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. 2016 Nov 28;1(4):288–298. doi: 10.1016/S1672-0229(03)01034-9

Bioinformatics-Based Identification of Chemosensory Proteins in African Malaria Mosquito, Anopheles gambiae

Zhengxi Li 1,*, Zuorui Shen 1, Jingjiang Zhou 2, Lin Field 2
PMCID: PMC5172414  PMID: 15629057

Abstract

Chemosensory proteins (CSPs) are identifiable by four spatially conserved Cysteine residues in their primary structure or by two disulfide bridges in their tertiary structure according to the previously identified olfactory specific-D related proteins. A genomics- and bioinformatics-based approach is taken in the present study to identify the putative CSPs in the malaria-carrying mosquito, Anopheles gambiae. The results show that five out of the nine annotated candidates are the most possible Anopheles CSPs of A. gambiae. This study lays the foundation for further functional identification of Anopheles CSPs, though all of these candidates need additional experimental verification.

Key words: chemosensory protein, proteomics, bioinformatics, olfaction, African malaria mosquito, Anopheles gambiae

Introduction

Anopheles gambiae (A. gambiae) is the principal vector of malaria that afflicts more than 500 million people and causes more than 1 million deaths each year. Analysis of the whole genome of A. gambiae revealed strong evidence for about 14,000 protein-coding transcripts, which need further annotation and experimental verification (1).

Olfaction plays a key role in host selection of agricultural pests and disease vectors. Recent advancement in understanding the molecular mechanism of olfaction is the result of multidisciplinary research efforts by using a variety of model organisms including insects. The reception of pheromones and general odorants is mediated by specific neurons located in specialized cuticular sensilla in insects (2). Chemosensory neurons extend their dendrites to a lymphatic cavity, where the soluble and low molecular weight proteins that are supposed to transfer the hydrophobic odorants across the fluid barrier to the receptive dendritic membrane are contained. Molecular cloning and biochemical surveys of insect antennae have identified two abundant but unrelated families of small soluble proteins with proposed odorant transport function, that is, odorant-binding proteins (OBPs) and olfactory specific-D (OS-D) related proteins 3., 4.. OS-D related proteins (average 13 kDa) were first identified by subtractive hybridisation experiments using antennae of Drosophila melanogaster 5., 6.. Many OS-D homologues were subsequently identified based on sequence similarity in different insect orders (Table 1).

Table 1.

Previously Identified Insect Chemosensory Proteins*

Order Species Protein namea Length(a.a) Accession No.b References
Hymenoptera Apis mellifera ASP3c 130 AF481963 7., 8.
Lepidoptera Cactoblastis cactorum CLP-1 130 U95046 9
Manduca sexta SAP1 105 AF117574 10
SAP3 126 AF117585 10
SAP2 127 AF117592 10
SAP5 231 AF117594 10
SAP4 127 AF117599 10
Bombyx mori BmorCSP2 120 AF509238 11
BmorCSP1 127 AF509239 11
Mamestra brassicae CSP-MbraA1 112 AF211177 12
CSP-MbraA2 112 AF211178 12
CSP-MbraA3 112 AF211179 12
CSP-MbraA4 112 AF211180 12
CSP-MbraA5 112 AF211181 12
CSP-MbraB1 108 AF211182 12
CSP-MbraB2 108 AF211183 12
CSP-MbraA6 128 AF255918 13
CSP-MbraB3 108 AF255919 13
CSP-MbraB4 108 AF255920 13
Heliothis virescens HvirCSP2 126 AY101511 14
HvirCSP1 114 AY101512 14
HvirCSP3 106 AY101513 14
Mamestra brassicae SAP 111 AY026760 unpublished
Helicoverpa armigera CSP-Harm 127 AF368375 unpublished
Helicoverpa zea CSP-Hzea 128 AF448448 unpublished
Diptera D. melanogaster A10 155 U05244 15
RH70879p 124 BT001865 unpublished
PEBmeIII 158 U08281 16
Anopheles gambiae SAP-1 127 AF437891 17
Orthoptera Schistocerca gregaria CSP-sg1 109 AF070961 18
CSP-sg2 109 AF070962 18
CSP-sg3 103 AF070963 18
CSP-sg4 109 AF070964 18
CSP-sg5 109 AF070965 18
Locusta migratoria OS-D1 103 AJ251075 19
OS-D2 120 AJ251076 19
OS-D3 125 AJ251077 19
OS-D4 125 AJ251078 19
OS-D5 125 AJ251079 19
Phasmatodea Eurycantha calcarata CSP-ec1 107 AF139196 20
CSP-ec2 102 AF139197 20
CSP-ec3 107 AF139198 20
Dictyoptera Periplaneta americana p10 130 AF030340 21., 22.
*

GenBank (04/2003);

a

Registered names in GenBank;

b

GenBank accession numbers.

