Home LiteratureArticle Details
PMID: 20516497 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

Estimating the parameters of selection on nonsynonymous mutations in Drosophila pseudoobscura and D. miranda.

Genetics ·Vol. 185 ·No. 4 ·2010-08-00 ·Pages 1381-96

Haddrill PR, Loewe L, Charlesworth B

Abstract

We present the results of surveys of diversity in sets of >40 X-linked and autosomal loci in samples from natural populations of Drosophila miranda and D. pseudoobscura, together with their sequence divergence from D. affinis. Mean silent site diversity in D. miranda is approximately one-quarter of that in D. pseudoobscura; mean X-linked silent diversity is about three-quarters of that for the autosomes in both species. Estimates of the distribution of selection coefficients against heterozygous, deleterious nonsynonymous mutations from two different methods suggest a wide distribution, with coefficients of variation greater than one, and with the average segregating amino acid mutation being subject to only very weak selection. Only a small fraction of new amino acid mutations behave as effectively neutral, however. A large fraction of amino acid differences between D. pseudoobscura and D. affinis appear to have been fixed by positive natural selection, using three different methods of estimation; estimates between D. miranda and D. affinis are more equivocal. Sources of bias in the estimates, especially those arising from selection on synonymous mutations and from the choice of genes, are discussed and corrections for these applied. Overall, the results show that both purifying selection and positive selection on nonsynonymous mutations are pervasive.

MeSH Terms
Adaptation, Physiological/genetics Algorithms Amino Acids/genetics Animals Drosophila/classification,genetics Drosophila Proteins/genetics Genes, X-Linked/genetics Genetic Variation Models, Genetic Molecular Sequence Data Mutation/genetics Polymorphism, Genetic Selection, Genetic Sequence Analysis, DNA Species Specificity
Chemicals
Amino Acids Drosophila Proteins
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Haddrill Penelope R
Institute of Evolutionary Biology, School of Biological Sciences, University of Edinburgh, Edinburgh EH9 3JT, United Kingdom. [email protected]
Loewe Laurence
Charlesworth Brian
References (67)
67 references, click to expand
  1. DnaSP v5: a software for comprehensive analysis of DNA polymorphism data.
    Bioinformatics. 2009 Jun 1;25(11):1451-2 PMID: 19346325
  2. Effective population size and the faster-X effect: an extended model.
    Evolution. 2009 Sep;63(9):2413-26 PMID: 19473388
  3. The cost of inbreeding in Arabidopsis.
    Nature. 2002 Apr 4;416(6880):531-4 PMID: 11932744
  4. Reduced selection for codon usage bias in Drosophila miranda.
    J Mol Evol. 2007 May;64(5):586-90 PMID: 17457633
  5. Estimating the rate of adaptive molecular evolution in the presence of slightly deleterious mutations and population size change.
    Mol Biol Evol. 2009 Sep;26(9):2097-108 PMID: 19535738
  6. Evolution of amino-acid sequences and codon usage on the Drosophila miranda neo-sex chromosomes.
    Genetics. 2006 Dec;174(4):2033-44 PMID: 17028318
  7. The genomic rate of adaptive amino acid substitution in Drosophila.
    Mol Biol Evol. 2004 Jul;21(7):1350-60 PMID: 15044594
  8. Pervasive natural selection in the Drosophila genome?
    PLoS Genet. 2009 Jun;5(6):e1000495 PMID: 19503600
  9. A statistical test for detecting geographic subdivision.
    Mol Biol Evol. 1992 Jan;9(1):138-51 PMID: 1552836
  10. On the number of segregating sites in genetical models without recombination.
    Theor Popul Biol. 1975 Apr;7(2):256-76 PMID: 1145509
  11. A simple method for estimating evolutionary rates of base substitutions through comparative studies of nucleotide sequences.
