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. 2001 Feb 21;2(3):research0008.1–research0008.16. doi: 10.1186/gb-2001-2-3-research0008

Survey of transcripts in the adult Drosophila brain

Karen L Posey 1, Leslie B Jones 1, Rosalinda Cerda 1, Monica Bajaj 1, Thao Huynh 1, Paul E Hardin 1, Susan H Hardin 1,
PMCID: PMC30707  PMID: 11276425

Abstract

Background:

Classic methods of identifying genes involved in neural function include the laborious process of behavioral screening of mutagenized flies and then rescreening candidate lines for pleiotropic effects due to developmental defects. To accelerate the molecular analysis of brain function in Drosophila we constructed a cDNA library exclusively from adult brains. Our goal was to begin to develop a catalog of transcripts expressed in the brain. These transcripts are expected to contain a higher proportion of clones that are involved in neuronal function.

Results:

The library contains approximately 6.75 million independent clones. From our initial characterization of 271 randomly chosen clones, we expect that approximately 11% of the clones in this library will identify transcribed sequences not found in expressed sequence tag databases. Furthermore, 15% of these 271 clones are not among the 13,601 predicted Drosophila genes.

Conclusions:

Our analysis of this unique Drosophila brain library suggests that the number of genes may be underestimated in this organism. This work complements the Drosophila genome project by providing information that facilitates more complete annotation of the genomic sequence. This library should be a useful resource that will help in determining how basic brain functions operate at the molecular level.

Background

Drosophila melanogaster is an important model organism. After more than 50 years of study, the anatomy of the brain is well described and many brain functions have been mapped to particular substructures [1,2,3,4,5,6,7,8]. The adult brain is composed of approximately 200,000 neurons which are organized into discrete substructures. The optic lobe (composed of the lamina, medulla, lobula and lobula plate) is primarily involved in the processing of visual information from the photoreceptors and sending that information to the central brain [2,5,9]. The antennal lobes are chiefly responsible for the processing of olfactory information [10]. The mushroom bodies are involved in olfactory learning and memory and other complex behaviors [11,12,13,14,15]. A group of approximately six neurons in the lateral protocerebrum are sufficient to drive circadian rhythms in locomoter activity [16,17]. The central complex, although poorly understood, appears to be involved in motor coordination [18,19,20].

Despite our increasing knowledge of Drosophila brain anatomy and function, relatively little information is available concerning the molecules expressed in the brain that coordinate function and manifest behavior. Classic methods of identifying genes involved in neural function include behavioral screening of mutagenized flies, then rescreening candidate lines for pleiotropic effects due to developmental defects. This process is both laborious and time consuming. To augment this genetic approach, sequencing of random cDNAs is proving effective in identifying genes expressed in a specific cell type [21]. Much information has been collected through the analysis of expressed sequence tags (ESTs) [22,23,24,25]. Using this approach, sequence information is gathered from one or both ends of a cDNA and cataloged to determine the complexity of an mRNA population. Here, we use a modified EST approach and completely sequence novel cDNAs. Others have used a similar approach by shotgun sequencing concatenated cDNA inserts [26,27]. One goal of our work was to begin to develop a catalog of transcripts expressed in the brain. These transcripts, because of the location of their expression, are expected to contain a higher proportion of clones that are involved in neuronal function.

Many Drosophila head libraries have been used to isolate cDNAs that correspond to genes identified by genetic screens for their involvement in brain function. Several transcripts identified in this manner are expressed at a relatively low level (dunce [28], CREB [29], dco [30], period [31], timeless [32], dissonance [33]). The Drosophila brain makes up only a small part of head tissue (approximately 14% dry weight). By eliminating non-brain tissues, we increase the relative representation of rare neural transcripts in this unique library.

We began a catalog of the genes expressed in the brain of adult Drosophila in support of more conventional methods of understanding brain function. Cataloging sequence information and publishing the data through electronic databases has enriched molecular science in general. In a matter of a few minutes, one can use information from a single sequencing reaction to identify a gene that was sequenced by another laboratory, and one maybe able to deduce the function of the isolated clone. This set of tools facilitates molecular work in virtually every branch of biological sciences. This report details construction, quality analysis and initial characterization of a unique library created from adult Drosophila brains. Surprisingly, we discovered that 11% (29 clones) of the Drosophila brain cDNA clones that were randomly chosen for analysis are not matched with any EST sequence generated in support of the Drosophila genome project (as of 10 October 2000). Further, the genes encoding 59% of these novel ESTs are not predicted by algorithms used for fly genome annotation. From our analysis of ESTs that do not correspond to one of the 13,601 annotated genes, we predict that the number of genes in the Drosophila genome may be underestimated by 10-15% (approximately 1,300 to 2,000 genes).

Results and discussion

Library quality assessment

Desiccated brain tissue from adult Drosophila melanogaster was used to construct a library using the Stratagene Hybrid-Zap system. This library was designed for protein expression and, therefore, was constructed such that full-length cDNAs containing 5' untranslated regions are not likely to be present. The number of clones in the library and the size of the clones were used to assess the quality of the library. The number of clones in the primary library was determined by titering one of the five packaging reactions. The total number of clones in the primary library is 6.75 × 106 (that is, all five packaging reactions). From the analysis of the fully sequenced clones (141 novel and matched isolog clones reported in this study), the majority of the inserts (53%) were between 400 and 800 base pairs (511 base pairs ± 197 base pairs average deviation). Characterized clones from the library range between 139 to 1,746 base pairs (bp), including only 15 As of the poly(A) tail. The insert size for this library is as expected using the Stratagene Hybrid-Zap kit, given that the size-selection column retains DNA molecules larger than 200 bp) (Stratagene technical support, personal communication). Of the 283 clones that were either completely or end-tagged sequenced, approximately 4% (12 clones) did not contain an insert (Figure 1).

Figure 1.

Figure 1

Scheme for classifying the Drosophila brain library clones.

Clone selection

To try to maximize the discovery of novel transcripts, we investigated whether there was a correlation between transcript abundance and the presence of the sequence in a public database. Specifically, a reverse northern blot experiment using radiolabeled head cDNA was performed to determine whether hybridization level could be used to identify frequently occurring transcripts. We reasoned that the abundance of these transcripts may increase their representation in data banks when compared to less abundant transcripts. The data from this experiment are shown in Table 1.

Table 1.