OS-D related proteins differ from OBPs in several aspects: they share no sequence similarity with OBPs and contain only four of the six spatially conserved Cysteine residues that are characterised by OBPs (4). Although two of the protein families are both represented by multiple genes within a given species, OS-D related proteins are more conserved than OBPs across evolution or between different phyla, with 40%-50% of identical residues even between most distant species. They have been identified in a variety of tissues, while most OBPs appear to be restricted to olfactory tissues. They are common in Orthopteroid (phasmid and grasshopper) and holometabolous (Lepidoptera and Diptera) insects (Table 1) and thus may be present throughout the Neoptera, while OBPs are only known within the holometabolous and hemipteroid lineages (4). There is no strong evidence for the physiological role of OS-Ds so far, and they may be involved in chemical communication and perception. To contrast with OBPs that are found in olfactory sensilla, the OS-D related proteins were designated as Chemosensory Proteins (CSPs; ref. 18., 23.).

Compared with the twenty-nine putative A. gambiae OBPs characterized for similarity to OBPs of Drosophila and other insects (24), no bioinformatics-based annotation has been carried out to identify the CSP candidates of A. gambiae. The NMR (Nuclear Magnetic Resonance) solution structure of chemosensory protein Csp2 (1K19_A) from moth Mamestra brassicae has been established (23), which is the best elucidated insect CSP and would be used as a model for homology modelling. We created an algorithm for identifying the conserved domains present in Anopheles putative CSPs through Perl programming.

Results

Conserved domain of insect CSP candidates

Exhaustive queries with all previously identified insect CSP sequences retrieved from GenBank (April 2003) and ClustalX multialignment resulted in an absolutely conserved structure for insect CSPs, that is, Cx(6,8)Cx(18)Cx(2)Cx(3) (Figure 1). We used a program developed by the authors through Perl programming to search the local database that contains the Fasta files of Anopheles gDNA (genomic DNA) and cDNA (complementary DNA) sequences downloaded from Ensembl Mosquito Genome Server for the identified pattern in their primary structure. Totally eight sequences were hit, including agCP10968, agCP11079, agCP11481, agCP11484, agCP11532, agCP11545, agCP6514, and agCP12965. The hits were in turn corroborated by BLAST searching in GenBank, and the prediction was made for their biochemical properties and secondary structure.

Fig. 1.

Fig. 1

Multiple alignment showing the absolutely conserved domain in insect CSPs: Cx(6,8)Cx(18)Cx(2)Cx(3). All acronyms in the figure refer to the protein names listed in Table 1.

CSP candidates corroborated by BLAST

The hits obtained through pattern searching were corroborated by BLAST in GenBank (http://ncbi.nlm.nih.gov/). Six sequences (agCP10968, agCP 11079, agCP11481, agCP11484, agCP11532, and agCP11545) were found closely related to the previously identified CSPs, whereas two sequences (agCP6514 and agCP12965) matched no other proteins, so the CSP candidacy of agCP6514 and agCP12965 could not be excluded. The most interesting discovery was that a novel Anopheles CSP candidate (agCP11435) had been identified by BLAST searching, though the Expect (E) values are not very high (Table 2).

Table 2.

Anopheles CSP Candidates Found by CSPMOT and BLAST (E*-values<0.0001)

