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Winged promises or biological contamination? Modelling genetic diffusion in the RIDL-SIT technique Mario Natiello 1 & Hern ´ an Solari Lund University – Universidad de Buenos Aires October 2017 1 [email protected] Natiello-Solari RIDL-SIT 1 / 19

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Page 1: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Winged promises or biological contamination?Modelling genetic diffusion in the RIDL-SIT

technique

Mario Natiello1 & Hernan Solari

Lund University – Universidad de Buenos Aires

October 2017

[email protected]

Natiello-Solari RIDL-SIT 1 / 19

Page 2: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 3: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 4: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 5: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 6: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 7: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 8: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Contents

Introduction

Relevant Issues

RIDL-SIT

The Model

The Results

Learning Outcomes and Future

END

Natiello-Solari RIDL-SIT 2 / 19

Page 9: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Introduction

Model evolution vs Technology development

The Chimeric phase

The Environmental phase

The Evolutionary phase

Example: The RIDL-SIT technique as a means of reducingmosquito populations in the wild.

To Contents

Natiello-Solari RIDL-SIT 3 / 19

Page 10: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Introduction

Model evolution vs Technology development

The Chimeric phase

The Environmental phase

The Evolutionary phase

Example: The RIDL-SIT technique as a means of reducingmosquito populations in the wild.

To Contents

Natiello-Solari RIDL-SIT 3 / 19

Page 11: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Introduction

Model evolution vs Technology development

The Chimeric phase

The Environmental phase

The Evolutionary phase

Example: The RIDL-SIT technique as a means of reducingmosquito populations in the wild.

To Contents

Natiello-Solari RIDL-SIT 3 / 19

Page 12: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Introduction

Model evolution vs Technology development

The Chimeric phase

The Environmental phase

The Evolutionary phase

Example: The RIDL-SIT technique as a means of reducingmosquito populations in the wild.

To Contents

Natiello-Solari RIDL-SIT 3 / 19

Page 13: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Introduction

Model evolution vs Technology development

The Chimeric phase

The Environmental phase

The Evolutionary phase

Example: The RIDL-SIT technique as a means of reducingmosquito populations in the wild.

To Contents

Natiello-Solari RIDL-SIT 3 / 19

Page 14: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Introduction

Model evolution vs Technology development

The Chimeric phase

The Environmental phase

The Evolutionary phase

Example: The RIDL-SIT technique as a means of reducingmosquito populations in the wild.

To Contents

Natiello-Solari RIDL-SIT 3 / 19

Page 15: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Relevant Issues

Tests of the technique promoted by WHO. FDA authorised therealisation of tests in USA. April 2017: discussed at Argentina’sMinistry of Public Health.

How reliable are the expectations? On what grounds are theybased?

Which lasting modifications of the environment will beproduced by these essays?

How fast will the sanitary situation previous to theenvironmental intervention be reestablished?

Test with a genetics-enhanced version of a schematiccompartmental model including environmental effects.

To Contents

Natiello-Solari RIDL-SIT 4 / 19

Page 16: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Relevant Issues

Tests of the technique promoted by WHO. FDA authorised therealisation of tests in USA. April 2017: discussed at Argentina’sMinistry of Public Health.

How reliable are the expectations? On what grounds are theybased?

Which lasting modifications of the environment will beproduced by these essays?

How fast will the sanitary situation previous to theenvironmental intervention be reestablished?

Test with a genetics-enhanced version of a schematiccompartmental model including environmental effects.

To Contents

Natiello-Solari RIDL-SIT 4 / 19

Page 17: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Relevant Issues

Tests of the technique promoted by WHO. FDA authorised therealisation of tests in USA. April 2017: discussed at Argentina’sMinistry of Public Health.

How reliable are the expectations? On what grounds are theybased?

Which lasting modifications of the environment will beproduced by these essays?

How fast will the sanitary situation previous to theenvironmental intervention be reestablished?

Test with a genetics-enhanced version of a schematiccompartmental model including environmental effects.

To Contents

Natiello-Solari RIDL-SIT 4 / 19

Page 18: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Relevant Issues

Tests of the technique promoted by WHO. FDA authorised therealisation of tests in USA. April 2017: discussed at Argentina’sMinistry of Public Health.