    J Mol Evol. 1980 Dec;16(2):111-20 PMID: 7463489
  12. Inferring weak selection from patterns of polymorphism and divergence at "silent" sites in Drosophila DNA.
    Genetics. 1995 Feb;139(2):1067-76 PMID: 7713409
  13. Changing effective population size and the McDonald-Kreitman test.
    Genetics. 2002 Dec;162(4):2017-24 PMID: 12524367
  14. Background selection in single genes may explain patterns of codon bias.
    Genetics. 2007 Mar;175(3):1381-93 PMID: 17194784
  15. The McDonald-Kreitman test and slightly deleterious mutations.
    Mol Biol Evol. 2008 Jun;25(6):1007-15 PMID: 18195052
  16. Effective population size and the Faster-X effect: empirical results and their interpretation.
    Evolution. 2010 Mar 1;64(3):663-74 PMID: 19796145
  17. Prediction of deleterious human alleles.
    Hum Mol Genet. 2001 Mar 15;10(6):591-7 PMID: 11230178
  18. Positive and negative selection on noncoding DNA in Drosophila simulans.
    Mol Biol Evol. 2008 Sep;25(9):1825-34 PMID: 18515263
  19. Adaptive protein evolution at the Adh locus in Drosophila.
    Nature. 1991 Jun 20;351(6328):652-4 PMID: 1904993
  20. Primer3 on the WWW for general users and for biologist programmers.
    Methods Mol Biol. 2000;132:365-86 PMID: 10547847
  21. Selection on codon bias.
    Annu Rev Genet. 2008;42:287-99 PMID: 18983258
  22. Widespread adaptive evolution of Drosophila genes with sex-biased expression.
    Genetics. 2006 Oct;174(2):893-900 PMID: 16951084
  23. Interference among deleterious mutations favours sex and recombination in finite populations.
    Nature. 2006 Sep 7;443(7107):89-92 PMID: 16957730
  24. MOLECULAR EVOLUTION OVER THE MUTATIONAL LANDSCAPE.
    Evolution. 1984 Sep;38(5):1116-1129 PMID: 28555784
  25. Evolution in Mendelian Populations.
    Genetics. 1931 Mar;16(2):97-159 PMID: 17246615
  26. Estimating the distribution of fitness effects from DNA sequence data: implications for the molecular clock.
    Proc Natl Acad Sci U S A. 2003 Sep 2;100(18):10335-40 PMID: 12925735
  27. The selection-mutation-drift theory of synonymous codon usage.
    Genetics. 1991 Nov;129(3):897-907 PMID: 1752426
  28. Patterns of DNA-sequence divergence between Drosophila miranda and D. pseudoobscura.
    J Mol Evol. 2009 Dec;69(6):601-11 PMID: 19859648
  29. A multispecies approach for comparing sequence evolution of X-linked and autosomal sites in Drosophila.
    Genet Res (Camb). 2008 Oct;90(5):421-31 PMID: 19061532
  30. Constructing genomic maps of positive selection in humans: where do we go from here?
    Genome Res. 2009 May;19(5):711-22 PMID: 19411596
  31. Molecular evolution between Drosophila melanogaster and D. simulans: reduced codon bias, faster rates of amino acid substitution, and larger proteins in D. melanogaster.
    Genetics. 1996 Nov;144(3):1297-307 PMID: 8913769
  32. Distinctly different sex ratios in African and European populations of Drosophila melanogaster inferred from chromosomewide single nucleotide polymorphism data.
    Genetics. 2007 Sep;177(1):469-80 PMID: 17660560
  33. The evolutionary advantage of recombination.
    Genetics. 1974 Oct;78(2):737-56 PMID: 4448362
  34. On the probability of fixation of mutant genes in a population.
    Genetics. 1962 Jun;47:713-9 PMID: 14456043
  35. Population genetics of polymorphism and divergence.
    Genetics. 1992 Dec;132(4):1161-76 PMID: 1459433
  36. The genetics of inbreeding depression.
    Nat Rev Genet. 2009 Nov;10(11):783-96 PMID: 19834483
  37. Evolution on the X chromosome: unusual patterns and processes.
    Nat Rev Genet. 2006 Aug;7(8):645-53 PMID: 16847464
  38. Assessing the evolutionary impact of amino acid mutations in the human genome.
    PLoS Genet. 2008 May 30;4(5):e1000083 PMID: 18516229
  39. Genetic recombination and molecular evolution.
    Cold Spring Harb Symp Quant Biol. 2009;74:177-86 PMID: 19734202
  40. Joint inference of the distribution of fitness effects of deleterious mutations and population demography based on nucleotide polymorphism frequencies.
    Genetics. 2007 Dec;177(4):2251-61 PMID: 18073430
  41. Inferring the fitness effects of DNA mutations from polymorphism and divergence data: statistical power to detect directional selection under stationarity and free recombination.