Hybridization data from 85 randomly chosen clones

Hybridization level Originally novel Signal
 Absent AF171761 242.2
AF171771 282.1
AF171773 212.4
AF171774 264.8
AF171776 262.6
AF171777 293.6
AF171778 296.6
AF171781 299.4
AF171762 194.0
AF179229 211.9
 Light AF171764 428.0
AF171765 461.4
AF171769 483.8
AF171772 305.0
AF171779 460.6
AF171782 335.6
AF171785 360.3
AF179230 444.6
 Medium AF171763 508.5
AF171766 617.2
AF171767 615.6
AF171768 541.3
AF171770 509.0
AF171786 681.5
AF171787 924.1
AF171789 984.0
AF171790 978.2
AF171791 862.7
AF171792 583.2
AF171793 731.2
AF171794 695.5
 Dark AF171762 1237.0
AF171775 1066.0

Hybridization level Known Signal

 Absent None
 Light AF171706 Drosophila GS2 for glutamine synthase 315.3
AF171707 Drosophila ubiquitin protein gene 388.6
AF171709 Drosophila cytochrome c oxidase 365.3
AF171711 Drosophila calmodulin gene 340.7
AF171715 Drosophila CCATT box-transmembrane domain 392.1
 Medium AF083504 Drosophila Pls dso3465 (d149) dso 8544 (D187) 645.3
AF171701 Drosophila frequenin gene 503.4
AF171702 Drosophila nicotinic acetylcholine receptor 526.0
AF171704 Drosophila ADP/ATP Translocase 537.1
AF171705 Drosophila tyrosine kinase gene 544.5
AF171703 Drosophila ferritin subunit 1 (Fer1) mRNA 552.0
AF171708 Drosophila mRNA for rab-related protein 4 543.2
AF171710 Drosophila cytochrome c oxidase subunit 538.0
AF083505 Drosophila 2-g8 from P1 DS02782 (D71) 870.4
AF171712 Drosophila gene encoding S-adenosylmethionine decarboxylase 918.0
AF171713 Drosophila TRIP-1 homolog (Dm TRIP) mRNA 576.6
AF171714 Drosophila twinstar (tsr) gene 664.1
AF171716 Drosophila burdock retrotransposon gag protein 631.6
AF171717 Drosophila GS1 mRNA for glutamine synthase 557.8
AF171718 Drosophila geranylgeranyl transferase 694.9
 Dark None

Hybridization level Ribosomal/mitochondrial Signal

 Absent AF083279 Ribosomal protein rat 60s L35A 235.1
AF083516 Drosophila ribosomal protein S17 gene 299.2
AF083518 Drosophila ribosomal protein L31 218.4
 Light AF083272 Yeast ribosomal protein L46 489.6
Clone 17 Mitochondrial 16S ribosomal mRNA 480.4
Clone 26 Mitochondrial 16S ribosomal mRNA 343.2
AF083276 M. musculus ribosomal protein L21 mRNA 361.4
AF083277 M. musculus ribosomal protein L21 mRNA 388.1
AF083278 Ribosomal protein human 60s L24 326.8
AF083515 Drosophila ribosomal protein 15a (40s subunit) 376.5
Clone 61 Mitochondrial 16S ribosomal mRNA 354.1
Clone 72 Mitochondrial 16S ribosomal mRNA 470.5
AF083520 Drosophila ribosomal protein L18a 352.6
AF083521 Drosophila ribosomal protein S14 A and B genes 396.5
 Medium AF083513 Drosophila mRNA ribosomal protein 508.8
AF083514 Drosophila ribosomal protein L19 gene 579.8
AF083281 Ribosomal protein R. norvegicus S23 798.1
AF083519 Drosophila 60S ribosomal protein L43 mRNA 837.9
Clone 80 Mitochondrial 16S ribosomal mRNA 601.1
Clone 90 Mitochondrial 16S ribosomal mRNA 798.6
AF083522 Drosophila 5.8S and 2S ribosomal rRNA 819.8
Clone 94 Mitochondrial 16S ribosomal mRNA 820.0
 Dark AF083275 Drosophila ribosomal protein S18 mRNA 1166.0
AF083517 Drosophila ribosomal protein L22 mRNA 2423.0

Hybridization level Isologs Known

 Absent AF083295 C. pothophila cytochrome oxidase I & II 224.9
AF083300 Human clathrin coat-associated protein 50 233.7
 Light AF083301 R. norvegicus trg mRNA carrier protein precursor 474.5
 Medium AF083296 Human protein synthesis factor (eIF-1A) 512.2
AF083298 Silkworm mRNA for DNA SC factor 500.1
AF083297 Bovine ATP synthase G chain, mitochondrial, H+ transporting 555.9
AF083299 H. sapiens Arp 2/3 complex 20 kD subunit, actin related protein 570.4
AF083302 H. sapiens mRNA for testican 519.7
Dark None

The photo stimulating units (psl) within a circle of standard area was used to determine the relative hybridization level to radiolabeled head cDNA for each clone. Hybridization categories are as follows. Absent, 0-300 psl (corresponding to background); light, 301-499 psl; medium, 500-899 psl; dark, 900-2500 psl. Clones are categorized as follows. Novel, sequence information for clones that were novel at the initial phase of this project; known, Drosophila sequence information previously submitted to sequence databanks; ribosomal protein/ribosomal RNA/mitochondrial, sequences corresponding to ribosomal proteins, ribosomal RNAs or mitochondrial transcripts; isologs, transcripts that have a high degree of similarity to sequences reported in the databanks.

The level of hybridization to the probe varied considerably within a category. In particular, novel transcripts did not uniformly have low levels of hybridization, which suggested that hybridization level would not greatly aid in identifying novel clones. Therefore, subsequent clones for this study were randomly chosen for sequence analysis. It is possible that abundant transcripts may not be as well represented in the database as a result of directed cloning of rarer molecules, or that cDNA abundance in this library may not accurately reflect relative transcript abundance in the fly brain.

Sequence data

We obtained sequence data for 271 independently isolated cDNAs representing transcripts expressed in the Drosophila brain (Figure 1, Table 2). Of these, 141 clones originally classified as either novel (114 clones) or matched isologs (27 clones) were completely sequenced. Only end-tag sequence data was collected for clones classified as matched isolog ribosomal protein sequences (16 clones), known Drosophila sequences (71 clones) and known Drosophila ribosomal protein sequences (23 clones). All insert sequences or ESTs can be obtained by searching GenBank with the appropriate accession numbers listed in Table 2. Data for 20 mitochondrial 16S clones are not reported here because mitochondrial expression is not the focus of this study.