Peptide ID Previously identified insect CSPs
agCP10968 SAP-1 ASP3c SAP2 CSP-Harm HvirCSP2 OS-D3 CSP-sg1
(6e-18) (7e-18) (6e-17) (1e-16) (2e-16) (2e-16) (2e-16)
OS-D1 CSP-sg4 CSP-sg2 CSP-MbraA6 OS-D4 CSP-Hzea OS-D5
(2e-16) (3e-16) (3e-16) (3e-16) (4e-16) (5e-16) (3e-16)
SAP4 PEBmeIII CSP-sg5 OS-D2 A10 CSP-ec3 CSP-MbraA3
(7e-16) (9e-16) (9e-16) (2e-15) (2e-15) (2e-15) (2e-15)
CSP-MbraA1 CSP-MbraA2 CSP-sg3 p10 CSP-MbraA5 SAP3
(2e-15) (3e-15) (3e-15) (3e-15) (7e-15) (8e-15)
agCP11079 SAP-1 PEBmeIII ASP3c p10 HvirCSP2 SAP4 A10
(1e-45) (1e-34) (2e-34) (4e-28) (3e-27) (1e-26) (2e-26)
OS-D2 CSP-MbraA6 OS-D3 SAP3 BmorCSP1 SAP5 CSP-sg1
(6e-26) (2e-23) (4e-23) (7e-23) (8e-23) (9e-23) (1e-22)
CLP-1 CSP-MbraA3 CSP-sg4 HvirCSP1 CSP-sg2 OS-D4 OS-D5
(2e-22) (3e-22) (4e-22) (5e-22) (6e-22) (7e-22) (7e-22)
CSP-sg4 OS-D1 CSP-MbraA2 CSP-sg3 SAP2 CSP-MbraA3 agCP11435
(1e-21) (1e-21) (2e-21) (3e-21) (4e-21) (4e-21) (5e-08)
agCP11481 ASP3c PEBmeIII A10 SAP4 HvirCSP2 SAP5 SAP3
(4e-28) (3e-27) (3e-26) (3e-25) (4e-25) (4e-24) (2e-23)
CSP-sg2 SAP-1 CSP-sg1 OS-D2 CSP-MbraA6 CLP-1 CSP-sg5
(1e-22) (1e-22) (2e-22) (3e-22) (7e-22) (1e-21) (2e-21)
CSP-sg4 CSP-MbraA3 CSP-sg3 CSP-MbraA2 OS-D3 HvirCSP1 CSP-MbraA1
(2e-21) (9e-21) (1e-20) (2e-20) (3e-20) (4e-20) (6e-20)
CSP-MbraA3 CSP-MbraB1 SAP2 CSP-MbraA4 CSP-MbraA5 BmorCSP1 agCP11435
(7e-20) (8e-20) (1e-19) (2e-19) (2e-19) (3e-19) (1e-06)
agCP11484 SAP-1 ASP3c PEBmeIII HvirCSP2 p10 CSP-MbraA6 OS-D2
(3e-55) (1e-31) (5e-32) (6e-29) (4e-28) (3e-27) (9e-27)
SAP4 BmorCSP1 CLP-1 SAP2 A10 SAP3 SAP5
(1e-26) (2e-26) (2e-26) (1e-25) (6e-25) (4e-24) (6e-24)
CSP-Hzea CSP-MbraA2 HvirCSP1 CSP-MbraA1 CSP-MbraA3 CSP-Harm CSP-MbraA4
(3e-23) (5e-23) (5e-23) (7e-23) (7e-23) (9e-23) (2e-22)
CSP-MbraA5 CSP-sg1 CSP-sg4 CSP-sg2 OS-D3 OS-D1 CSP-ec1
(2e-22) (4e-22) (8e-22) (1e-21) (2e-21) (3e-21) (3e-21)
CSP-sg5 agCP11435
(3e-21) (2e-08)
agCP11532 RH70879 ASP3c SAP5 CSP-sg4 CSP-MbraA6 CSP-sg5 CSP-sg2
(5e-30) (4e-10) (6e-08) (6e-08) (1e-07) (1e-07) (2e-07)
HvirCSP2 CSP-sg1 SAP2 CSP-ec3 BmorCSP2 CSP-sg3 OS-D3
(2e-07) (3e-07) (4e-07) (7e-07) (7e-07) (9e-07) (1e-06)
CLP-1 CSP-MbraA3 CSP-MbraA1 CSP-MbraA2 CSP-MbraA4 SAP4 CSP-MbraA5
(1e-06) (1e-06) (1e-06) (1e-06) (1e-06) (2e-06) (2e-06)
OS-D2 OS-D1 A10 CSP-Hzea HvirCSP3 CSP-ec1
(3e-06) (5e-06) (1e-05) (1e-05) (1e-05) (3e-05)
agCP11545 SAP-1 PEBmeIII ASP3c p10 HvirCSP2 A10 OS-D2
(3e-40) (2e-33) (2e-32) (1e-30) (6e-30) (1e-28) (1e-27)
SAP4 CSP-MbraA6 CSP-sg1 BmorCSP1 SAP3 CSP-sg4 CSP-sg2
(3e-26) (1e-25) (3e-24) (3e-24) (3e-24) (6e-24) (6e-24)
OS-D3 SAP5 CSP-sg5 CSP-sg3 HvirCSP1 OS-D4 OS-D1
(1e-23) (2e-23) (3e-23) (3e-23) (4e-23) (5e-23) (7e-23)
CSP-MbraA3 CSP-MbraA5 CLP-1 CSP-ec1 CSP-MbraA2 CSP-Hzea agCP11435
(2e-22) (2e-22) (2e-22) (5e-22) (7e-22) (1e-21) (7e-09)
agCP6514 no matchesa
agCP12965 no matchesa
agCP11435b A10 OS-D1 OS-D3 OS-D5 OS-D4 SAP-1 SAP4
(2e-12) (5e-10) (7e-10) (1e-09) (2e-09) (2e-08) (3e-08)
PEBmeIII OS-D2 HvirCSP2 ASP3c CSP-sg5 CSP-ec2 CSP-sg4
(3e-08) (4e-08) (8e-08) (1e-07) (3e-07) (5e-07) (5e-07)
CSP-sg3 CSP-sg2 CSP-sg1 CSP-ec1 CSP-ec3 p10 CSP-MbraA6
(6e-07) (9e-07) (9e-07) (2e-06) (2e-06) (5e-05) (5e-05)
CSP-Hzea CSP-Harm CSP-MbraA3 CSP-MbraA1
(1e-04) (1e-04) (1e-04) (1e-04)
a