    Genetics. 1999 Jan;151(1):221-38 PMID: 9872962
  42. Estimating the genomewide rate of adaptive protein evolution in Drosophila.
    Genetics. 2006 Jun;173(2):821-37 PMID: 16582427
  43. Theoretical foundation of population genetics at the molecular level.
    Theor Popul Biol. 1971 Jun;2(2):174-208 PMID: 5162686
  44. Effects of X-linkage and sex-biased gene expression on the rate of adaptive protein evolution in Drosophila.
    Mol Biol Evol. 2008 Aug;25(8):1639-50 PMID: 18477586
  45. A test of neutral molecular evolution based on nucleotide data.
    Genetics. 1987 May;116(1):153-9 PMID: 3110004
  46. A new statistic for detecting genetic differentiation.
    Genetics. 2000 Aug;155(4):2011-4 PMID: 10924493
  47. Prevalence of positive selection among nearly neutral amino acid replacements in Drosophila.
    Proc Natl Acad Sci U S A. 2007 Apr 17;104(16):6504-10 PMID: 17409186
  48. A survey of chromosomal and nucleotide sequence variation in Drosophila miranda.
    Genetics. 2003 Aug;164(4):1369-81 PMID: 12930746
  49. Patterns of selection on synonymous and nonsynonymous variants in Drosophila miranda.
    Genetics. 2005 Mar;169(3):1495-507 PMID: 15545653
  50. Characterization of single-nucleotide polymorphisms in coding regions of human genes.
    Nat Genet. 1999 Jul;22(3):231-8 PMID: 10391209
  51. Simple methods for estimating the numbers of synonymous and nonsynonymous nucleotide substitutions.
    Mol Biol Evol. 1986 Sep;3(5):418-26 PMID: 3444411
  52. Evolution of protein-coding genes in Drosophila.
    Trends Genet. 2008 Mar;24(3):114-23 PMID: 18249460
  53. Excess amino acid polymorphism in mitochondrial DNA: contrasts among genes from Drosophila, mice, and humans.
    Mol Biol Evol. 1996 Jul;13(6):735-48 PMID: 8754210
  54. Contrasting patterns of X-linked and autosomal nucleotide variation in Drosophila melanogaster and Drosophila simulans.
    Mol Biol Evol. 2001 Mar;18(3):279-90 PMID: 11230529
  55. Evidence for pervasive adaptive protein evolution in wild mice.
    PLoS Genet. 2010 Jan 22;6(1):e1000825 PMID: 20107605
  56. Inferring the distribution of mutational effects on fitness in Drosophila.
    Biol Lett. 2006 Sep 22;2(3):426-30 PMID: 17148422
  57. Similar rates of protein adaptation in Drosophila miranda and D. melanogaster, two species with different current effective population sizes.
    BMC Evol Biol. 2008 Dec 18;8:334 PMID: 19091130
  58. The effect of linkage on limits to artificial selection.
    Genet Res. 1966 Dec;8(3):269-94 PMID: 5980116
  59. Estimating selection on nonsynonymous mutations.
    Genetics. 2006 Feb;172(2):1079-92 PMID: 16299397
  60. Most rare missense alleles are deleterious in humans: implications for complex disease and association studies.
    Am J Hum Genet. 2007 Apr;80(4):727-39 PMID: 17357078
  61. Selection, recombination and demographic history in Drosophila miranda.
    Genetics. 2006 Dec;174(4):2045-59 PMID: 17028331
  62. Adaptive protein evolution in Drosophila.
    Nature. 2002 Feb 28;415(6875):1022-4 PMID: 11875568
  63. Estimating selection intensity on synonymous codon usage in a nonequilibrium population.
    Genetics. 2009 Oct;183(2):651-62, 1SI-23SI PMID: 19620398
  64. Adaptive genic evolution in the Drosophila genomes.
    Proc Natl Acad Sci U S A. 2007 Feb 13;104(7):2271-6 PMID: 17284599
  65. Testing the neutral theory of molecular evolution with genomic data from Drosophila.
    Nature. 2002 Feb 28;415(6875):1024-6 PMID: 11875569
  66. Statistical method for testing the neutral mutation hypothesis by DNA polymorphism.
    Genetics. 1989 Nov;123(3):585-95 PMID: 2513255
  67. The distribution of fitness effects of new deleterious amino acid mutations in humans.
    Genetics. 2006 Jun;173(2):891-900 PMID: 16547091
Article Info
Journal
Genetics
Abbr.