Table 2.

GenBank accession numbers of all sequenced clones

Clone category GenBank accession number Total
Novel sequences only matched to genomic data AF171764, AF171789, AF171794, AF171800, AF171805, AF171808, AF171813, AF171815, AF171819, AF171821, AF171828, AF171838, AF171850, AF171854, AF171858, AF171859, AF171865. 17
Matched with an EST, but NOT a predicted gene AF171766, AF171772, AF171779, AF171780, AF171781, AF171782, AF171785, AF171787, AF171796, AF171797, AF171804, AF171811, AF171818, AF171826, AF171829, AF171837, AF171839, AF171840, AF171845, AF171848, AF171857, AF171860, AF171862, AF171863, AF171869. 25
Matched with a predicted gene, but NOT an EST AF171867, AF171768, AF171778, AF171762, AF171790, AF171799, AF171771, AF171803, AF171812, AF171832, AF171861, AF171868. 12
Matched with an EST and a predicted gene AF171761, AF171762, AF171763, AF171765, AF171767, AF171769, AF171770, AF171773, AF171774, AF171775, AF171776, AF171777, AF171784, AF171786, AF171788, AF171791, AF171792, AF171793, AF171795, AF171798, AF171801, AF171802, AF171806, AF171807, AF171809, AF171810, AF171814, AF171816, AF171817, AF171820, AF171822, AF171823, AF171824, AF171825, AF171827, AF171830, AF171831, AF171833, AF171834, AF171835, AF171836, AF171841, AF171842, AF171843, AF171844, AF171846, AF171847, AF171849, AF171851, AF171852, AF171853, AF171855, AF171856, AF171864, AF171866, AF171870, AF171871, AF171872, AF179229, AF179230. 60
Matched isolog AF083295-AF08321. 27
Matched isolog ribosomal protein sequences AF083272, AF083275-AF083279, AF083281, AF083286- AF083294. 16
Known Drosophila ribosomal protein sequences AF083513-AF083522, AF083524-AF083526, AF083528, AF083530, AF083531, AF083537, AF083538, AF083544-AF083548. 23
Known Drosophila sequences AF083504-AF083512, AF171701-AF171743, AF171745-AF171760, AF171784, AF171807, AF171872. 71

Sequences classified as 'novel' represent new EST sequence data from D.melanogaster (as of 10 October, 2000)and are not homologous to any EST or cDNA sequence in GenBank. These 17 novel sequences are not predicted to be transcribed, and are described in more detail in Table 5b. Sequences classified as 'matched with an EST' correspond to known EST sequence data, but do not have a corresponding predicted gene. Sequences classified as 'matched with a predicted gene' correspond to those that are predicted genes, but do not have corresponding EST data. Sequences classified as 'matched with an EST and a predicted gene' have both EST and predicted gene matches. Sequences classified as 'matched isologs' are sequences that are homologous to genes found in other organisms. Sequences classified as 'matched isolog ribosomal protein' are sequences that are homologous to ribosomal protein genes found in other organisms. Sequences classified as 'known Drosophila ribosomal protein sequences' are matched with sequences previously reported to GenBank. Sequences classified as 'known Drosophila' are sequences that have been previously reported to databases (AF083507 and AF083508 correspond to clone 159; AF083509 and AF083510 correspond to clone 226).

We generated sequence data for 27 Drosophila genes that had been previously sequenced from other organisms. Isologs that were identified in the brain library but which had not been identified or sequenced in Drosophila melanogaster are listed in Table 3 (with the exception of ribosomal protein genes). An isolog is defined as a sequence that has a high degree of similarity to genes identified in other organisms, but the functional relationship between these genes has not been demonstrated [34]. As expected, we recovered many previously identified Drosophila genes (Table 4). We did not continue with full insert sequencing of these Drosophila sequences, but the EST data for these clones was submitted to GenBank.

Table 3.

Isologs identified in Drosophila brain study

Gene Organism Accession Number Score Probability
Cytochrome oxidase I and II C. pothophila AF083295 201 6.2e-8
Protein synthesis factor eIF-1A H. sapiens AF083296 237 1.1e-23
ATP synthase G chain B. taurus AF083297 282 2.6e-30
DNA supercoiling factor Silkworm AF083298 249 1e-65
Arp2/3 complex 20 kD subunit H. sapiens AF083299 681 3.7e-85
Clathrin coat-associated protein 50 H. sapiens AF083300 663 1.5e-85
Trg gene R. norvegicus AF083301 300 7.1e-39
Testican gene H. sapiens AF083302 806 8.8e-57
Calmodulin-like processed pseudogene (similar to D. melanogaster DMTnc 73F troponin but not identical) H. sapiens AF083303 123 1.0e-27
Peripheral type benzadiazipine receptor H. sapiens AF083304 220 5.3e-38
Retinal protein 4 H. sapiens AF083305 459 4.2e-73
Ubiquitin-like S30 ribosomal fusion protein H. sapiens AF083306 151 1.9e-15
Insulinoma rig-analog DNA-binding protein H. sapiens AF083307 498 1.3e-31
Neuronal calcium binding protein C. elegans AF083308 629 8.2e-78
Mitochondrial ubiquinone-binding protein H. sapiens AF083309 115 2.0e-25
Oxidoreductase gene H. sapiens AF083310 172 3.4e-23
Iron-sulfur protein R. rieske AF083311 812 5.1e-57
Copper chaperone for superoxide dismutase H. sapiens AF083312 359 2.0e-42
Putative fatty-acid binding protein A. gambiae AF083313 530 1.0e-53
SMT3 protein H. sapiens AF083314 649 8.3e-44
Core P2 precursor ubiquinol cytochrome c reductase complex B. taurus AF083315 172 5.5e-15
Tyrosyl-tRNA synthetase H. sapiens AF083316 500 7.8e-39
Transferrin gene Flesh fly AF083317 511 1.0e-61
Leucyl-tRNA synthetase A. thaliana AF083318 179 3.1e-72
Protein translation factor SUI1 A. gambiae AF083319 381 1.8e-47
Uracil phosphoribosyl transferase S. cerevisiae AF083320 434 8.7e-51
Metallopanstimulin gene H. sapiens AF083321 322 3.3e-39

'Gene' indicates the homologous gene name, 'organism' indicates the organism which has the greatest similarity to the Drosophila clone, and the accession number for the Drosophila isolog is listed. The 'score' and 'probability' for each match using BLASTN [41] are reported.