No significant hits obtained by BLAST;

b

BLAST identified;

*

The E value is a parameter that describes the number of hits one can “expect” to see just by chance when searching a database of a particular size. All acronyms of insect CSPs refer to protein names listed in Table 1.

Biochemical properties, prediction of secondary structure and ORFs of Anopheles CSP candidates

The cDNA sequences of the Anopheles Genome Project stored in GenBank and in the Ensembl Mosquito Genome Browser (ftp://ftp.ensembl.org/pub/current_mosquito/) had been annotated jointly by the privately funded Celera and EBI (http://www.ensembl.org/Anopheles_gambiae/). All the entries are the results from preliminary prediction. Even the positions of start codon for most of the annotated transcripts were not determined in the database. We have predicted the complete coding sequences (CDSs) and open reading frames (ORFs) for the Anopheles CSP candidates identified through pattern searching and BLAST, based on the genomic DNA sequences of the candidates. The redefined ORFs were listed in Table 3, along with the corresponding Celera IDs, GenBank IDs (#EAA), chromosomal locations, and scaffold numbers (#AAAB). Positions of the signal peptides, isoelectric points (pI) and hydrophobicity were also presented. The information contained in the table shows that all of the CSP candidates except agCP12965 and agCP6154 are located on one scaffold (AAAB01008964) of the chromosome 3 R. This stimulating discovery may indicate that these olfactory genes were duplicated at some point of Anopheles evolution. Meanwhile, all of the CSP candidates have small molecular weights (<15 kDa in most cases) and are hydrophilic (<35% hydrophobic amino acids in most cases). Most of the candidates have a signal peptide, though no signal peptides have been found in two of the sequences, that is, agCP10968 and agCP12965. In fact, we have used several different tools to predict the ORFs of agCP10968, unfortunately no signal peptides have been found, which indicates that a sequencing error may have occurred in the Anopheles Genome Project.

Table 3.

Chromosomal Location, New ORFs, Signal Peptides, and Biochemical Properties of Anopheles CSP Candidates

Celera_ID GB_ID Chrom Scaffold No. Original length (a.a.) New ORF length (a.a.) Signal peptide MW (kDa) pI Hydrophobic a.a. (%)
agCP10968 EAA12703 3R AAAB01008964 127 109 none 12.3 9.5 25.7
agCP11079 EAA12353 3R AAAB01008964 143 127 1–17 14.8 5.4 33.1
agCP11481 EAA12591 3R AAAB01008964 137 123 1–19 14.3 9.4 29.3
agCP11484 EAA12322 3R AAAB01008964 149 127 1–17 14.7 8.6 33.1
agCP11532 EAA12601 3R AAAB01008964 150 117 1–33 12.9 9.8 41.0
agCP11545 EAA12338 3R AAAB01008964 141 126 1–17 14.6 8.6 31.0
agCP11435 EAA12702 3R AAAB01008964 102 137 1–16 15.7 5.0 35.0
agCP12965 EAA05664 3L AAAB01008834 173 137 none 14.1 3.5 23.4
agCP6514 EAA10937 2L AAAB01008960 132 117 1–19 13.0 8.6 25.6

Table 4 summarized the secondary structure prediction of Anopheles CSP candidates. The predictions showed that most of the candidates could be classified as all-alpha structure, with a high probability to form a globular domain. However, agCP10968 and agCP6514 did not appear to be globular.