How reliable are the expectations? On what grounds are theybased?

Which lasting modifications of the environment will beproduced by these essays?

How fast will the sanitary situation previous to theenvironmental intervention be reestablished?

Test with a genetics-enhanced version of a schematiccompartmental model including environmental effects.

To Contents

Natiello-Solari RIDL-SIT 4 / 19

Page 19: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Relevant Issues

Tests of the technique promoted by WHO. FDA authorised therealisation of tests in USA. April 2017: discussed at Argentina’sMinistry of Public Health.

How reliable are the expectations? On what grounds are theybased?

Which lasting modifications of the environment will beproduced by these essays?

How fast will the sanitary situation previous to theenvironmental intervention be reestablished?

Test with a genetics-enhanced version of a schematiccompartmental model including environmental effects.

To Contents

Natiello-Solari RIDL-SIT 4 / 19

Page 20: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Relevant Issues

Tests of the technique promoted by WHO. FDA authorised therealisation of tests in USA. April 2017: discussed at Argentina’sMinistry of Public Health.

How reliable are the expectations? On what grounds are theybased?

Which lasting modifications of the environment will beproduced by these essays?

How fast will the sanitary situation previous to theenvironmental intervention be reestablished?

Test with a genetics-enhanced version of a schematiccompartmental model including environmental effects.

To Contents

Natiello-Solari RIDL-SIT 4 / 19

Page 21: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The RIDL-SIT technique

SIT (Sterile Insect Technique) is a technique proposed for controlling flies inagricultural settings, as is the case with the Mediterranean fruit fly (Drosophila sp.) insouthern Mexico.

RIDL (Release of Insects with a Dominant Lethal) Tetracycline inhibited “lethal gene”.Release of lethal-gene homozygous individuals. The modification also inducesfluorescense in larvae.

Up to a penetrance of 93− 97% the gene induces death of preimaginal individualssomewhere around L4 or P stage.

The technique is intended to release in the environement only male adults. However,about 1/4300 of the released individuals are females.

The implementation is monitored by censing fluorescent larvae.

To Contents

Natiello-Solari RIDL-SIT 5 / 19

Page 22: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The RIDL-SIT technique

SIT (Sterile Insect Technique) is a technique proposed for controlling flies inagricultural settings, as is the case with the Mediterranean fruit fly (Drosophila sp.) insouthern Mexico.

RIDL (Release of Insects with a Dominant Lethal) Tetracycline inhibited “lethal gene”.Release of lethal-gene homozygous individuals. The modification also inducesfluorescense in larvae.

Up to a penetrance of 93− 97% the gene induces death of preimaginal individualssomewhere around L4 or P stage.

The technique is intended to release in the environement only male adults. However,about 1/4300 of the released individuals are females.

The implementation is monitored by censing fluorescent larvae.

To Contents

Natiello-Solari RIDL-SIT 5 / 19

Page 23: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The RIDL-SIT technique

SIT (Sterile Insect Technique) is a technique proposed for controlling flies inagricultural settings, as is the case with the Mediterranean fruit fly (Drosophila sp.) insouthern Mexico.

RIDL (Release of Insects with a Dominant Lethal) Tetracycline inhibited “lethal gene”.Release of lethal-gene homozygous individuals. The modification also inducesfluorescense in larvae.

Up to a penetrance of 93− 97% the gene induces death of preimaginal individualssomewhere around L4 or P stage.

The technique is intended to release in the environement only male adults. However,about 1/4300 of the released individuals are females.

The implementation is monitored by censing fluorescent larvae.

To Contents

Natiello-Solari RIDL-SIT 5 / 19

Page 24: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The RIDL-SIT technique

SIT (Sterile Insect Technique) is a technique proposed for controlling flies inagricultural settings, as is the case with the Mediterranean fruit fly (Drosophila sp.) insouthern Mexico.

RIDL (Release of Insects with a Dominant Lethal) Tetracycline inhibited “lethal gene”.Release of lethal-gene homozygous individuals. The modification also inducesfluorescense in larvae.

