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Research article · 2024 · Full text

International Journal of Biology Sciences

CRISPR-based gene drive technology for population suppression of malaria vector mosquitoes

Vimal SuryawanshiDr Brinda VenkatramanBrinda DholakiaBrinda Gokhale

Volume 6(1) · Pages 154–158 · DOI: 10.33545/26649926.2024.v6.i1b.846 ↗

Research areasCRISPR and Genetic EngineeringMalaria Research and ControlInsect Resistance and Genetics

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Abstract

Author-written

Roughly 619,000 people died from malaria in 2021 alone, and Anopheles gambiae remains the primary vector responsible for transmission across sub-Saharan Africa. CRISPR-based gene drives represent a potentially transformative tool for suppressing mosquito populations below the threshold needed for sustained malaria transmission. This research evaluated the performance of a doublesex-targeting gene drive construct in caged Anopheles gambiae populations maintained at the Madras Institute of Biological Research insectary over 14 months (February 2022 to April 2023). Drive-carrying mosquitoes were released into experimental cages containing wild-type colonies at five different ratios (1:10, 1:5, 1:3, 1:1, and 2:1). Population dynamics and genotype frequencies were tracked across 12 generations using fluorescent markers and PCR-based genotyping. At a 1:1 release ratio, the gene drive achieved 98.2% population suppression by generation F12, with the drive allele reaching fixation-level frequencies by F10. The 1:10 ratio produced only 64.2% suppression over the same timeframe. Resistance allele emergence was observed in all experimental arms, reaching 11.4% at the 1:1 ratio by generation F8 predominantly through NHEJ-mediated repair rather than pre-existing target site polymorphisms. Drive conversion efficiency averaged 92.4% in heterozygous females across all cage experiments. Fitness costs in drive-homozygous females included a 23.7% reduction in fecundity and delayed blood-feeding behavior. These cage-based findings indicate that while gene drives can achieve near-complete suppression under controlled conditions, resistance evolution and fitness trade-offs will shape real-world deployment outcomes.

Summary

Source-checked

Plain-language reading of the full paper, prepared with AI and checked against the text. Each point links to the authors' own words.

  1. Why it matters

    • Malaria caused approximately 619,000 deaths in 2021, with Anopheles gambiae serving as the main vector for transmission in sub-Saharan Africa. View evidence ↗

      Why it matters

      Malaria caused approximately 619,000 deaths in 2021, with Anopheles gambiae serving as the main vector for transmission in sub-Saharan Africa.

      In the paper's own words

      “Roughly 619,000 people died from malaria in 2021 alone, and Anopheles gambiae remains the primary vector responsible for transmission across sub-Saharan Africa.”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
    • Traditional vector control methods like insecticide-treated nets are threatened by increasing insecticide resistance in Anopheles populations. View evidence ↗

      Why it matters

      Traditional vector control methods like insecticide-treated nets are threatened by increasing insecticide resistance in Anopheles populations.

      In the paper's own words

      “Insecticide-treated bed nets and indoor residual spraying remain the backbone of vector control programs, yet growing insecticide resistance in Anopheles populations threatens to erode these gains”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
    • The doublesex gene is a key target for population suppression because it regulates sexual differentiation in Anopheles mosquitoes. View evidence ↗

      Why it matters

      The doublesex gene is a key target for population suppression because it regulates sexual differentiation in Anopheles mosquitoes.

      In the paper's own words

      “Among the most promising targets for population suppression is the doublesex gene, which controls sexual differentiation in Anopheles mosquitoes.”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
  2. The question

    • The study aimed to determine the minimum release ratio for effective suppression, the rate of resistance allele accumulation, and the impact of fitness costs on drive spread. View evidence ↗

      The question

      The study aimed to determine the minimum release ratio for effective suppression, the rate of resistance allele accumulation, and the impact of fitness costs on drive spread.

      In the paper's own words

      “How quickly do resistance alleles accumulate across different release scenarios? What is the minimum release ratio needed for effective suppression? And how do fitness costs in drive carriers affect the dynamics of spread”

      Page 2

      Found in: Introduction

      Read it in the full textOpen PDF at page 2 ↗
  3. What they did

    • The researchers tested a doublesex-targeting gene drive in caged Anopheles gambiae at the Madras Institute of Biological Research from February 2022 to April 2023. View evidence ↗

      What they did

      The researchers tested a doublesex-targeting gene drive in caged Anopheles gambiae at the Madras Institute of Biological Research from February 2022 to April 2023.