Table 4.

Secondary Structure of Anopheles CSP Candidates*

Peptide ID Predicted secondory structure (%)
Globularity
Helix Sheet Loop Class
agCP10968 25.70 15.50 58.80 mixed appears not to be globular
agCP11079 72.40 0.00 27.60 all-alpha may be globular, but it is not as compact as a domain
agCP11481 71.50 0.00 28.50 all-alpha may be globular, but it is not as compact as a domain
agCP11484 71.70 1.60 26.80 all-alpha appears as compact, as a globular domain
agCP11532 72.70 0.00 27.40 all-alpha appears as compact, as a globular domain
agCP11545 68.20 2.40 29.40 all-alpha may be globular, but it is not as compact as a domain
agCP11435 75.90 0.00 24.10 all-alpha may be globular, but it is not as compact as a domain
agCP12965 13.10 16.80 70.10 mixed appears as compact, as a globular domain
agCP6514 10.30 0.00 89.70 mixed appears not to be globular
*

Prediction server—http://www.sbg.bio.ic.ac.uk/3dpssm.

Homology modelling

The NMR solution structure of chemosensory protein Csp2 of Mamestra brassicae (1K19_A) was retrieved from Protein Data Bank (PDB ID: 1K19). The 3D structure of this model molecule is shown in Figure 2A, which is characterized by two disulfide bonds (CysI-CysII, CysIII-CysIV), instead of three disulfide bonds (CysI-CysIII, CysII-CysV and CysIV-CysVI) characterized by OBPs. The model has a typical hydrophobic core that is supposed to act as a pocket for ligand binding. The pocket is formed by hydrophobic amino acids, surrounded by hydrophilic amino acids.

Fig. 2.

Fig. 2

Homology modelling of Anopheles CSP candidates with 1K19_A_MbraCSP (PDB ID: 1K19) as the model. A. 3D-structure of 1K19_A_MbraCSP showing the position of two disulfide bridges; B-J: predicted 3D-structure of Anopheles CSPs, including agCP11079, agCP10968, agCP11435, agCP11481, agCP11484, agCP11532, agCP 11545, agCP12695, and agCP6514. The figures are generated in Swiss-PdbViewer.

Homology modelling of the Anopheles CSP candidates was made in Swiss-PdbViewer (Figure 2). The figures showed that most candidates folded similarly as 1K19_A. However, a structurally weak linkage occurred between the two disulfide bridges of agCP11435 (Figure 2D), though a hydrophobic pocket was formed in the core of its structure. Further sequence analysis was carried out, which showed that the structural abnormality might be caused by a surplus sequence insertion (GRLACLALVL; Figure 3).

Fig. 3.

Fig. 3

Partial alignment of candidate Anopheles CSPs with the previously identified CSPs shows the surplus sequence of agCP11435 that causes its 3D-structural abnormality. All acronyms of the gene names refer to the protein names listed in Table 1.

Discussion

Sequence similarity in CSP primary structure is significantly higher than that in OBPs. OBP sequences of the same species could be less similar than those of different species, whereas CSP sequences are more conserved at species level as well as between phylogenetically distant groups. In the present study, the sequence similarity between agCP11484 and other CSP candidates is: 77%, 76%, 47%, 39%, 21%, 15%, 13%, and 8%, respectively. Moreover, the positions of two disulfide bridges were highly conserved. The structural conservation should be extremely important in forming a strong hydrophobic core that function as an odorant-binding site.