Table 4.

Brain cDNA clones matched with previously reported Drosophila genes

Gene Accession number Location Reference
Frequenin gene AF171701 CNS and PNS of adults and embryos [45]
Ferritin subunit 1 gene AF171703 Fat body and gut of larvae, present in all stages and increased with iron supplementation [46]
Tyrosine kinase gene AF171705 Not specified -
Glutamine synthase gene AF171706 Mitochondrial
AF171717
Rab-related protein 4 gene AF171708 Endoplasmic reticulum and Golgi (rats expression highest in brain) [47,48]
S-adenosylmethionine decarboxylase gene AF171712 Polyamine synthesis, presumably in every cell, highest in 24 and 48 h larvae [49]
Twinstar gene AF171714 Male germ line and larvae throughout development [50,51]
CCATT box transmembrane domain gene AF171715 Not specified -
Geranylgeranyl transferase gene AF171718 Not specified -
ADP-robosylation factor class II gene AF171722 Uniformly distributed ubiquitous in all adult body segments [52,53]
Virus-like particle AF171727 Long gland and ovipositor in adults [54]
Rot gene AF171731 Not specified -
DNA-binding protein erect wing AF171732 Throughout embryonic development and enriched in adult head [55]
Membrane-associated protein gene AF171736 Uniform in embryonic development [56]
BBC-1 gene AF171739 Not specified -
Vimar gene AF171743 Midgut and hindgut, visceral mesoderm, CNS, and PNS in embryos [57]
Metallothionein gene AF171741 Alimentary canal and lower in other tissues of larvae [58]
Nicotinic acetylcholine receptor gene AF171702 Brain and CNS predominantly in late embryos and adult head [59,60,61]
Burdock retrotransposon gag protein gene AF171716 Not specified -
Transposable element to copia mgd3 retroposon AF171724 Varies with Drosophila populations [62,63]
AF171725
Heat-shock gene hsp 27 AF171728 CNS, sperm, and oocytes, present in all stages, highest in white prepupae [64,65]
Alpha 1,2 mannosidase gene AF171730 Embryonic PNS, adult eye, and wing [66]
GTP cyclohydrolase I AF171733 Embryo nuclear, adult eye and head [67,68]
Teashirt gene AF171735 Epidermis and mesoderm during development [69]
AF171759
49 kD phosphoprotein AF171737 Photoreceptors [70]
AF171738
Alcohol dehydrogenase related gene AF171740 Not specified -
Vacuolar-ATPase gene AF171742 Uniform expression in all stages [71]
Micropia-Dm11 3' flanking DNA AF171746 Not specified -
AF171748
RM62 RNA helicase AF171749 Not specified -
ADP/ATP translocase AF171704 Not specified -
Ubiquitin protein gene AF171707 Tissue-general, all life stages [72]
Calmodulin gene AF171711 CNS and mushroom bodies of adults [73]
AF171781
TRIP-1 homolog gene AF171713 Not specified -
AF171726
Bnb gene for development AF171729 Mesectoderm and presumptive epidermis, after dorsal closure periphery of nervous system including glia that may establish longitudinal neuropile scaffolding, embryonic CNS [74]
AF171751
B(2)gcn gene AF171754 Not specified -
Diacylglycerol kinase gene AF171720 Eye-specific in adult nervous system, muscles, compound eye, [75,76]
AF171721 brain cortex, fibrillar muscle, and tubular muscle
AF171755
AF171756
Gene from heat-shock locus 93D AF171760 Constitutive monitoring the 'health' of translation machinery, presumably in every cell [77,78]
Cytochrome c oxidase gene AF171709 Mitochondrial
AF171710
AF171719
AF171723
AF171734
AF171752
BM40 gene AF171872 Not specified -
Histone H3.3 gene AF171745 Gonads and somatic tissue, uniform distribution in polytene chromosomes [79,80]
Acetylcholine receptor-related protein AF171747 CNS [81]
Hu-li tai shao gene AF171750 Ovarian ring canal [82]
Laminin receptor gene AF171753 Neural tissue [83]
eIF-2 alpha-subunit AF171758 Expressed throughout embryos, and CNS in later stages [84,85]
Gerceraldehyde-3-phosphate dehydrogenase-2 gene AF171757 Evenly distributed, expressed in all stages [86]
CNS-specific Noe gene AF171772 CNS [87]
AF171796
AF171818
AF171848
AF171780
Medea-B gene AF171807 Not specified -
Phospholipase C norpA gene AF171840 Retina and body of adults [88]
Recq helicase 5 gene AF171784 DNA repair, recombination, and replication [89]

Each previously identified gene is listed with its accession number from the Drosophila brain study. Location information is as reported by the indicated reference.

Approximately 42% of the sequence data generated in this study were originally novel according to sequence analysis searches conducted at the beginning of this project. Since then, much EST data has been added to GenBank and the Drosophila genome sequence has been released. Thus, in October 2000 the 114 previously novel brain cDNA were again compared with fly sequence data. The percentage of transcripts that do not have corresponding ESTs is reduced to 11% (Table 2; of 29 clones, 17 have no EST matches and are not predicted genes following genome annotation, and 12 have no EST matches but are matched with a predicted gene). Although each of these 29 clones lacks an EST match, each clone is identified within the Drosophila genome sequence recently reported by Adams et al. [35]. It is possible that some of these clones represent the 3' ends of ESTs for which only 5' sequence data is available. Considering that data for approximately 80,000 ESTs (24,193 ESTs from adult heads alone) are reported [36] and that our analysis examined only 271 randomly chosen brain library clones, 11% is a surprisingly large number. This indicates that this library is a valuable resource for generating sequence data that will facilitate genome annotation, specifically identifying regions transcribed in the adult fly brain.