Up to a penetrance of 93− 97% the gene induces death of preimaginal individualssomewhere around L4 or P stage.

The technique is intended to release in the environement only male adults. However,about 1/4300 of the released individuals are females.

The implementation is monitored by censing fluorescent larvae.

To Contents

Natiello-Solari RIDL-SIT 5 / 19

Page 25: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The RIDL-SIT technique

SIT (Sterile Insect Technique) is a technique proposed for controlling flies inagricultural settings, as is the case with the Mediterranean fruit fly (Drosophila sp.) insouthern Mexico.

RIDL (Release of Insects with a Dominant Lethal) Tetracycline inhibited “lethal gene”.Release of lethal-gene homozygous individuals. The modification also inducesfluorescense in larvae.

Up to a penetrance of 93− 97% the gene induces death of preimaginal individualssomewhere around L4 or P stage.

The technique is intended to release in the environement only male adults. However,about 1/4300 of the released individuals are females.

The implementation is monitored by censing fluorescent larvae.

To Contents

Natiello-Solari RIDL-SIT 5 / 19

Page 26: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The RIDL-SIT technique

SIT (Sterile Insect Technique) is a technique proposed for controlling flies inagricultural settings, as is the case with the Mediterranean fruit fly (Drosophila sp.) insouthern Mexico.

RIDL (Release of Insects with a Dominant Lethal) Tetracycline inhibited “lethal gene”.Release of lethal-gene homozygous individuals. The modification also inducesfluorescense in larvae.

Up to a penetrance of 93− 97% the gene induces death of preimaginal individualssomewhere around L4 or P stage.

The technique is intended to release in the environement only male adults. However,about 1/4300 of the released individuals are females.

The implementation is monitored by censing fluorescent larvae.

To Contents

Natiello-Solari RIDL-SIT 5 / 19

Page 27: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 28: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 29: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 30: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.

Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 31: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 32: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 33: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

The Model

Work in progress.

Stochastic population model. Markov jump process.

Kolmogorov, Feller, Kendall.

Compartments and events.Egg

Release

Female

Larva Pupa

Male

Death Death

DeathDeath

Death

Death LGPH

E

F

O

Occurrence of events modifycompartment occupancy.

Most of the time “nothing”happens, but when somethinghappens the modifications aresizeable.

More...

Natiello-Solari RIDL-SIT 6 / 19

Page 34: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 35: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 36: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 37: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 38: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 39: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 40: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model II

Xj(t) = Xj(0) +E∑α=1

δα

j nα(t)

Event occurrences in disjoint time-intervals are independent.The Chapman-Kolmogorov equation holds.P(nα + 1, t + h, t) = Wα(X , E, t)h + o(h).P(nα, t + h, t) = 1−Wα(X , E, t)h + o(h).P(nα(h) + k, t + h, t) = o(h), k ≥ 2.

Exponentially distributed events with rates Wα(X ; E ; t) .

Probability rates Wα(X ; E ; t) contain the major biological and environmentalinformation.

Lemma 1 The waiting time to the next event is exponentially distributed with rateR =

∑α

Wα(X ; E ; t).

Lemma 2 Given that an event has occurred, the probability of it being event α is

P(α\event) =Wα(X ; E ; t)

R.

More...

Natiello-Solari RIDL-SIT 7 / 19

Page 41: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadiumMortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 42: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:

Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadiumMortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 43: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)

Duration of the larvae stadiumMortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 44: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadium

Mortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 45: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadiumMortality of preimaginal forms

Fertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 46: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadiumMortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 47: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadiumMortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 48: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model III Food dynamics

Any model aimed at exploring the possible outcome of an environmentalintervention must include the reaction norms of the local, the released and theresulting hybrid mosquitoes.

The traits that have been so far identified are:Hatching inhibition as a response to low levels of food (the Gillett effect)Duration of the larvae stadiumMortality of preimaginal formsFertility (directly associated to body size of females)

LE(x) = max(0.025 , 0.25269 + 0.031974 x)

ML(x) =

{1 x < −8

max(0.033 , 0.033− 0.4835 (x + 6.)) x ≥ −8

GL(x) =

1 x ≥ −6

(1.+ 0.5 (x + 6.)) −8 ≤ x < −6

0 x < −8

FT (x) = max(0. , 0.127742 (x + 8.))

