Background
Methods
Entomological surveys and mosquito collections
Species identification
Plasmodium falciparum sporozoite detection
WHO bioassays and synergist exposures
Molecular evaluation of resistance mechanisms in Anopheles gambiae s.s.
Detection of kdr
Detection of “resistance to dieldrin” mutation
Detections of ACE mutation
RNA extraction
Real-time quantitative PCR (qPCR)
Gene | Sequence (5′–3′) | Primer conc. ( μM) | Annealing temperature ( °C) | Amplicon size (bp) | Reference |
---|---|---|---|---|---|
GSTS1-2 F GSTS1-2 R | GCT GTC TTA CGG CAA CCT TC CCA CGG TGT CAA TCA TCA AG | 3 | 58.3 | 212 | – |
GSTe2 F | CAT TTG AAG CCG GAA TTT GT | 3 | 60 | 123 | – |
GSTe2 R | TTT GCC ATA CTT CGT CAC CA | ||||
TPX2 F TPX2 R | GGA TGT TTG TGG GGA ATA CG TGT GCG ATT AGC CTC CTC TT | 3 | 52 | 165 | [20] |
CYP6M2 F CYP6M2 R | CAT GAC ACA AAC CGA CAA GG GGT GAG GAG AGT CGA CGA AG | 3.5 | 52 | 235 | [20] |
CYP6P1 F | CGC GCA GGT GTT TAT CTT TT | 3 | 60 | 199 | – |
CYP6P1 R | GTT CAC CAC CTG TCC GAG AT | ||||
CYP6AG2 F CYP6AG2 R | TTG TGC TGC CGT ACT ATT CG TAC TAT CGC CCG TCT CAC CT | 3 | 60 | 200 | [20] |
CYP4G16 F CYP4G16 R | CAG ACC GTC CAG CCA CAT TC GCG AAC GAG CAA TTA TAG GTA CTG | 3 | 60 | 108 | [20] |
CYP9L1 F CYP9L1 R | AGA TAA TGT ATT CTT TCG CTA TGG GCT CTT CTC GCT CTT GAA C | 3 | 56.3 | 188 | [20] |
CYP6Z1 F | TTA CAT TCA CAC TGC ACG AG | 3 | 57 | 146 | – |
CYP6Z1 R | CTT CAC GCA CAA ATC CAG AT | ||||
β-actin F β-actin R | ACC AAG AGC CTG AAG CAC CGA GCA CGA CAC ACT ATA TAC | N/A | – | 123 | [83] |
RPL19 F RPL19 R | CCA ACT CGC GAC AAA ACA TTC ACC GGC TTC TTG ATG ATC AGA | N/A | – | 61 | [20] |
Evaluation of resistance mechanisms in Anopheles funestus
Preparation of microarrays and analysis
Real-time quantitative PCR (qPCR)
Gene | Sequence (5′–3′) | Primer conc. ( μM) | Annealing temperature ( °C) | Amplicon size (bp) | Reference |
---|---|---|---|---|---|
CYP6P9b F CYP6P9b R | CAG CGC GTA CAC CAG ATT GTG TAA TTA CAC CTT TTC TAC CTT CAA GTA ATT ACC CGC | 3 | 60 | 97 | [41] |
CYP6M7 F CYP6M7 R | CGT TGT ATG AGC TGG CGT TA GTG CAT CTC CAT GAC AGC AT | 3 | 60 | 116 | [41] |
RPL19 F RPL19 R | CCA ACT CGC GAC AAA ACA TTC ACC GGC TTC TTG ATG ATC AGA | 3 | – | 61 | [20] |
RPS7 F RPS7 R | TTA CTG CTG TGT ACG ATG CC GAT GGT GGT CTG CTG GTT C | 3 | – | 135 | [84] |
Results
Species identification, WHO susceptibility tests and sporozoite detection
Anopheles gambiae complex
Insecticide | 2011 | 2012 | ||||
---|---|---|---|---|---|---|
N | % Mortality | Resistance status | N | % Mortality | Resistance status | |
Deltamethrin (0.75%) | 97 | 51 | Resistant | 134 | 44 | Resistant |
Malathion (5%) | 81 | 100 | Susceptible | 101 | 99 | Susceptible |
Fenitrothion (1%) | 112 | 100 | Susceptible | 94 | 99 | Susceptible |