From our analysis it is clear that EST data are essential for accurate and thorough genome annotation. In particular, using current genome annotation algorithms, 42 of the 271 brain clones do not correspond to predicted genes (Table 2). Of these 42 clones, however, 25 have EST matches with the Berkeley Drosophila Genome Project (BDGP) data (Tables 2, 5). Comparisons of the remaining 17 cDNA sequences with the Drosophila genome sequence show evidence of RNA processing (exon/intron borders and consensus splicing sequences) for two clones, and presence of a poly(A) addition sequence (AAUAAA) 12 to 30 bp upstream of an extensive poly(A) region at the 3' end of the insert sequence for seven clones (Table 5b). Ten of the 17 clones were detected in reverse northern experiments using either brain or body radiolabeled cDNA (Table 6). The distribution of detection by brain cDNA, body cDNA, both or neither (not detectable above background) for the 17 clones in this category is similar to the distributions observed in the other categories (Tables 5a, 6), and strikingly similar to the detection frequency observed for the 'matched with an EST and a predicted gene' category. Although these data suggest that these sequences are transcribed, additional experiments are necessary to confirm whether this is true for each clone. None of the clones in this category is predicted to encode a protein larger than 100 amino acids. It is possible that these sequences may correspond to genomic DNA. Alternatively, these novel RNA molecules may perform some unknown cellular function that requires a conserved structure rather than a conserved sequence.

Table 5a.

Correlation between EST match, gene prediction and hybridization analysis

Detected in Accession number Insert size Percentage of category
Novel cDNA
Body AF171819 145 12%
 Body AF171858 186
Both AF171764 450 12%
 Both AF171805 259
Brain AF171789 857 35%
 Brain AF171794 610
 Brain AF171800 190
 Brain AF171808 269
 Brain AF171815 363
 Brain AF171854 195
Neither AF171813 216 41%
 Neither AF171821 359
 Neither AF171828 189
 Neither AF171838 430
 Neither AF171850 1104
 Neither AF171859 1786
 Neither AF171865 452
Matched with an EST, but NOT a predicted gene
Body AF171857 432 4%
Both AF171772 480 32%
 Both AF171779 1101
 Both AF171787 449
 Both AF171804 553
 Both AF171818 180
 Both AF171839 1282
 Both AF171848 345
 Both AF171860 151
Brain AF171766 798 36%
 Brain AF171780 292
 Brain AF171781 400
 Brain AF171782 506
 Brain AF171785 727
 Brain AF171796 313
 Brain AF171797 400
 Brain AF171811 386
 Brain AF171863 1072
Neither AF171826 683 28%
 Neither AF171829 380
 Neither AF171837 503
 Neither AF171840 623
 Neither AF171845 376
 Neither AF171862 800
 Neither AF171869 641
Matched with a predicted gene, but NOT an EST
Body AF171867 287 8.3%
Both AF171768 1746 33.3%
 Both AF171778 389
 Both AF171790 396
 Both AF171799 819
Brain AF171771 1060 33.3%
 Brain AF171783 373
 Brain AF171803 688
 Brain AF171812 338
Neither AF171832 338 25%
 Neither AF171861 398
 Neither AF171868 689
Matched with an EST and a predicted gene
Body AF171846 578 3%
 Body AF171856 600
Both AF171763 236 30%
 Both AF171770 919
 Both AF171773 315
 Both AF171774 745
 Both AF171776 278
 Both AF171777 165
 Both AF171786 223
 Both AF171791 451
 Both AF171792 619
 Both AF171793 234
 Both AF171795 200
 Both AF171798 733
 Both AF171809 577
 Both AF171810 966
 Both AF171817 250
 Both AF171830 567
 Both AF179229 1396
 Both AF179230 168
Brain AF171761 1081 27%
 Brain AF171762 652
 Brain AF171765 281
 Brain AF171767 228
 Brain AF171769 1051
 Brain AF171775 523
 Brain AF171788 1421
 Brain AF171801 600
 Brain AF171802 623
 Brain AF171806 727
 Brain AF171807 380
 Brain AF171814 237
 Brain AF171816 324
 Brain AF171822 376
 Brain AF171824 785
 Brain AF171833 868
Neither AF171784 351 40%
 Neither AF171820 427
 Neither AF171823 234
 Neither AF171825 675
 Neither AF171827 253
 Neither AF171831 222
 Neither AF171834 240
 Neither AF171835 916
 Neither AF171836 406
 Neither AF171841 436
 Neither AF171842 331
 Neither AF171843 99
 Neither AF171844 764
 Neither AF171847 301
 Neither AF171849 193
 Neither AF171851 364
 Neither AF171852 364
 Neither AF171853 473
 Neither AF171855 991
 Neither AF171864 541
 Neither AF171866 412
 Neither AF171870 399
 Neither AF171871 488
 Neither AF171872 546

Hybridization results for the indicated cDNA categorized as 'novel cDNA'; 'matched with an EST, but not a predicted gene'; 'matched with a predicted gene, but not an EST'; or 'matched with an EST and a predicted gene' (see Table 2). Purified plasmids containing the indicated insert sequence were hybridized with either labeled brain or body cDNA (see Table 6). The percentage of clones exhibiting the indicated hybridization pattern within each category is indicated.

Table 5b.

Additional information

Accession number EST hit? Predicted gene? AAATAA/Poly(A) spacing Splicing detected? Expression detected in Insert size Comments
AF171819 NO NO 37 Body 145
AF171858 NO NO 18 Body 186
AF171764 NO NO 280 Both 450
AF171805 NO NO 25 Both 259
AF171789 NO NO 134 Brain 857
AF171794 NO NO 45 Brain 610
AF171800 NO NO Not present Brain 190
AF171808 NO NO 23 Brain 269
AF171815 NO NO 12 Brain 363
AF171854 NO NO 52 Spliced, consensus Brain 195 Extensive poly(A) tail (146 nucleotides)
AF171813 NO NO Not present Neither 216 Extensive poly(A) tail (>42 nucleotides)
AF171821 NO NO Not present Spliced, consensus Neither 359
AF171828 NO NO Not present Neither 189
AF171838 NO NO 18 Neither 430
AF171850 NO NO 13 Neither 1104
AF171859 NO NO 18 Neither 1786
AF171865 NO NO Not present Neither 452

Additional information concerning clones that lack EST data and that are not predicted to be transcribed (Novel cDNA). The GenBank accession number for each of the 17 clones is indicated. The distance between a putative poly(A) addition sequence (AAATAAA), when present, and the poly(A) sequence is shown. 'Splicing detected?' indicates the two cDNA clones showing evidence for consensus splicing. 'Expression detected' refers to each clone's hybridization results when probed with radiolabeled cDNA from brain or body (see Table 6). 'Insert size', size of the cDNA insert; 'comments', additional comments for the identified clone. None of the 17 cDNA is predicted to encode a protein larger than 100 amino acids.