Genetics
ISSN
1943-2631
Published
2010-08-00
Epub
2010-00-01
Pages
1381-96
Language
English
Region
United States
NLM ID
0374636
PMCID
PMC2927764
Subset
IM
Grants
Biotechnology and Biological Sciences Research Council · BB/D019621/1 · United Kingdom
Databases
GENBANK
HM470640, HM470641, HM470642, HM470643, HM470644, HM470645, HM470646, HM470647, HM470648, HM470649, HM470650, HM470651, HM470652, HM470653, HM470654, HM470655, HM470656, HM470657, HM470658, HM470659, HM470660, HM470661, HM470662, HM470663, HM470664, HM470665, HM470666, HM470667, HM470668, HM470669, HM470670, HM470671, HM470672, HM470673, HM470674, HM470675, HM470676, HM470677, HM470678, HM470679, HM470680, HM470681, HM470682, HM470683, HM470684, HM470685, HM470686, HM470687, HM470688, HM470689, HM470690, HM470691, HM470692, HM470693, HM470694, HM470695, HM470696, HM470697, HM470698, HM470699, HM470700, HM470701, HM470702, HM470703, HM470704, HM470705, HM470706, HM470707, HM470708, HM470709, HM470710, HM470711, HM470712, HM470713, HM470714, HM470715, HM470716, HM470717, HM470718, HM470719, HM470720, HM470721, HM470722, HM470723, HM470724, HM470725, HM470726, HM470727, HM470728, HM470729, HM470730, HM470731, HM470732, HM470733, HM470734, HM470735, HM470736, HM470737, HM470738, HM470739, HM470740, HM470741, HM470742, HM470743, HM470744, HM470745, HM470746, HM470747, HM470748, HM470749, HM470750, HM470751, HM470752, HM470753, HM470754, HM470755, HM470756, HM470757, HM470758, HM470759, HM470760, HM470761, HM470762, HM470763, HM470764, HM470765, HM470766, HM470767, HM470768, HM470769, HM470770, HM470771, HM470772, HM470773, HM470774, HM470775, HM470776, HM470777, HM470778, HM470779, HM470780, HM470781, HM470782, HM470783, HM470784, HM470785, HM470786, HM470787, HM470788, HM470789, HM470790, HM470791, HM470792, HM470793, HM470794, HM470795, HM470796, HM470797, HM470798, HM470799, HM470800, HM470801, HM470802, HM470803, HM470804, HM470805, HM470806, HM470807, HM470808, HM470809, HM470810, HM470811, HM470812, HM470813, HM470814, HM470815, HM470816, HM470817, HM470818, HM470819, HM470820, HM470821, HM470822, HM470823, HM470824, HM470825, HM470826, HM470827, HM470828, HM470829, HM470830, HM470831, HM470832, HM470833, HM470834, HM470835, HM470836, HM470837, HM470838, HM470839, HM470840, HM470841, HM470842, HM470843, HM470844, HM470845, HM470846, HM470847, HM470848, HM470849, HM470850, HM470851, HM470852, HM470853, HM470854, HM470855, HM470856, HM470857, HM470858, HM470859, HM470860, HM470861, HM470862, HM470863, HM470864, HM470865, HM470866, HM470867, HM470868, HM470869, HM470870, HM470871, HM470872, HM470873, HM470874, HM470875, HM470876, HM470877, HM470878, HM470879, HM470880, HM470881, HM470882, HM470883, HM470884, HM470885, HM470886, HM470887, HM470888, HM470889, HM470890, HM470891, HM470892, HM470893, HM470894, HM470895, HM470896, HM470897, HM470898, HM470899, HM470900, HM470901, HM470902, HM470903, HM470904, HM470905, HM470906, HM470907, HM470908, HM470909, HM470910, HM470911, HM470912, HM470913, HM470914, HM470915, HM470916, HM470917, HM470918, HM470919, HM470920, HM470921, HM470922, HM470923, HM470924, HM470925, HM470926, HM470927, HM470928, HM470929, HM470930, HM470931, HM470932, HM470933, HM470934, HM470935, HM470936, HM470937, HM470938, HM470939, HM470940, HM470941, HM470942, HM470943, HM470944, HM470945, HM470946, HM470947, HM470948, HM470949, HM470950, HM470951, HM470952, HM470953, HM470954, HM470955, HM470956, HM470