Propoxur (0.1%) | 90 | 86 | Resistant | 96 | 100 | Susceptible |
Bendiocarb (0.1%) | 90 | 97 | Suspected resistance | 47 | 53 | Resistant |
DDT (4%) | 58 | 60 | Resistant | 55 | 15 | Resistant |
Dieldrin (0.4%) | 52 | 100 | Susceptible | 32 | 97 | Suspected resistance |
Anopheles funestus group
Insecticide | 2011 | 2012 | ||||
---|---|---|---|---|---|---|
N | % Mortality | Resistance status | N | % Mortality | Resistance status | |
Deltamethrin (0.75%) | 100 | 93 | Suspected resistance | 139 | 69 | Resistant |
Malathion (5%) | 88 | 100 | Susceptible | 101 | 100 | Susceptible |
Fenitrothion (1%) | 110 | 100 | Susceptible | 95 | 100 | Susceptible |
Propoxur (0.1%) | 72 | 97 | Suspected resistance | 48 | 100 | Susceptible |
Bendiocarb (0.1%) | 142 | 98 | Susceptible | 202 | 98 | Susceptible |
DDT (4%) | 101 | 99 | Susceptible | 237 | 95 | Suspected resistance |
Dieldrin (0.4%) | 49 | 100 | Susceptible | 49 | 100 | Susceptible |
Synergist assays
0.75% Deltamethrin (n) | 0.75% Deltamethrin + PBO (n) | 0.75% Deltamethrin + TPP (n) | |
---|---|---|---|
An. gambiae s.s.
| 30% (361)a
| 92 ± 15% (282)b
| 28 ± 23% (188)a
|
An. funestus
| 59% (630)a
| 100 ± 0% (190)b
| 51 ± 31% (182)a
|
Molecular evaluation of resistance mechanisms in Anopheles gambiae
Rdl-mutation
Kdr-mutation
Ace-1 R mutation
Real-time quantitative PCR
Molecular evaluation of resistance mechanisms in Anopheles funestus
GO Description | GO Type | Adjusted p-value (FDR) | Cluster frequency |
---|---|---|---|
Oxidoreductase activity | Molecular function | 3.0E−06 | 16/929 |
Structural constituent of the cuticle | Molecular function | 7.7E−06 | 4/24 |
Oxidation–reduction process | Biological process | 1.7E−05 | 14/824 |
Accession number | Log2FC | FC | Adjusted p-value (FDR) | Best-hit Blast2Go description | Best-hit PEST descriptions |
---|---|---|---|---|---|
EZ916542 | 3.07 | 8.4 | 4.6E−04 | Ubiquitin c variant 2 | Polyubiquitin-B |
EZ976930 | 3.03 | 8.2 | 8.2E−05 | Cuticular protein 49aa cg30045-pb | CPR113: cuticular protein RR-2 family 113 |
EZ967106 | 2.97 | 7.9 | 8.1E−05 | – | Myosin heavy chain |
EZ980273 | 2.96 | 7.8 | 1.4E−02 | tbc domain-containing protein kinase-like protein | TBC domain-containing protein kinase-like protein |
EZ973782 | 2.94 | 7.7 | 8.2E−05 | Cytochrome p450 6a8 | CYP6M3: cytochrome P450 |
EZ915918 | 2.89 | 7.4 | 1.3E−04 | Actin | Actin, cytoplasmic |
EZ979664 | 2.86 | 7.3 | 8.1E−05 | CHYMOTRYPSIN 1 | CHYM1: chymotrypsin-1 |
EZ915406 | 2.75 | 6.7 | 8.1E−05 | Sorbitol dehydrogenase |
d-xylulose reductase A |
EZ918406 | 2.70 | 6.5 | 8.1E−05 | Ubiquitin c variant 2 | Polyubiquitin |
EZ980370 | 2.53 | 5.8 | 5.9E−03 | Slow border cells | CCAAT/enhancer binding protein (C/EBP), invertebrate |
EZ917907 | 2.53 | 5.8 | 3.7E−04 | Flightin | Flightin |