Thirty-eight OBP candidates have been annotated in D. melanogaster, whereas only 29 OBP candidates have been conceptually identified in A. gambiae, based on sequencing and genome analysis 10., 24., 25., 26.. In the present study, we located nine CSP candidates in Anopheles genome, among which five candidates, i.e. agCP11079, agCP11481, agCP11484, agCP11532, and agCP11545, are the most possible Anopheles CSPs, considering the sequence similarity in their primary structure, the biochemical properties such as hydrophobicity and molecular weight (<15 kDa), in particular the secondary structure and 3-D structure. It would be very interesting to discuss the number of insect OBPs and CSPs (29 OBPs to 9 CSPs for Anopheles), because the numbers may be closely related to the functions. It has been shown that the previously identified OBPs are spatially distributed in insect olfactory sensilla, while CSPs are distributed in different tissues, including non-olfactory tissues. Pheromone-binding proteins (PBPs) are typical insect OBPs, which are highly specific. However, CSPs are less specific, which indicate that one CSP may be able to bind more than one odorant. We postulated that more OBPs might be needed to bind different odorants specifically, although any further hypothesis on the physiological function of CSPs can only be made when reliable experimental evidence has been presented, such as identification of the specific ligands that show CSPs function as chemosensory proteins.

It must be noted that agCP11435 may be a good model for discussion on its structural relations to its functions. We hope agCP11435 is a CSP candidate, but its structural peculiarity may provide some space for exploring its binding behaviour. It is expected that a minor insertion into the structural core may lead to destruction of the fundamental functions of a protein.

No strong evidence has been provided for the physiological role of CSPs so far, though researchers believed they might be involved in chemical communication and perception. We checked the spatial expression pattern of the putative Anopheles CSP candidates (data unpublished) and found they were distributed not only in mosquito antennae (olfactory tissues), but also in non-olfactory tissues such as heads stripped off antennae and maxillary palps, legs and bodies. The preliminary results indicated that CSPs might have other functions than olfaction. Further studies will be focused on functional research, such as ligand identification and crystallization of CSP recombinants.

Materials and Methods

Defining conserved domains in insect CSPs

The amino acid sequences of previously identified CSPs were downloaded from GenBank. All the sequences were then aligned in ClustalX 8.1 (27) using Multiple Alignment Mode with the default gappenalty parameters. The multiple alignment was manually checked, and the absolutely conserved Cysteine residues in the alignment were defined as CSP motifs.

Pattern search, selection of Anopheles CSP candidates in the whole genome sequences of A. gambiae

The Fasta files of gDNA, cDNA and the according translated peptide sequences of A. gambiae were downloaded from the Ensembl Mosquito Genome Browser (ftp://ftp.ensembl.org/pub/current_mosquito/). A pattern-searching program was created through standard PERL programming and named as CSPMOT by the authors. This program is run in Windows Commander, and can scan a local database for a pattern defined by the users. In this case, the CSP motif was used as a pattern to match every sequence stored in a local database that contains the Fasta files downloaded from the public databases. When a sequence matches the pattern, the program will display the sequence name, the position of the first residue where the pattern matches, and the pattern match alignment.

BLAST

BLAST was performed at NCBI (http://ncbi.nlm.nih.gov/BLAST/; April 2003). The Anopheles CSP candidates identified by the program described above were used as queries to Blast GenBank. The E values smaller than 0.0001 were accepted. The E value is a parameter that describes the number of hits one can “expect” to see just by chance when searching a database of a particular size.

Annotations

GENSCAN (http://genes.mit.edu/GENSCAN.html; ref. 28., 29.) and ORF Finder (http://www.ncbi.nlm.nih.gov/gorf/gorf.html) were used to predict the full-length genes, based on gDNA and cDNA sequences of Anopheles CSP candidates. The annotated CDSs were then used for calculation of hydrophobicity, pI and molecular weight of the CSP candidates, by using the comprehensive biosoftware Vector NTI (InforMax Inc., Bethesda, USA). The positions of signal peptides were determined online (http://www.cbs.dtu.dk/services/SignalP2.0/; ref. 30., 31.), and finally the secondary structure, in particular the globularity, was predicted (http://maple.bioc.columbia.edu/predictprotein/; ref. 32., 33., 34.).

Homology modelling

Csp2 of Mamestra brassicae (PDB ID: 1K19; ref. 35) is an elucidated insect chemosensory protein, which was used as a model to predict the 3-D structure of Anopheles CSP candidates in Swiss-Pdb Viewer (http://us.expasy.org/spdbv/; ref. 36). Swiss-Pdb Viewer is a program that allows analysis of several proteins at the same time. It could be used to deduce 3-D structure of proteins and compare the active sites of different molecules.

Acknowledgements

The authors thank Rothamsted International for its support of Dr. Zhengxi Li’s post-doctoral fellowship in Biological Chemistry Division, Rothamsted Research, UK. Special thanks should be given to Division of Science and Technology, China Agricultural University for its financial support to the completion of the manuscript.

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