Table 6.

Body versus brain expression of originally novel clones

Clone category GenBank accession number psl/mm2-bkg Total

Brain Body
Brain only AF171761 1.52 ND 34
AF171765 0.68 ND
AF171766 0.60 ND
AF171767 1.62 ND
AF171769 0.15 ND
AF171771 0.79 ND
AF171775 1.20 ND
AF171780 4.18 ND
AF171781 1.10 ND
AF171782 1.03 ND
AF171783 0.94 ND
AF171785 1.52 ND
AF171788 1.44 ND
AF171789 0.77 ND
AF171794 0.61 ND
AF171796 3.74 ND
AF171797 0.87 ND
AF171800 1.01 ND
AF171801 0.98 ND
AF171802 0.46 ND
AF171803 0.86 ND
AF171806 1.15 ND
AF171807 0.70 ND
AF171808 0.92 ND
AF171811 0.38 ND
AF171812 0.60 ND
AF171814 0.90 ND
AF171815 0.91 ND
AF171816 0.24 ND
AF171822 5.43 ND
AF171824 1.14 ND
AF171833 0.34 ND
AF171854 0.20 ND
AF171863 3.73 ND
Body and brain AF171762 3.94 0.01 33
AF171763 2.81 8.92
AF171764 1.13 0.06
AF171768 1.76 0.39
AF171770 1.25 0.70
AF171772 14.1 0.81
AF171773 1.03 0.43
AF171774 0.77 0.04
AF171776 1.09 0.43
AF171777 1.20 1.65
AF171778 1.45 2.48
AF171779 0.67 0.55
AF179229 2.46 0.09
AF179230 1.38 3.88
AF171786 0.77 0.03
AF171787 1.14 1.02
AF171790 1.17 0.80
AF171791 1.07 6.13
AF171792 1.25 1.56
AF171793 1.19 1.47
AF171795 3.32 0.68
AF171798 0.92 0.31
AF171799 1.30 0.05
AF171804 1.05 0.47
AF171805 1.11 0.13
AF171809 2.22 0.49
AF171810 1.34 0.12
AF171817 0.63 0.01
AF171818 18.3 0.94
AF171830 0.31 0.01
AF171839 9.93 2.40
AF171848 20.7 0.13
AF171860 23.4 0.67
Body only AF171819 ND 12.9 6
AF171846 ND 0.08
AF171856 ND 0.06
AF171857 ND 0.19
AF171858 ND 0.35
AF171867 ND 0.21
Neither body nor brain AF171784 ND ND 41
AF171813 ND ND
AF171820 ND ND
AF171821 ND ND
AF171823 ND ND
AF171825 ND ND
AF171826 ND ND
AF171827 ND ND
AF171828 ND ND
AF171829 ND ND
AF171831 ND ND
AF171832 ND ND
AF171834 ND ND
AF171835 ND ND
AF171836 ND ND
AF171837 ND ND
AF171838 ND ND
AF171840 ND ND
AF171841 ND ND
AF171842 ND ND
AF171843 ND ND
AF171844 ND ND
AF171845 ND ND
AF171847 ND ND
AF171849 ND ND
AF171850 ND ND
AF171851 ND ND
AF171852 ND ND
AF171853 ND ND
AF171855 ND ND
AF171859 ND ND
AF171861 ND ND
AF171862 ND ND
AF171864 ND ND
AF171865 ND ND
AF171866 ND ND
AF171868 ND ND
AF171869 ND ND
AF171870 ND ND
AF171871 ND ND
AF171872 ND ND

Purified plasmid DNA was spotted onto a nylon filter and hybridized with either radiolabeled brain or body cDNA. Clones are classified on the basis of whether they were detected with brain, body, both (brain and body) or neither (not above background) radiolabeled cDNA. The clones tested were originally novel (no EST or previous sequence information), but some clones have changed classification as a result of both the large number of ESTs submitted thorough the Drosophila genome effort (BDGP) and the Drosophila genome annotation efforts. Additional information for these clones is listed in Tables 2, 5. ND, not determined. Bkg, background.

The Drosophila genome is predicted to contain 13,601 genes [35]. Ifour observations are representative and can be extended to the number of genes in the fly genome, then our analysis suggests that the total number of genes may be underestimated by approximately 15% (42 of the 271 randomly chosen cDNAs do not correspond to a predicted gene). Thus, approximately 2,000 genes may await discovery.

Transcript distribution analysis

A second hybridization study was conducted to determine whether clones originally identified as novel were detectable in the brain and/or body of adult Drosophila. This data may offer clues as to which transcripts are involved in basic neuronal function, as opposed to a function that may be specific to the brain. The Drosophila central nervous system (CNS) includes thoracic and abdominal ganglia and, therefore, neural transcripts are often expressed throughout the body. Thus, it was possible that few transcripts would be brain-specific.

To determine how the (originally) novel clones were distributed in the animal, plasmid templates from 114 novel clones were spotted on filters and hybridized with radiolabeled cDNA from either brains or bodies (minus heads). The results of this study are listed in Table 6. In this experiment cDNA probe is limiting and, therefore, many transcripts that are in low abundance may not be detectable. In fact, 36% of the clones were not detected in either brain or body. These clones may correspond to less abundant transcripts. Ideally, hybridization probe would be in excess in these experiments to determine which clones are brain specific, but Drosophila brain cDNA is limiting. Approximately 30% of the clones were detectable only in the brain and are candidates for genes involved in brain function. Clones that were detected in both tissues made up about one third of the novel transcripts (29%). About 5% of the clones were detected only in the body. As the library is made from brain tissue, we did not expect to recover many transcripts that would only be detectable in the body, as compared to the brain.