957, HM470958, HM470959, HM470960, HM470961, HM470962, HM470963, HM470964, HM470965, HM470966, HM470967, HM470968, HM470969, HM470970, HM470971, HM470972, HM470973, HM470974, HM470975, HM470976, HM470977, HM470978, HM470979, HM470980, HM470981, HM470982, HM470983, HM470984, HM470985, HM470986, HM470987, HM470988, HM470989, HM470990, HM470991, HM470992, HM470993, HM470994, HM470995, HM470996, HM470997, HM470998, HM470999, HM471000, HM471001, HM471002, HM471003, HM471004, HM471005, HM471006, HM471007, HM471008, HM471009, HM471010, HM471011, HM471012, HM471013, HM471014, HM471015, HM471016, HM471017, HM471018, HM471019, HM471020, HM471021, HM471022, HM471023, HM471024, HM471025, HM471026, HM471027, HM471028, HM471029, HM471030, HM471031, HM471032, HM471033, HM471034, HM471035, HM471036, HM471037, HM471038, HM471039, HM471040, HM471041, HM471042, HM471043, HM471044, HM471045, HM471046, HM471047, HM471048, HM471049, HM471050, HM471051, HM471052, HM471053, HM471054, HM471055, HM471056, HM471057, HM471058, HM471059, HM471060, HM471061, HM471062, HM471063, HM471064, HM471065, HM471066, HM471067, HM471068, HM471069, HM471070, HM471071, HM471072, HM471073, HM471074, HM471075, HM471076, HM471077, HM471078, HM471079, HM471080, HM471081, HM471082, HM471083, HM471084, HM471085, HM471086, HM471087, HM471088, HM471089, HM471090, HM471091, HM471092, HM471093, HM471094, HM471095, HM471096, HM471097, HM471098, HM471099, HM471100, HM471101, HM471102, HM471103, HM471104, HM471105, HM471106, HM471107, HM471108, HM471109, HM471110, HM471111, HM471112, HM471113, HM471114, HM471115, HM471116, HM471117, HM471118, HM471119, HM471120, HM471121, HM471122, HM471123, HM471124, HM471125, HM471126, HM471127, HM471128, HM471129, HM471130, HM471131, HM471132, HM471133, HM471134, HM471135, HM471136, HM471137, HM471138, HM471139, HM471140, HM471141, HM471142, HM471143, HM471144, HM471145, HM471146, HM471147, HM471148, HM471149, HM471150, HM471151, HM471152, HM471153, HM471154, HM471155, HM471156, HM471157, HM471158, HM471159, HM471160, HM471161, HM471162, HM471163, HM471164, HM471165, HM471166, HM471167, HM471168, HM471169, HM471170, HM471171, HM471172, HM471173, HM471174, HM471175, HM471176, HM471177, HM471178, HM471179, HM471180, HM471181, HM471182, HM471183, HM471184, HM471185, HM471186, HM471187, HM471188, HM471189, HM471190, HM471191, HM471192, HM471193, HM471194, HM471195, HM471196, HM471197, HM471198, HM471199, HM471200, HM471201, HM471202, HM471203, HM471204, HM471205, HM471206, HM471207, HM471208, HM471209, HM471210, HM471211, HM471212, HM471213, HM471214, HM471215, HM471216, HM471217, HM471218, HM471219, HM471220, HM471221, HM471222, HM471223, HM471224, HM471225, HM471226, HM471227, HM471228, HM471229, HM471230, HM471231, HM471232, HM471233, HM471234, HM471235, HM471236, HM471237, HM471238, HM471239, HM471240, HM471241, HM471242, HM471243, HM471244, HM471245, HM471246, HM471247, HM471248, HM471249, HM471250, HM471251, HM471252, HM471253, HM471254, HM471255, HM471256, HM471257, HM471258, HM471259, HM471260, HM471261, HM471262, HM471263, HM471264, HM471265, HM471266, HM471267, HM471268, HM471269, HM471270, HM471271, HM471272, HM471273, HM471274, HM471275, HM471276, HM471277, HM471278, HM471279, HM471280, HM471281, HM471282, HM471283, HM471284, HM471285, HM471286, HM471287, HM471288, HM471289, HM471290, HM471291, HM471292, HM471293, HM471294, HM471295, HM471296, HM471297, HM471298, HM471299, HM471300, HM471