      In the paper's own words

      “This research evaluated the performance of a doublesex-targeting gene drive construct in caged Anopheles gambiae populations maintained at the Madras Institute of Biological Research insectary over 14 months (February 2022 to April 2023).”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
    • The experiment used 15 cages divided into five triplicate arms with release ratios of 1:10, 1:5, 1:3, 1:1, and 2:1. View evidence ↗

      What they did

      The experiment used 15 cages divided into five triplicate arms with release ratios of 1:10, 1:5, 1:3, 1:1, and 2:1.

      In the paper's own words

      “Five experimental arms were established, each in triplicate cages (15 cages total), with drive-to-wild-type release ratios of 1:10, 1:5, 1:3, 1:1, and 2:1.”

      Page 2

      Found in: Methods

      Read it in the full textOpen PDF at page 2 ↗
    • Genotyping was performed on 30 random individuals per cage each generation using PCR, T7 endonuclease I assay, and Sanger sequencing. View evidence ↗

      What they did

      Genotyping was performed on 30 random individuals per cage each generation using PCR, T7 endonuclease I assay, and Sanger sequencing.

      In the paper's own words

      “At each generation, 30 randomly sampled individuals per cage were genotyped by PCR amplification of the target locus followed by T7 endonuclease I assay and Sanger sequencing to distinguish drive alleles, wild-type alleles, and NHEJ-generated resistance alleles.”

      Page 2

      Found in: Methods

      Read it in the full textOpen PDF at page 2 ↗
  4. What they found

    • A 1:1 release ratio resulted in 98.2% population suppression by generation F12, with the drive allele reaching fixation by F10. View evidence ↗

      What they found

      A 1:1 release ratio resulted in 98.2% population suppression by generation F12, with the drive allele reaching fixation by F10.

      In the paper's own words

      “At a 1:1 release ratio, the gene drive achieved 98.2% population suppression by generation F12, with the drive allele reaching fixation-level frequencies by F10.”

      Page 1

      Found in: Conclusion

      Read it in the full textOpen PDF at page 1 ↗
    • The lowest release ratio (1:10) was less effective, achieving only 64.2% suppression by generation F12. View evidence ↗

      What they found

      The lowest release ratio (1:10) was less effective, achieving only 64.2% suppression by generation F12.

      In the paper's own words

      “The 1:10 ratio produced only 64.2% suppression over the same timeframe.”

      Page 1

      Found in: Conclusion

      Read it in the full textOpen PDF at page 1 ↗
    • Resistance alleles appeared in all groups, reaching 11.4% in the 1:1 ratio by generation F8, primarily caused by NHEJ-mediated repair. View evidence ↗

      What they found

      Resistance alleles appeared in all groups, reaching 11.4% in the 1:1 ratio by generation F8, primarily caused by NHEJ-mediated repair.

      In the paper's own words

      “Resistance allele emergence was observed in all experimental arms, reaching 11.4% at the 1:1 ratio by generation F8 predominantly through NHEJ-mediated repair rather than pre-existing target site polymorphisms.”

      Page 1

      Found in: Discussion

      Read it in the full textOpen PDF at page 1 ↗
    • The gene drive showed an average conversion efficiency of 92.4% in heterozygous females. View evidence ↗

      What they found

      The gene drive showed an average conversion efficiency of 92.4% in heterozygous females.

      In the paper's own words

      “Drive conversion efficiency averaged 92.4% in heterozygous females across all cage experiments.”

      Page 1

      Found in: Introduction

      Read it in the full textOpen PDF at page 1 ↗
    • Drive-homozygous females experienced a 23.7% reduction in egg production compared to wild-type mosquitoes, along with slower larval development and lower hatch rates. View evidence ↗

      What they found

      Drive-homozygous females experienced a 23.7% reduction in egg production compared to wild-type mosquitoes, along with slower larval development and lower hatch rates.

      In the paper's own words

      “Drive-homozygous females laid 23.7% fewer eggs than wild-type counterparts and showed lower hatch rates and slower larval development (Table 2).”

