@article {65115, title = {Effective dimensionality reduction for visualizing neural dynamics by laplacian eigenmaps.}, journal = {Neural Computation}, volume = {31}, year = {2019}, month = {2019 Jul}, pages = {1356-1379}, abstract = {

With the development of neural recording technology, it has become possible to collect activities from hundreds or even thousands of neurons simultaneously. Visualization of neural population dynamics can help neuroscientists analyze large-scale neural activities efficiently. In this letter, Laplacian eigenmaps is applied to this task for the first time, and the experimental results show that the proposed method significantly outperforms the commonly used methods. This finding was confirmed by the systematic evaluation using nonhuman primate data, which contained the complex dynamics well suited for testing. According to our results, Laplacian eigenmaps is better than the other methods in various ways and can clearly visualize interesting biological phenomena related to neural dynamics.

}, issn = {1530-888X}, doi = {10.1162/neco_a_01203}, author = {Sun, G and Zhang, S and Zhang, Y and Xu, K and Zhang, Q and Zhao, T and Zheng, X} } @article {2707, title = {The sequence of the human genome.}, journal = {Science}, volume = {291}, year = {2001}, month = {2001 Feb 16}, pages = {1304-51}, abstract = {

A 2.91-billion base pair (bp) consensus sequence of the euchromatic portion of the human genome was generated by the whole-genome shotgun sequencing method. The 14.8-billion bp DNA sequence was generated over 9 months from 27,271,853 high-quality sequence reads (5.11-fold coverage of the genome) from both ends of plasmid clones made from the DNA of five individuals. Two assembly strategies-a whole-genome assembly and a regional chromosome assembly-were used, each combining sequence data from Celera and the publicly funded genome effort. The public data were shredded into 550-bp segments to create a 2.9-fold coverage of those genome regions that had been sequenced, without including biases inherent in the cloning and assembly procedure used by the publicly funded group. This brought the effective coverage in the assemblies to eightfold, reducing the number and size of gaps in the final assembly over what would be obtained with 5.11-fold coverage. The two assembly strategies yielded very similar results that largely agree with independent mapping data. The assemblies effectively cover the euchromatic regions of the human chromosomes. More than 90\% of the genome is in scaffold assemblies of 100,000 bp or more, and 25\% of the genome is in scaffolds of 10 million bp or larger. Analysis of the genome sequence revealed 26,588 protein-encoding transcripts for which there was strong corroborating evidence and an additional approximately 12,000 computationally derived genes with mouse matches or other weak supporting evidence. Although gene-dense clusters are obvious, almost half the genes are dispersed in low G+C sequence separated by large tracts of apparently noncoding sequence. Only 1.1\% of the genome is spanned by exons, whereas 24\% is in introns, with 75\% of the genome being intergenic DNA. Duplications of segmental blocks, ranging in size up to chromosomal lengths, are abundant throughout the genome and reveal a complex evolutionary history. Comparative genomic analysis indicates vertebrate expansions of genes associated with neuronal function, with tissue-specific developmental regulation, and with the hemostasis and immune systems. DNA sequence comparisons between the consensus sequence and publicly funded genome data provided locations of 2.1 million single-nucleotide polymorphisms (SNPs). A random pair of human haploid genomes differed at a rate of 1 bp per 1250 on average, but there was marked heterogeneity in the level of polymorphism across the genome. Less than 1\% of all SNPs resulted in variation in proteins, but the task of determining which SNPs have functional consequences remains an open challenge.

