transforming pine. U.S. Patent No. 4886937. Washington, DC: U.S. Patent and Trademark Office.
Publication type: Patent - Schaffer, H. E., & Sederoff, R. R. (1981). Improved estimation of dna fragment lengths from agarose gels. Analytical Biochemistry, 115(1), 113-122.
Publication type: Article