      Page 3

      Found in: Conclusion

      Read it in the full textOpen PDF at page 3 ↗
    • Male mating success did not differ significantly between genotypes, indicating that drive-carrying males remain competitive. View evidence ↗

      What they found

      Male mating success did not differ significantly between genotypes, indicating that drive-carrying males remain competitive.

      In the paper's own words

      “Male mating success wasn't significantly different across genotypes, meaning drive-carrying males competed effectively for mates”

      Page 3

      Found in: Introduction

      Read it in the full textOpen PDF at page 3 ↗
    • The minimum release ratio required to achieve total cage collapse within the study period was approximately 1:3. View evidence ↗

      What they found

      The minimum release ratio required to achieve total cage collapse within the study period was approximately 1:3.

      In the paper's own words

      “The minimum release ratio for achieving cage collapse within the experimental timeframe was approximately 1:3, with lower ratios producing partial but incomplete suppression.”

      Page 4

      Found in: Conclusion

      Read it in the full textOpen PDF at page 4 ↗
  5. What it means

    • The authors conclude that while doublesex-targeting gene drives are promising for malaria control, optimizing release strategies and managing resistance are essential before field use. View evidence ↗

      What it means

      The authors conclude that while doublesex-targeting gene drives are promising for malaria control, optimizing release strategies and managing resistance are essential before field use.

      In the paper's own words

      “These results support the potential of doublesex-targeting gene drives as a malaria vector control tool while underscoring that resistance management and release strategy optimization are essential prerequisites before any field application.”

      Page 4

      Found in: Conclusion

      Read it in the full textOpen PDF at page 4 ↗
    • The authors note that cage experiments likely overestimate effectiveness because they cannot replicate the spatial structure, immigration, and environmental variability of wild populations. View evidence ↗

      What it means

      The authors note that cage experiments likely overestimate effectiveness because they cannot replicate the spatial structure, immigration, and environmental variability of wild populations.

      In the paper's own words

      “Cage experiments, by their nature, overestimate what would happen in natural populations. Wild mosquito populations have spatial structure, immigration from unaffected areas, and environmental variability that cage experiments can't replicate”

      Page 4

      Found in: Discussion

      Read it in the full textOpen PDF at page 4 ↗
    • Future research is needed to study drive dynamics under semi-field conditions and evaluate if multiplexed guide RNAs can lower resistance rates. View evidence ↗

      What it means

      Future research is needed to study drive dynamics under semi-field conditions and evaluate if multiplexed guide RNAs can lower resistance rates.

      In the paper's own words

      “Future work should address how spatial population structure and gene flow from untreated populations affect drive dynamics under semi-field conditions, and whether multiplexed guide RNA approaches can reduce resistance allele generation rates”

      Page 4

      Found in: Conclusion

      Read it in the full textOpen PDF at page 4 ↗

Visual summary

2 visuals

Illustrations explain the paper; charts are replotted from the paper's own table values.

AI-generated illustration
AI-generated conceptual illustration (Anopheles gambiae mosquitoes). It explains the idea and does not show study data.↗ Enlarge
Impact of Release Ratios on Suppression
AI-generated conceptual illustration (Anopheles gambiae mosquitoes). It explains the idea and does not show study data.

AI-generated conceptual illustration (Anopheles gambiae mosquitoes). It explains the idea and does not show study data.

Open full-size image ↗

Impact of Release Ratios on Suppression

AI-generated conceptual illustration (Anopheles gambiae mosquitoes). It explains the idea and does not show study data.

View source evidence ↗
Replotted from source data
Replotted from Table 2 (page 3) of the original paper. Every bar is the paper's own table value.↗ Enlarge
Wild-type and Heterozygous and more: Eggs per blood meal vs Egg hatch rate (%) vs Larval development... vs Adult longevity (days)
Replotted from Table 2 (page 3) of the original paper. Every bar is the paper's own table value.

Replotted from Table 2 (page 3) of the original paper. Every bar is the paper's own table value.

Open full-size image ↗

Wild-type and Heterozygous and more: Eggs per blood meal vs Egg hatch rate (%) vs Larval development... vs Adult longevity (days)

Replotted from Table 2 (page 3) of the original paper. Every bar is the paper's own table value.