}, keywords = {Algorithms, Animals, Artificial, Bacterial, Chromosome Banding, Chromosome Mapping, Chromosomes, Computational Biology, Consensus Sequence, CpG Islands, Databases, DNA, Evolution, Exons, Factual, Female, Gene Duplication, Genes, Genetic Variation, Genome, Human, Human Genome Project, Humans, Intergenic, Introns, Male, Molecular, Nucleic Acid, Phenotype, Physical Chromosome Mapping, Polymorphism, Proteins, Pseudogenes, Repetitive Sequences, Retroelements, Sequence Analysis, Single Nucleotide, Species Specificity}, issn = {0036-8075}, doi = {10.1126/science.1058040}, author = {Venter, J C and Adams, M D and Myers, E W and Li, P W and Mural, R J and Sutton, G G and Smith, H O and Yandell, M and Evans, C A and Holt, R A and Gocayne, J D and Amanatides, P and Ballew, R M and Huson, D H and Wortman, J R and Zhang, Q and Kodira, C D and Zheng, X H and Chen, L and Skupski, M and Subramanian, G and Thomas, P D and Zhang, J and Gabor Miklos, G L and Nelson, C and Broder, S and Clark, A G and Nadeau, J and McKusick, V A and Zinder, N and Levine, A J and Roberts, R J and Simon, M and Slayman, C and Hunkapiller, M and Bolanos, R and Delcher, A and Dew, I and Fasulo, D and Flanigan, M and Florea, L and Halpern, A and Hannenhalli, S and Kravitz, S and Levy, S and Mobarry, C and Reinert, K and Remington, K and Abu-Threideh, J and Beasley, E and Biddick, K and Bonazzi, V and Brandon, R and Cargill, M and Chandramouliswaran, I and Charlab, R and Chaturvedi, K and Deng, Z and Di Francesco, V and Dunn, P and Eilbeck, K and Evangelista, C and Gabrielian, A E and Gan, W and Ge, W and Gong, F and Gu, Z and Guan, P and Heiman, T J and Higgins, M E and Ji, R R and Ke, Z and Ketchum, K A and Lai, Z and Lei, Y and Li, Z and Li, J and Liang, Y and Lin, X and Lu, F and Merkulov, G V and Milshina, N and Moore, H M and Naik, A K and Narayan, V A and Neelam, B and Nusskern, D and Rusch, D B and Salzberg, S and Shao, W and Shue, B and Sun, J and Wang, Z and Wang, A and Wang, X and Wang, J and Wei, M and Wides, R and Xiao, C and Yan, C and Yao, A and Ye, J and Zhan, M and Zhang, W and Zhang, H and Zhao, Q and Zheng, L and Zhong, F and Zhong, W and Zhu, S and Zhao, S and Gilbert, D and Baumhueter, S and Spier, G and Carter, C and Cravchik, A and Woodage, T and Ali, F and An, H and Awe, A and Baldwin, D and Baden, H and Barnstead, M and Barrow, I and Beeson, K and Busam, D and Carver, A and Center, A and Cheng, M L and Curry, L and Danaher, S and Davenport, L and Desilets, R and Dietz, S and Dodson, K and Doup, L and Ferriera, S and Garg, N and Gluecksmann, A and Hart, B and Haynes, J and Haynes, C and Heiner, C and Hladun, S and Hostin, D and Houck, J and Howland, T and Ibegwam, C and Johnson, J and Kalush, F and Kline, L and Koduru, S and Love, A and Mann, F and May, D and McCawley, S and McIntosh, T and McMullen, I and Moy, M and Moy, L and Murphy, B and Nelson, K and Pfannkoch, C and Pratts, E and Puri, V and Qureshi, H and Reardon, M and Rodriguez, R and Rogers, Y H and Romblad, D and Ruhfel, B and Scott, R and Sitter, C and Smallwood, M and Stewart, E and Strong, R and Suh, E and Thomas, R and Tint, N N and Tse, S and Vech, C and Wang, G and Wetter, J and Williams, S and Williams, M and Windsor, S and Winn-Deen, E and Wolfe, K and Zaveri, J and Zaveri, K and Abril, J F and Guig{\'o}, R and Campbell, M J and Sjolander, K V and Karlak, B and Kejariwal, A and Mi, H and Lazareva, B and Hatton, T and Narechania, A and Diemer, K and Muruganujan, A and Guo, N and Sato, S and Bafna, V and Istrail, S and Lippert, R and Schwartz, R and Walenz, B and Yooseph, S and Allen, D and Basu, A and Baxendale, J and Blick, L and Caminha, M and Carnes-Stine, J and Caulk, P and Chiang, Y H and Coyne, M and Dahlke, C and Mays, A and Dombroski, M and Donnelly, M and Ely, D and Esparham, S and Fosler, C and Gire, H and Glanowski, S and Glasser, K and Glodek, A and Gorokhov, M and Graham, K and Gropman, B and Harris, M and Heil, J and Henderson, S and Hoover, J and Jennings, D and Jordan, C and Jordan, J and Kasha, J and Kagan, L and Kraft, C and Levitsky, A and Lewis, M and Liu, X and Lopez, J and Ma, D and Majoros, W and McDaniel, J and Murphy, S and Newman, M and Nguyen, T and Nguyen, N and Nodell, M and Pan, S and Peck, J and Peterson, M and Rowe, W and Sanders, R and Scott, J and Simpson, M and Smith, T and Sprague, A and Stockwell, T and Turner, R and Venter, E and Wang, M and Wen, M and Wu, D and Wu, M and Xia, A and Zandieh, A and Zhu, X} } @article {957, title = {The genome sequence of Drosophila melanogaster.}, journal = {Science}, volume = {287}, year = {2000}, month = {2000 Mar 24}, pages = {2185-95}, abstract = {