Lf = max(Pf

Cf− 1, 0)

Pf

Cf= Lf exp(−uτ) +

lopt + Xl

L

Xl = X 0l exp(−uτ)

More...

Natiello-Solari RIDL-SIT 8 / 19

Page 49: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Food dynamics - graphs

Experiments on larvae populations under different food strains by Victoria RomeoAznar, Marıa Sol De Majo and Sylvia Fischer (Buenos Aires) in 2014-2015.

Environment assumed to be year-round stable at 26o.

More...

Natiello-Solari RIDL-SIT 9 / 19

Page 50: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Food dynamics - graphs

Experiments on larvae populations under different food strains by Victoria RomeoAznar, Marıa Sol De Majo and Sylvia Fischer (Buenos Aires) in 2014-2015.

Environment assumed to be year-round stable at 26o.

More...

Natiello-Solari RIDL-SIT 9 / 19

Page 51: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Food dynamics - graphs

Experiments on larvae populations under different food strains by Victoria RomeoAznar, Marıa Sol De Majo and Sylvia Fischer (Buenos Aires) in 2014-2015.

Environment assumed to be year-round stable at 26o.

More...

Natiello-Solari RIDL-SIT 9 / 19

Page 52: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Food dynamics - graphs

Experiments on larvae populations under different food strains by Victoria RomeoAznar, Marıa Sol De Majo and Sylvia Fischer (Buenos Aires) in 2014-2015.

Environment assumed to be year-round stable at 26o.

More...

Natiello-Solari RIDL-SIT 9 / 19

Page 53: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 54: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 55: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 56: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 57: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 58: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 59: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 60: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 61: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 62: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 63: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV The rates

Hatching: me→p =

(−0.0167105 + 0.03866 exp(

T + 7.26

16.47906)

)GL(

Pf

Cf)

Egg mortality: me = 0.01

Pupation: LE(PfCf

)(

1−ML(PfCf

))

Larval mortality: LE(PfCf

) ML(PfCf

)

Pupa emergence without lethal gene: mp→a = 0.5787(

1−ML(PfCf

))

Pupa mortality without lethal gene: mp = 0.5787 ML(PfCf

)

Pupa emergence with lethal gene: mpl→a = 120

(mp + mp→a

)= 1

20 0.5787

Pupa mortality with lethal gene: mpl =1920

(mp + mp→a

)= 19

20 0.5787

Adult mortality: ma = 0.04

(1−ML(PfCf

))

Adult mortality (homozygous males with 2 lethal genes): ma = 0.04

Oviposition: movi = 0.03154 exp( T−4.751110.580 )

(average of 2 eggs per day per adult female).

More...

Natiello-Solari RIDL-SIT 10 / 19

Page 64: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model V Propagation of genetic content

The lethal gene is tracked individually, with foursubpopulations.

Individual genetic content is propagated at fecundation viathe law of independent assortment of alleles.

Individual offspring inherits the genetic content of parents onan equal basis.

Average genetic content in (sub)populations modify as

Rn :=RnX (n) + Roδ

X (n) + δ, where δ is the number of individuals

belonging in compartment n for each event that transfers(average) individuals from one population compartment toanother (δ = 1 except for oviposition).

More...

Natiello-Solari RIDL-SIT 11 / 19

Page 65: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model V Propagation of genetic content

The lethal gene is tracked individually, with foursubpopulations.

Individual genetic content is propagated at fecundation viathe law of independent assortment of alleles.

Individual offspring inherits the genetic content of parents onan equal basis.

Average genetic content in (sub)populations modify as

Rn :=RnX (n) + Roδ

X (n) + δ, where δ is the number of individuals

belonging in compartment n for each event that transfers(average) individuals from one population compartment toanother (δ = 1 except for oviposition).

More...

Natiello-Solari RIDL-SIT 11 / 19

Page 66: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model V Propagation of genetic content

The lethal gene is tracked individually, with foursubpopulations.

Individual genetic content is propagated at fecundation viathe law of independent assortment of alleles.