301, HM471302, HM471303, HM471304, HM471305, HM471306, HM471307, HM471308, HM471309, HM471310, HM471311, HM471312, HM471313, HM471314, HM471315, HM471316, HM471317, HM471318, HM471319, HM471320, HM471321, HM471322, HM471323, HM471324, HM471325, HM471326, HM471327, HM471328, HM471329, HM471330, HM471331, HM471332, HM471333, HM471334, HM471335, HM471336, HM471337, HM471338, HM471339, HM471340, HM471341, HM471342, HM471343, HM471344, HM471345, HM471346, HM471347, HM471348, HM471349, HM471350, HM471351, HM471352, HM471353, HM471354, HM471355, HM471356, HM471357, HM471358, HM471359, HM471360, HM471361, HM471362, HM471363, HM471364, HM471365, HM471366, HM471367, HM471368, HM471369, HM471370, HM471371, HM471372, HM471373, HM471374, HM471375, HM471376, HM471377, HM471378, HM471379, HM471380, HM471381, HM471382, HM471383, HM471384, HM471385, HM471386, HM471387, HM471388, HM471389, HM471390, HM471391, HM471392, HM471393, HM471394, HM471395, HM471396, HM471397, HM471398, HM471399, HM471400, HM471401, HM471402, HM471403, HM471404, HM471405, HM471406, HM471407, HM471408, HM471409, HM471410, HM471411, HM471412, HM471413, HM471414, HM471415, HM471416, HM471417, HM471418, HM471419, HM471420, HM471421, HM471422, HM471423, HM471424, HM471425, HM471426, HM471427, HM471428, HM471429, HM471430, HM471431, HM471432, HM471433, HM471434, HM471435, HM471436, HM471437, HM471438, HM471439, HM471440, HM471441, HM471442, HM471443, HM471444, HM471445, HM471446, HM471447, HM471448, HM471449, HM471450, HM471451, HM471452, HM471453, HM471454, HM471455, HM471456, HM471457, HM471458, HM471459, HM471460, HM471461, HM471462, HM471463, HM471464, HM471465, HM471466, HM471467, HM471468, HM471469, HM471470, HM471471, HM471472, HM471473, HM471474, HM471475, HM471476, HM471477, HM471478, HM471479, HM471480, HM471481, HM471482, HM471483, HM471484, HM471485, HM471486, HM471487, HM471488, HM471489, HM471490, HM471491, HM471492, HM471493, HM471494, HM471495, HM471496, HM471497, HM471498, HM471499, HM471500, HM471501, HM471502, HM471503, HM471504, HM471505, HM471506, HM471507, HM471508, HM471509, HM471510, HM471511, HM471512, HM471513, HM471514, HM471515, HM471516, HM471517, HM471518, HM471519, HM471520, HM471521, HM471522, HM471523, HM471524, HM471525, HM471526, HM471527, HM471528, HM471529, HM471530, HM471531, HM471532, HM471533, HM471534, HM471535, HM471536, HM471537, HM471538, HM471539, HM471540, HM471541, HM471542, HM471543, HM471544, HM471545, HM471546, HM471547, HM471548, HM471549, HM471550, HM471551, HM471552, HM471553, HM471554, HM471555, HM471556, HM471557, HM471558, HM471559, HM471560, HM471561, HM471562, HM471563, HM471564, HM471565, HM471566, HM471567, HM471568, HM471569, HM471570, HM471571, HM471572, HM471573, HM471574, HM471575, HM471576, HM471577, HM471578, HM471579, HM471580, HM471581, HM471582, HM471583, HM471584, HM471585, HM471586, HM471587, HM471588, HM471589, HM471590, HM471591, HM471592, HM471593, HM471594, HM471595, HM471596, HM471597, HM471598, HM471599, HM471600, HM471601, HM471602, HM471603, HM471604, HM471605, HM471606, HM471607, HM471608, HM471609, HM471610, HM471611, HM471612, HM471613, HM471614, HM471615, HM471616, HM471617, HM471618, HM471619, HM471620, HM471621, HM471622, HM471623, HM471624, HM471625, HM471626, HM471627, HM471628, HM471629, HM471630, HM471631, HM471632, HM471633, HM471634, HM471635, HM471636, HM471637, HM471638, HM471639
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]