We used published localization data from previously identified transcripts to evaluate the data we collected for the novel clones (Table 4). Approximately 22% (7 of 32) of the known Drosophila genes listed are neural-specific, and approximately 30% of novel transcripts were detected only in the brain. Approximately 29% of the novel transcripts were detectable in both brain and body tissues. Known Drosophila genes that were localized in body and brain tissues accounted for 56% (18 of 32) of genes for which localization data was available (Table 4). Clones detected in both tissues may indicate that the gene product is needed in all cells. Genes from the nervous system would be expected to be expressed in both tissues, so transcripts detected in both cannot be ruled out of this category; but these transcripts are not brain specific. Approximately 5% of the novel clones were detectable only in the body, as compared to 22% (7 of 32) of the known Drosophila clones detected only in body tissues. These transcripts are apparently expressed at a higher level in the body and at relatively low levels in the brain. It should be noted that localization data were not specified for 18 of the 49 (37%) known transcripts listed in Table 4. This analysis suggests that this brain cDNA library is a rich source for generating cDNA sequence information and for identifying novel, brain-specific cDNAs.

Conclusions

The initial analysis of an adult Drosophila brain library is presented here. Somewhat surprisingly, we observe no clear connection between the abundance of a transcript and its appearance in a sequence data bank. However, molecular screens that are directed towards isolating rare transcripts may skew the transcript-related data in sequence banks towards less abundant molecules. As shown in Figure 1 and Table 2, we have identified and sequenced 29 novel clones that do not match with other known expressed sequences (but do match with fly genomic sequence information), 85 clones that are matched with EST data, 71 clones that were previously reported Drosophila sequences, 39 clones that contain ribosomal protein sequences, 27 clones that are matched with genes previously reported for other organisms (isologs, Table 3) and 20 clones corresponding to mitochondrial sequences.

Why did we recover such a high percentage of novel sequences? Libraries made from brain tissue are proposed to have a higher complexity of transcripts than libraries made from other tissues [21]. Therefore, EST screens of brain libraries should yield larger numbers of independent transcripts, as a result of the increased transcript complexity within brain tissues. Another possible explanation for the surprisingly large number of novel cDNAs identified in our analysis is that our library is not normalized. It has been proposed that hybrids form between poly(dA) and poly(dT) sequences during the hybridization/subtraction reaction and that these sequences are subsequently lost [36].

An ultimate goal of this project is to create a database of all the transcripts expressed in the Drosophila brain and to correlate this information with their patterns of expression in the brain. This type of a database would be a valuable resource and could be used in comparative studies with other organisms. Comparisons of transcripts from organisms with relatively simple brains (Drosophila) to organisms with more complex neural function (humans) may offer insights into basic brain function and aid in the identification of transcripts involved in higher-order brain functions. The 35 clones that appear enriched in the brain may identify proteins or RNAs that are involved in a brain-specific function. Transcripts identified in this library can be directly tested for protein-protein interaction using the yeast two-hybrid capability of the library, making it a good resource for many areas of study.

Our analysis of this unique brain library demonstrates that many transcribed regions of the Drosophila genome remain undiscovered, and that approximately 2,000 more genes may be identified. Genome annotation efforts emphasize identifying protein-coding regions [37]. Thus, it is possible that some of the ESTs lacking a corresponding predicted gene were missed during genome annotation because an open reading frame (or one of sufficient size) was not predicted.

Complete genomic sequences are excellent resources, and extensive annotation of a genome makes the sequence information even more powerful. Current software is not sufficient to identify all transcribed regions within the genome. As of the year 2000, EST data for 24,193 clones from adult Drosophila head libraries is reported and estimated to represent over 40% of all Drosophila genes [38]. Our results confirm that not all transcribed regions of the genome are identified and that EST analyses are essential for accurate and complete genome annotation.

Materials and methods

Tissue preparation

To produce the animals for the brain dissections, adult Drosophila were entrained using 12 h light and 12 h darkness in temperature-controlled incubators at 25°C. Entrained adult D. melanogaster (Canton S) flies were collected 3 h after the lights were turned off, frozen on dry ice, shaken to detach heads from bodies, and separated through a screen to isolate the heads. Frozen heads were incubated in prechilled -20°C, 100% acetone (EM Science) at -20°C overnight to replace the water in the tissue with acetone [39]. Prechilling the acetone prevents the heads from thawing when added to the acetone. Heads were dried at room temperature, and brains were removed using fine dissecting tweezers.

RNA preparation

RNA was isolated according to the Micro RNA Isolation protocol from Stratagene, with the exception of homogenization. Dried tissue was homogenized in denaturing solution with β-mercaptoethanol for 1 min, incubated on ice for 15 min, and then homogenized for an additional 5 min. The addition of a rehydration step increased the yield of RNA from dried tissue to approximately the same level as fresh tissue (16-21.9 μg total RNA extracted from 100 fresh heads, 15-29.3 μg total RNA extracted from 100 acetone-dried heads with rehydration step, compared to 3-6.6 μg total RNA extracted from 100 acetone-dried heads with no rehydration step). Poly(A) RNA was isolated using the Poly(A) Quick mRNA Isolation Kit from Stratagene according to the manufacturer's instructions. Approximately 5 μg poly(A) RNA was extracted from approximately 15,000 brains. Weighing acetone-dried brains allowed us to estimate how many were used to construct the library (50 acetone-dried brains weigh 0.25 mg and 50 acetone-dried heads weigh 1.8 mg).

Library construction

The library was constructed using a Stratagene HybriZAP™ Library kit. First-strand cDNA synthesis was primed from the 3' end of the poly(A) RNA using a poly(T) primer that also contained an XhoI restriction site and a GAGA sequence (5'-GAGAGAGAGAGAGAGAGAGAACTAGTCTCGAGTTTTTTITTTTTTTTTTT-3'). 5-methyl dCTP was used during first-strand cDNA synthesis to protect internal XhoI sites. Second-strand synthesis was primed by the partially digested RNA that resulted from RNase H treatment of the first-strand synthesis reaction. Pfu DNA polymerase was used to blunt the cDNA and EcoRI adapters were ligated to the blunt ends. The cDNA was digested with EcoRI and XhoI, size separated (retaining molecules approximately 200 bp or larger), ligated into HybriZAP™ vector arms, and packaged into phage heads for amplification.

Determining the number of primary clones

The cDNA library was titered to determine how many independent clones were recovered. At the 10-1 dilution there were 270 plaques per plate, giving a total of 6.75 × 106 clones in the primary library. This number was calculated as follows: (number of plaques 270) × (dilution factor 10) × (total packaging volume 500 μl) / (total number of mg packaged 8.75 × 10-5) × (number of μl packaged 1) = 1.542 × 1010 plaque-forming units (PFU) per mg or 1.35 × 106 PFU per packaging reaction. There are five packaging reactions for the entire library for a total of 6.75 × 106 clones in the primary library.