The fly Drosophila melanogaster is one of the most intensively studied organisms in biology and serves as a model system for the investigation of many developmental and cellular processes common to higher eukaryotes, including humans. We have determined the nucleotide sequence of nearly all of the approximately 120-megabase euchromatic portion of the Drosophila genome using a whole-genome shotgun sequencing strategy supported by extensive clone-based sequence and a high-quality bacterial artificial chromosome physical map. Efforts are under way to close the remaining gaps; however, the sequence is of sufficient accuracy and contiguity to be declared substantially complete and to support an initial analysis of genome structure and preliminary gene annotation and interpretation. The genome encodes approximately 13,600 genes, somewhat fewer than the smaller Caenorhabditis elegans genome, but with comparable functional diversity.

}, keywords = {Animals, Biological Transport, Chromatin, Cloning, Computational Biology, Contig Mapping, Cytochrome P-450 Enzyme System, DNA, DNA Repair, DNA Replication, Drosophila melanogaster, Euchromatin, Gene Library, Genes, Genetic, Genome, Heterochromatin, Insect, Insect Proteins, Molecular, Nuclear Proteins, Protein Biosynthesis, Sequence Analysis, Transcription}, issn = {0036-8075}, doi = {10.1186/gb-2007-8-7-r145}, author = {Adams, M D and Celniker, S E and Holt, R A and Evans, C A and Gocayne, J D and Amanatides, P G and Scherer, S E and Li, P W and Hoskins, R A and Galle, R F and George, R A and Lewis, S E and Richards, S and Ashburner, M and Henderson, S N and Sutton, G G and Wortman, J R and Yandell, M D and Zhang, Q and Chen, L X and Brandon, R C and Rogers, Y H and Blazej, R G and Champe, M and Pfeiffer, B D and Wan, K H and Doyle, C and Baxter, E G and Helt, G and Nelson, C R and Gabor, G L and Abril, J F and Agbayani, A and An, H J and Andrews-Pfannkoch, C and Baldwin, D and Ballew, R M and Basu, A and Baxendale, J and Bayraktaroglu, L and Beasley, E M and Beeson, K Y and Benos, P V and Berman, B P and Bhandari, D and Bolshakov, S and Borkova, D and Botchan, M R and Bouck, J and Brokstein, P and Brottier, P and Burtis, K C and Busam, D A and Butler, H and Cadieu, E and Center, A and Chandra, I and Cherry, J M and Cawley, S and Dahlke, C and Davenport, L B and Davies, P and de Pablos, B and Delcher, A and Deng, Z and Mays, A D and Dew, I and Dietz, S M and Dodson, K and Doup, L E and Downes, M and Dugan-Rocha, S and Dunkov, B C and Dunn, P and Durbin, K J and Evangelista, C C and Ferraz, C and Ferriera, S and Fleischmann, W and Fosler, C and Gabrielian, A E and Garg, N S and Gelbart, W M and Glasser, K and Glodek, A and Gong, F and Gorrell, J H and Gu, Z and Guan, P and Harris, M and Harris, N L and Harvey, D and Heiman, T J and Hernandez, J R and Houck, J and Hostin, D and Houston, K A and Howland, T J and Wei, M H and Ibegwam, C and Jalali, M and Kalush, F and Karpen, G H and Ke, Z and Kennison, J A and Ketchum, K