View source evidence ↗

Figures & tables

From the original paper
Population Suppression and Gene Drive Frequency at Generation F12 by Release RatioTable 1Page 2Fitness Parameters of Gene Drive Mosquitoes Compared to Wild-TypeTable 2Page 3Genotype distribution in caged Anopheles gambiae populations at generation F8 following gene drive release at 1:1 ratio. PercentagesFigure 1Page 3Population suppression (%) across different release ratios and generations. Darker shading indicates greater suppression. ValuesFigure 2Page 3Schematic of CRISPR-based homing gene drive mechanism showing Cas9-mediated cleavage, HDR-based drive copying, and NHEJ-Figure 3Page 4
FULL TEXT Original article · reflowed for reading

Introduction

Between 2000 and 2015, global malaria deaths dropped by roughly 60%, but progress has stalled since then and in some regions, reversed [1] . Insecticide-treated bed nets and indoor residual spraying remain the backbone of vector control programs, yet growing insecticide resistance in Anopheles populations threatens to erode these gains [2] . Gene drives offer a fundamentally different approach: rather than killing mosquitoes from outside, they alter populations from within by biasing inheritance of engineered traits beyond normal Mendelian ratios [3] . The concept of gene drives isn't new. Naturally occurring selfish genetic elements have been manipulating inheritance for millions of years [4] . What changed was the arrival of CRISPR-Cas9, which made it possible to build synthetic gene drives with predictable targeting and high conversion efficiency [5] . A CRISPR gene drive works by encoding both the Cas9 nuclease and a guide RNA at a specific genomic locus. When a drive-carrying individual mates with a wild-type partner, Cas9 cuts the wild-type allele, and homology-directed repair copies the entire drive cassette onto the broken chromosome converting heterozygotes into functional homozygotes [6] . Among the most promising targets for population suppression is the doublesex gene, which controls sexual differentiation in Anopheles mosquitoes. Hammond and colleagues showed in 2018 that disrupting doublesex's female-specific exon through a gene drive caused complete sterility in homozygous females while leaving males and heterozygous females largely unaffected [7] . This approach proved remarkably resistant to selection for functional resistance alleles because the target sequence is highly conserved and under strong purifying selection [8] . However, no gene drive has been tested outside contained laboratory settings, and several unresolved questions remain. How quickly do resistance alleles accumulate across different release scenarios? What is the minimum release ratio needed for effective suppression? And how do fitness costs in drive carriers affect the dynamics of spread [9,10] ? This research addressed these questions by systematically testing a doublesex-targeting gene drive across five release ratios in large cage populations over 12 generations at the Madras Institute of Biological Research insectary.

Materials and Methods

Materials and Methods

Reagents and Chemicals

The gene drive construct (pDsx-Cas9-gRNA-eGFP, plasmid ID: MIB-GD-2021-04) was originally synthesized by GenScript Biotech (Singapore) and maintained as a stable insertion line at our facility. Cas9 protein for initial embryo injections came from Integrated DNA Technologies (Coralville, IA, USA). Guide RNA targeting the doublesex female-specific exon 5 (sequence: 5'-GTACGTAAACTCGATCAGGG-3') was ordered from Synthego Corporation. PCR reagents including Q5 High-Fidelity DNA Polymerase, restriction enzymes, and T7 endonuclease I were obtained from New England Biolabs (through their Indian distributor in Bangalore). Fluorescence detection reagents and GFP-specific antibodies were sourced from Thermo Fisher Scientific (Chennai branch). All oligonucleotide primers for genotyping were synthesized by Eurofins Genomics India (Bangalore).

Material

Anopheles gambiae colony mosquitoes (Kisumu strain, originally from Kenya, maintained at our facility since 2018) served as the wild-type population. The gene drive line (designated MIB-Dsx-GD) was established by microinjecting the construct into preblastoderm embryos 18 months before this research began. Drive-positive individuals were identified by eGFP fluorescence under a Leica M205 FA stereomicroscope. Large experimental cages (60 cm × 60 cm × 60 cm, BugDorm-4M4545) held populations of 500-600 adults each. Mosquitoes were maintained at 27±1 °C, 75±5% relative humidity, under a 12:12 light-dark cycle with 10% sucrose solution provided ad libitum. Female mosquitoes were blood-fed twice weekly using an artificial membrane feeding system with human blood obtained from the Institute blood bank (ethics approval: MIBR-IAEC/2022-014, dated January 2022).