EZ919993 | 2.52 | 5.8 | 8.7E−05 | – | CPLCA3: cuticular protein 3 in CPLCA family |
EZ925592 | 2.51 | 5.7 | 1.2E−04 | – | NADH dehydrogenase (ubiquinone) 1 alpha subcomplex 4 |
EZ915656 | 2.51 | 5.7 | 8.7E−05 | Troponin c | Troponin C |
EZ917820 | 2.41 | 5.3 | 6.4E−04 | – | CPR125: cuticular protein RR-2 family 125 |
EZ916349 | 2.37 | 5.2 | 9.0E−05 | Actin | Actin, cytoplasmic |
EZ966655 | 2.36 | 5.1 | 4.4E−04 | Transforming growth factor beta regulator 1 | Uncharacterized protein |
EZ920676 | 2.30 | 4.9 | 6.9E−04 | Troponin T, fast skeletal muscle | |
EZ966156 | 2.28 | 4.8 | 8.8E−03 | Muscle lim protein | Muscle LIM protein at 84B |
EZ915396 | 2.24 | 4.7 | 1.2E−04 | Sorbitol dehydrogenase |
d-xylulose reductase A |
EZ917325 | 2.18 | 4.6 | 1.2E−04 | Regulator of microtubule dynamics protein 1-like | Regulator of microtubule dynamics protein 1-like |
EZ920255 | 2.18 | 4.5 | 1.2E−04 | – | Muscle LIM protein at 84B |
EZ915403 | 2.15 | 4.4 | 1.2E−04 | Sorbitol dehydrogenase |
d-xylulose reductase A |
EZ917889 | 2.09 | 4.3 | 1.3E−04 | – | Flightin |
EZ974390 | 2.04 | 4.1 | 2.9E−04 | Stretchin-isoform d | Stretchin-isoform d |
EZ920519 | 2.00 | 4.0 | 1.3E−04 | – | Actin, cytoplasmic |
EZ973962 | 1.99 | 4.0 | 2.9E−04 | Dimeric dihydrodiol dehydrogenase | Dimeric dihydrodiol dehydrogenase |
EZ915590 | 1.98 | 3.9 | 1.6E−04 | Venom allergen | A5R1: antigen 5 related protein 1 |
EZ915515 | 1.98 | 3.9 | 1.5E−04 | – | CPCFC1: cuticular protein CPCFC family (CPCFC1) |
EZ924022 | 1.95 | 3.9 | 1.5E−04 | Pupal cuticle | Pupal cuticle |
EZ916170 | 1.95 | 3.9 | 1.4E−04 | Stretchin-isoform d | Stretchin-isoform d |
EZ915759 | 1.88 | 3.7 | 2.9E−04 | – | GSTS1: glutathione S-transferase sigma class 1 |
EZ976897 | 1.87 | 3.7 | 1.6E−04 | Leucine-rich repeat-containing protein 20-like isoform 1 | Leucine-rich repeat-containing protein 20-like isoform 1 |
EZ973739 | 1.87 | 3.6 | 1.6E−04 | Lysozyme c-4 | LYSC4: C-Type Lysozyme |
EZ915209 | 1.85 | 3.6 | 3.6E−04 | Glutathione S-transferase | GSTS1: glutathione S-transferase sigma class 1 |
Accession number | Name | Annotated description | Annotation against PEST | FC |
---|---|---|---|---|
EZ973782 | Afun007663 (CYP6M7) | Cytochrome P450 6a8 | CYP6M3 | 7.7 |
JX627312 | CYP6P9b | Cytochrome P450 | CYP6P3 | 3.0 |
EF152577 | CYP6P13 (CYP6P9b) | Cytochrome P450 | – | 2.7 |
EZ975565 | Afun009522 | Cytochrome P450 | – | 2.6 |
EZ973498 | Afun007369 (CYP6P9a) | Cytochrome P450 | – | 2.3 |
EU852645 | CYP6P4b | Cytochrome P450 | – | 2.1 |
AY987359 | CYP6P4 | Cytochrome P450 | – | 2.0 |
EU852644 | CYP6P4a | Cytochrome P450 | – | 2.0 |
EZ915759 | cmb2_lrc578 | Glutathione S-transferase | GSTs1 | 3.7 |
EZ915209 | cmb2_lrc28 | Glutathione S-transferase | GSTs1 | 3.6 |
EZ979266 | Afun013481 (GSTe2) | Glutathione S-transferase | – | 2.0 |