Individual offspring inherits the genetic content of parents onan equal basis.

Average genetic content in (sub)populations modify as

Rn :=RnX (n) + Roδ

X (n) + δ, where δ is the number of individuals

belonging in compartment n for each event that transfers(average) individuals from one population compartment toanother (δ = 1 except for oviposition).

More...

Natiello-Solari RIDL-SIT 11 / 19

Page 67: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model V Propagation of genetic content

The lethal gene is tracked individually, with foursubpopulations.

Individual genetic content is propagated at fecundation viathe law of independent assortment of alleles.

Individual offspring inherits the genetic content of parents onan equal basis.

Average genetic content in (sub)populations modify as

Rn :=RnX (n) + Roδ

X (n) + δ, where δ is the number of individuals

belonging in compartment n for each event that transfers(average) individuals from one population compartment toanother (δ = 1 except for oviposition).

More...

Natiello-Solari RIDL-SIT 11 / 19

Page 68: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model V Propagation of genetic content

The lethal gene is tracked individually, with foursubpopulations.

Individual genetic content is propagated at fecundation viathe law of independent assortment of alleles.

Individual offspring inherits the genetic content of parents onan equal basis.

Average genetic content in (sub)populations modify as

Rn :=RnX (n) + Roδ

X (n) + δ, where δ is the number of individuals

belonging in compartment n for each event that transfers(average) individuals from one population compartment toanother (δ = 1 except for oviposition).

More...

Natiello-Solari RIDL-SIT 11 / 19

Page 69: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model VI Simulations

Time-evolution of adult females with 2 targets of intervention(1Y, 50% of fluorescent eggs and 5Y, 75%).

1200

1400

1600

1800

2000

2200

2400

0 500 1000 1500 2000 2500 3000

LG females 1Y

1000

1200

1400

1600

1800

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2400

2600

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0 500 1000 1500 2000 2500 3000 3500 4000 4500

LG females 5Y 0.75

A drastic treatment shifts the equilibrium to a permanent andsmaller released-only population.

More...

Natiello-Solari RIDL-SIT 12 / 19

Page 70: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model VI Simulations

Time-evolution of adult females with 2 targets of intervention(1Y, 50% of fluorescent eggs and 5Y, 75%).

1200

1400

1600

1800

2000

2200

2400

0 500 1000 1500 2000 2500 3000

LG females 1Y

1000

1200

1400

1600

1800

2000

2200

2400

2600

2800

3000

0 500 1000 1500 2000 2500 3000 3500 4000 4500

LG females 5Y 0.75

A drastic treatment shifts the equilibrium to a permanent andsmaller released-only population.

More...

Natiello-Solari RIDL-SIT 12 / 19

Page 71: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model VI Simulations

Time-evolution of adult females with 2 targets of intervention(1Y, 50% of fluorescent eggs and 5Y, 75%).

1200

1400

1600

1800

2000

2200

2400

0 500 1000 1500 2000 2500 3000

LG females 1Y

1000

1200

1400

1600

1800

2000

2200

2400

2600

2800

3000

0 500 1000 1500 2000 2500 3000 3500 4000 4500

LG females 5Y 0.75

A drastic treatment shifts the equilibrium to a permanent andsmaller released-only population.

More...

Natiello-Solari RIDL-SIT 12 / 19

Page 72: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model VI Simulations

Time-evolution of adult females with 2 targets of intervention(1Y, 50% of fluorescent eggs and 5Y, 75%).

1200

1400

1600

1800

2000

2200

2400

0 500 1000 1500 2000 2500 3000

LG females 1Y

1000

1200

1400

1600

1800

2000

2200

2400

2600

2800

3000

0 500 1000 1500 2000 2500 3000 3500 4000 4500

LG females 5Y 0.75

A drastic treatment shifts the equilibrium to a permanent andsmaller released-only population.

More...

Natiello-Solari RIDL-SIT 12 / 19

Page 73: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)

Released/existent male ratio and hybridisation level.

0

10

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40

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60

0 500 1000 1500 2000 2500 3000 3500 4000 4500

Male ratio GL:NGL

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0.1

0.2

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0 500 1000 1500 2000 2500 3000 3500 4000 4500

Genetic diffusion females

More...