Methods

Five experimental arms were established, each in triplicate cages (15 cages total), with drive-to-wild-type release ratios of 1:10, 1:5, 1:3, 1:1, and 2:1. Initial cage populations comprised 500 adults per cage. At each generation, 30 randomly sampled individuals per cage were genotyped by PCR amplification of the target locus followed by T7 endonuclease I assay and Sanger sequencing to distinguish drive alleles, wild-type alleles, and NHEJ-generated resistance alleles. Population size was estimated from egg counts and adult emergence rates every generation. The research ran from February 2022 through April 2023 at the Department of Genetic Engineering, Madras Institute of Biological Research, Chennai. Fitness parameters measured included female fecundity (eggs per blood meal), male mating competitiveness (competitive mating assays in 1:1:1 ratios), adult longevity, and larval development time. Statistical analyses used generalized linear mixed models in R v4.2.3, with cage as a random effect and generation as a fixed effect.

Ethical considerations

Ethical considerations

Discussion

These cage experiments confirm that a doublesex-targeting CRISPR gene drive can achieve near-complete population suppression in Anopheles gambiae under controlled conditions, consistent with findings from the Target Malaria consortium [7,11] . The 98.2% suppression at a 1:1 release ratio by generation F12 matches theoretical predictions from deterministic population models, though the time to cage collapse (approximately 10-12 generations) was slightly longer than some models predicted [12] . The most concerning finding was the consistent emergence of resistance alleles across all experimental arms. At 11.4% in the 1:1 ratio cages, resistance levels were somewhat lower than those reported for earlier suppression drives targeting other loci but higher than what the doublesex approach was initially expected to produce [8,13] . Sequence analysis revealed that most resistance alleles (78.3%) arose through NHEJ repair events at the Cas9 cleavage site rather than from pre-existing polymorphisms. This matters because NHEJ-derived alleles are generated de novo each generation and can't be easily predicted or preemptively targeted [14] . The fitness costs observed in drive-carrying mosquitoes represent a double-edged sword. On one hand, reduced fecundity in drive-homozygous females contributes to population suppression which is the intended outcome. But these same fitness costs also slow the drive's spread through the population, because drive carriers leave fewer offspring to transmit the construct [15] . Our data suggest that male mating competitiveness wasn't compromised, which is encouraging since male performance is the primary bottleneck for drive invasion in most theoretical frameworks [16] . The 23.7% fecundity reduction we measured falls within the range that models suggest can still achieve suppression, provided release ratios are adequate [17] . Cage experiments, by their nature, overestimate what would happen in natural populations. Wild mosquito populations have spatial structure, immigration from unaffected areas, and environmental variability that cage experiments can't replicate [18,19] . These factors would likely slow drive spread and give more opportunity for resistance selection.

Conclusion

This research shows that a CRISPR-based gene drive targeting the doublesex locus can suppress caged Anopheles gambiae populations by up to 99.6% at high release ratios over 12 generations. The drive construct demonstrated a conversion efficiency of 92.4% and achieved super-Mendelian inheritance as designed. However, resistance alleles accumulated to 7.2-11.4% across experimental conditions, predominantly through NHEJ repair at the target site. Drive-homozygous females showed meaningful fitness costs including 23.7% reduced fecundity and shorter adult lifespan, though male mating competitiveness remained statistically comparable to wild-type males. The minimum release ratio for achieving cage collapse within the experimental timeframe was approximately 1:3, with lower ratios producing partial but incomplete suppression. These results support the potential of doublesex-targeting gene drives as a malaria vector control tool while underscoring that resistance management and release strategy optimization are essential prerequisites before any field application. Future work should address how spatial population structure and gene flow from untreated populations affect drive dynamics under semi-field conditions, and whether multiplexed guide RNA approaches can reduce resistance allele generation rates below the threshold needed for long-term population suppression.

Acknowledgement

Acknowledgements Funding SourcesThis research was supported by intramural grants from Madras Institute of Biological Research and a competitive

Figures and tables from the paper

Table 1. Population Suppression and Gene Drive Frequency at Generation F12 by Release Ratio
Release RatioSuppression (%)Drive Allele Freq.Resistance Alleles (%)Gen. to 50% Supp.Cages Collapsed
1:1064.20.738.7F90/3
1:583.60.879.3F71/3
1:393.10.9410.8F52/3
1:198.20.9811.4F43/3
2:199.60.997.2F33/3

Table text extracted from the original PDF; superscript letters are shown inline. The original table image is below.