Sequencing-template preparation

PCR template

Individual phage plaques were incubated in 400 μl SM buffer overnight and used as amplification template. Amplification reactions were performed in a total volume of 40 μl and contained 2 μl eluted phage, 40 ng of each primer (FADI 5'-CACTACAATGGATGATG-3' and RADI 5'-CTTGCGGGGTTTTTCAG-3'), 0.001% Tween 20 (Sigma), 2.5 U Taq DNA polymerase (Promega), 1x Taq polymerase buffer (Promega), 1.56 mM MgCl2 (Promega), and 0.25 mM of each dNTP (USB). PCR was performed on a Perkin-Elmer 9600 GeneAmp PCR system, as specified in the HybriZAP™ Two-Hybrid cDNA Gigapack Cloning Kit instruction manual (Stratagene). After amplification, reactions were incubated at 37°C for 15 min with 0.5 Uμl-1 exonuclease I (USB) and 0.5 Uμl-1 shrimp alkaline phosphatase (Amersham Life Sciences). Enzymes were inactivated by heat treatment at 85°C for 15 min. Resulting samples were electrophoretically separated on a 1% Agarose (Kodak) gel and compared to a quantitative marker, BioMarker-EXT (BioVentures), to estimate the DNA concentration of each sample. This DNA was directly used in subsequent sequencing reactions.

Plasmid template

Individual phage plaques were incubated in 400 μl SM buffer overnight and then used for excision. Library phage were incubated with ExAssist Helper Phage™ (Stratagene) and XL1-Blue Escherichia coli cells, and grown overnight in Luria Broth. E. coli cells were killed by heat treatment (70°C, 20 min). XLOR E. coli cells were inoculated with the released phagemids and this mixture was plated on 50μg ml-1 ampicillin (Sigma) selection medium. Resulting colonies were cultured for subsequent plasmid DNA preparation (Perfect Prep Plasmid DNA kit, 5'-3' Inc.).

Sequencing

Initial sequence information was obtained using standard sequencing methods (described below) and a vector primer directed toward the 5' end of the insert (FADI 5'-CACTACAATGGATGATG). These ESTs were evaluated using the BLAST search program [40,41] linked to the nonredundant GenBank database. Novel cDNAs and isologs were completely sequenced. If a cDNA had been previously identified, sequence determination was not continued. The second standard sequencing reaction was primed from poly(A) tail using 1.6 pmol of a poly(T) primer anchored (PLYT 5'-TTTTTTTTTTTTTTTV-3' (V=A, C, or G)). cDNA sequences were completed using an octamer-primer walking strategy [42,43].

Automated sequencing reactions were performed using ABI PRISM Dye Terminator (or dRhodomine for PLYT reactions) Cycle Sequencing Ready Reaction Kits with AmpliTaq DNA polymerase, FS, according to the manufacturer's directions or as described for octamer-primed sequencing reactions [42,43]. The FADI primer was annealed at 48°C and the PLYT primer was annealed at 20°C. Sequencing reactions were ethanol precipitated, pellets were resuspended in 3.5 μl loading buffer, 1.5 μl was loaded onto a sequencing gel, and the data was collected by an ABI PRISM 377 DNA sequencer. Data collected from the ABI PRISM 377 DNA sequencer was manually edited using Sequencher 3.0 (GeneCodes).

Hybridization analyses

Eighty-five individual phage plaques were incubated in 400 μl SM buffer overnight and 2 μl phage eluant was used to produce a grid of plaques on a lawn of E. coli cells. Filter lifts were taken from the grid of plaques and hybridized at 65°C overnight with labeled Drosophila head cDNA at 1 × 106 cpm per ml hybridization buffer (50% formamide, 5x SSC, 0.1% Ficoll w/v, 0.1% PVP w/v, 0.1% BSA w/v, 0.1% SDS w/v, 0.2 μg ml-1 salmon sperm DNA and 1 mM EDTA). Filters were then washed sequentially at 42°C in 5x SSC for 1 h, at 65°C in 1x SSC for 1 h, and at 65°C in 0.1x SSC for 1 h. Filter lifts were exposed to phosphorimaging plates for 24 h (Fuji Medical Systems) and psl (photo stimulating units) of a standard area were determined using a Fuji Bas1000 Imager.

Hybridization of all novel clones

Plasmid DNA (10 ng) from each novel clone was denatured at 95°C for 5 min and spotted onto a nylon filter. Filters were hybridized at 65°C overnight with either labeled Drosophila body (minus head) or labeled Drosophila brain cDNA at 1 × 106 cpm ml-1 in Church and Gilbert buffer (7% SDS, 1 mM EDTA, 500 mM Na2HPO4, and pH to 7.2 with H3PO4 [44]). Filters were washed twice for 1 h (each) at 65°C in Church and Gilbert buffer. Filters were then exposed to phosphorimaging plates for 24 h, and psl of a standard area was determined using a Fuji Bas1000 Imager. 10 ng of each plasmid on the filter contains approximately 1.2 × 1012 copies and, therefore, probe is expected to be limiting in these experiments.

Categorizing clones

Clones classified as 'novel' had no obvious match to nucleic acid/protein sequence information in GenBank (a score less than 100). Novel clones may contain blocks of less than 100 bases that are matched with other sequences, but these small regions have no known functional correlation and the similarity between the two sequences was very low. It is possible that some of our novel clones could be part of an EST from the BDGP that has not been fully sequenced. Sequences categorized as matched to EST data have a high degree of similarity (a score over 100) to reported sequence information, but the previously collected sequence data was not associated with a known function. Sequences categorized as 'known Drosophila' were a perfect match (with perhaps the exception of a few bases, fewer than 10) with sequence information from Drosophila. 'Matched isologs' are sequences that have a high degree of similarity (score of over 100 at the protein level) to a gene found in another organism, but a functional homology between these genes has not been determined. Ribosomal protein sequences were categorized as 'known' or 'isologs' using the above criteria. Ribosomal protein and mitochondrial sequence clones were categorized separately because these types of transcripts frequently occurred in our library.

Acknowledgments

Acknowledgements

We thank the members of the Hardin labs for thoughtful discussions throughout the course of this work. This work was supported by the NIH (grant R29-HG01151 to S.H.H.).

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