A and Kimmel, B E and Kodira, C D and Kraft, C and Kravitz, S and Kulp, D and Lai, Z and Lasko, P and Lei, Y and Levitsky, A A and Li, J and Li, Z and Liang, Y and Lin, X and Liu, X and Mattei, B and McIntosh, T C and McLeod, M P and McPherson, D and Merkulov, G and Milshina, N V and Mobarry, C and Morris, J and Moshrefi, A and Mount, S M and Moy, M and Murphy, B and Murphy, L and Muzny, D M and Nelson, D L and Nelson, D R and Nelson, K A and Nixon, K and Nusskern, D R and Pacleb, J M and Palazzolo, M and Pittman, G S and Pan, S and Pollard, J and Puri, V and Reese, M G and Reinert, K and Remington, K and Saunders, R D and Scheeler, F and Shen, H and Shue, B C and Sid{\'e}n-Kiamos, I and Simpson, M and Skupski, M P and Smith, T and Spier, E and Spradling, A C and Stapleton, M and Strong, R and Sun, E and Svirskas, R and Tector, C and Turner, R and Venter, E and Wang, A H and Wang, X and Wang, Z Y and Wassarman, D A and Weinstock, G M and Weissenbach, J and Williams, S M and Williams, S M and Worley, K C and Wu, D and Yang, S and Yao, Q A and Ye, J and Yeh, R F and Zaveri, J S and Zhan, M and Zhang, G and Zhao, Q and Zheng, L and Zheng, X H and Zhong, F N and Zhong, W and Zhou, X and Zhu, S and Zhu, X and Smith, H O and Gibbs, R A and Myers, E W and Rubin, G M and Venter, J C} } @article {2705, title = {A whole-genome assembly of Drosophila.}, journal = {Science}, volume = {287}, year = {2000}, month = {2000 Mar 24}, pages = {2196-204}, abstract = {

We report on the quality of a whole-genome assembly of Drosophila melanogaster and the nature of the computer algorithms that accomplished it. Three independent external data sources essentially agree with and support the assembly{\textquoteright}s sequence and ordering of contigs across the euchromatic portion of the genome. In addition, there are isolated contigs that we believe represent nonrepetitive pockets within the heterochromatin of the centromeres. Comparison with a previously sequenced 2.9- megabase region indicates that sequencing accuracy within nonrepetitive segments is greater than 99. 99\% without manual curation. As such, this initial reconstruction of the Drosophila sequence should be of substantial value to the scientific community.

}, keywords = {Algorithms, Animals, Chromatin, Computational Biology, Contig Mapping, DNA, Drosophila melanogaster, Euchromatin, Genes, Genome, Heterochromatin, Insect, Molecular Sequence Data, Nucleic Acid, Physical Chromosome Mapping, Repetitive Sequences, Sequence Analysis, Sequence Tagged Sites}, issn = {0036-8075}, author = {Myers, E W and Sutton, G G and Delcher, A L and Dew, I M and Fasulo, D P and Flanigan, M J and Kravitz, S A and Mobarry, C M and Reinert, K H and Remington, K A and Anson, E L and Bolanos, R A and Chou, H H and Jordan, C M and Halpern, A L and Lonardi, S and Beasley, E M and Brandon, R C and Chen, L and Dunn, P J and Lai, Z and Liang, Y and Nusskern, D R and Zhan, M and Zhang, Q and Zheng, X and Rubin, G M and Adams, M D and Venter, J C} }