View original table image
Population Suppression and Gene Drive Frequency at Generation F12 by Release Ratio↗ Enlarge
Table 1
Population Suppression and Gene Drive Frequency at Generation F12 by Release Ratio

Population Suppression and Gene Drive Frequency at Generation F12 by Release Ratio

Open full-size image ↗
Original paper tableSource PDF · page 2 ↗
Table 2. Fitness Parameters of Gene Drive Mosquitoes Compared to Wild-Type
ParameterWild-typeHeterozygousHomozygousp-value
Eggs per blood meal127.4±11.8114.6±13.297.2±9.7<0.001
Egg hatch rate (%)89.3±4.282.7±5.871.4±6.3<0.001
Larval development (days)9.8±0.710.4±0.911.7±1.10.003
Adult longevity (days)31.2±4.328.6±3.924.1±4.70.008
Male mating success (%)48.3±6.743.1±7.241.8±8.10.142

Table text extracted from the original PDF; superscript letters are shown inline. The original table image is below.

View original table image
Fitness Parameters of Gene Drive Mosquitoes Compared to Wild-Type↗ Enlarge
Table 2
Fitness Parameters of Gene Drive Mosquitoes Compared to Wild-Type

Fitness Parameters of Gene Drive Mosquitoes Compared to Wild-Type

Open full-size image ↗
Original paper tableSource PDF · page 3 ↗
Figure 1. Genotype distribution in caged Anopheles gambiae populations at generation F8 following gene drive release at 1:1 ratio. Percentages
Genotype distribution in caged Anopheles gambiae populations at generation F8 following gene drive release at 1:1 ratio. Percentages↗ Enlarge
Figure 1
Genotype distribution in caged Anopheles gambiae populations at generation F8 following gene drive release at 1:1 ratio. Percentages

Genotype distribution in caged Anopheles gambiae populations at generation F8 following gene drive release at 1:1 ratio. Percentages

Open full-size image ↗
Original paper figureSource PDF · page 3 ↗
Figure 2. Population suppression (%) across different release ratios and generations. Darker shading indicates greater suppression. Values
Population suppression (%) across different release ratios and generations. Darker shading indicates greater suppression. Values↗ Enlarge
Figure 2
Population suppression (%) across different release ratios and generations. Darker shading indicates greater suppression. Values

Population suppression (%) across different release ratios and generations. Darker shading indicates greater suppression. Values

Open full-size image ↗
Original paper figureSource PDF · page 3 ↗
Figure 3. Schematic of CRISPR-based homing gene drive mechanism showing Cas9-mediated cleavage, HDR-based drive copying, and NHEJ-
Schematic of CRISPR-based homing gene drive mechanism showing Cas9-mediated cleavage, HDR-based drive copying, and NHEJ-↗ Enlarge
Figure 3
Schematic of CRISPR-based homing gene drive mechanism showing Cas9-mediated cleavage, HDR-based drive copying, and NHEJ-

Schematic of CRISPR-based homing gene drive mechanism showing Cas9-mediated cleavage, HDR-based drive copying, and NHEJ-

Open full-size image ↗
Original paper figureSource PDF · page 4 ↗

References

19 in the original paper
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  5. Esvelt KM, Smidler AL, Catteruccia F, Church GM. Concerning RNA-guided gene drives for the alteration of wild populations. eLife. 2014;3:e03401.
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  15. Noble MR, Gunning CE, Lloyd AL, Gould F. Evaluating strategies for reversing CRISPR-Cas9 gene drives. Scientific Reports. 2017;7(1):11038-11038.
  16. Deredec A, Burt A, Godfray HCJ. The population genetics of using homing endonuclease genes in vector and pest management. Genetics. 2008;179(4):20132026.
  17. Eckhoff PA, Wenger EA, Godfray HCJ, Burt A. Impact of mosquito gene drive on malaria elimination in a computational model with explicit spatial and temporal dynamics. Proceedings of the National Academy of Sciences. 2017;114(2):E255-E264.
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  19. Collins CM, Bonds JAS, Quinlan MM, Mumford JD. Effects of the removal or reduction in density of the malaria mosquito, Anopheles gambiae, on interacting predators and competitors in local ecosystems. Medical and Veterinary Entomology. 2019;33(1):1-15.