Natiello-Solari RIDL-SIT 13 / 19

Page 74: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)

Released/existent male ratio and hybridisation level.

0

10

20

30

40

50

60

0 500 1000 1500 2000 2500 3000 3500 4000 4500

Male ratio GL:NGL

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0 500 1000 1500 2000 2500 3000 3500 4000 4500

Genetic diffusion females

More...

Natiello-Solari RIDL-SIT 13 / 19

Page 75: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)

Released/existent male ratio and hybridisation level.

0

10

20

30

40

50

60

0 500 1000 1500 2000 2500 3000 3500 4000 4500

Male ratio GL:NGL

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0 500 1000 1500 2000 2500 3000 3500 4000 4500

Genetic diffusion females

More...

Natiello-Solari RIDL-SIT 13 / 19

Page 76: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)Technical issues

Technique is supported on unattainable assumptions. Reflectsthe dogmas of the technological frame.

Deficient monitoring technique (release modified according toratio of fluorescent larvae).

Inherits intrinsic limitations of ovitrap technique.

The effect of modified adult release propagates to a modifiedproportion of eggs after 2 − 3 weeks depending on target(longer time for larvae).

To Contents

Natiello-Solari RIDL-SIT 14 / 19

Page 77: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)Technical issues

Technique is supported on unattainable assumptions. Reflectsthe dogmas of the technological frame.

Deficient monitoring technique (release modified according toratio of fluorescent larvae).

Inherits intrinsic limitations of ovitrap technique.

The effect of modified adult release propagates to a modifiedproportion of eggs after 2 − 3 weeks depending on target(longer time for larvae).

To Contents

Natiello-Solari RIDL-SIT 14 / 19

Page 78: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)Technical issues

Technique is supported on unattainable assumptions. Reflectsthe dogmas of the technological frame.

Deficient monitoring technique (release modified according toratio of fluorescent larvae).

Inherits intrinsic limitations of ovitrap technique.

The effect of modified adult release propagates to a modifiedproportion of eggs after 2 − 3 weeks depending on target(longer time for larvae).

To Contents

Natiello-Solari RIDL-SIT 14 / 19

Page 79: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Simulations (cont)Technical issues

Technique is supported on unattainable assumptions. Reflectsthe dogmas of the technological frame.

Deficient monitoring technique (release modified according toratio of fluorescent larvae).

Inherits intrinsic limitations of ovitrap technique.

The effect of modified adult release propagates to a modifiedproportion of eggs after 2 − 3 weeks depending on target(longer time for larvae).

To Contents

Natiello-Solari RIDL-SIT 14 / 19

Page 80: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?

The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 81: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 82: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?

The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 83: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 84: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?

The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 85: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 86: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (Q & A)

A. Which lasting modifications of the environment will be produced by these essays?The hybridisation of the released mosquitoes with the local populations as a result ofgenetic diffusion. The degree of hybridisation depends both on the duration of thetreatment and its intensity (target), as well as on the (environmental) differences infood dynamics.

B. How fast will the sanitary situation previous to the environmental intervention bereestablished?The recovery time of populations can be counted in months. There is no difference inpopulation sizes before and after the treatment for the targeted programmes.

C. What is the expected ratio between released males and local males necessary toachieve different levels of control?The ratio ranges from 12 : 1 to 40 : 1 to sustain a target of 0.5 to 0.75 of the eggshaving the modified genetics. Ratios larger than 100 : 1 are need to detect sizeableeffects at the beginning of the intervention. This can be compared with the reportsby Harris et al. (2012) where the essay started setting a ratio of 10 : 1 in acomparatively large area but it soon became clear that a smaller (or much smaller)area and a higher ratio (25 : 1) were necessary in order to observe some effects.

More...

Natiello-Solari RIDL-SIT 15 / 19

Page 87: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (cont)

D. How are the results affected by the limitations of an hypothetical mosquito factory?

In the simulations we have arbitrarily chosen to limit the production to 100000modified mosquitoes per week. Some essays have managed to pass this limit. Thesimulations remain always below the limit. In practice a smaller area requires lessmosquitoes. Therefore, the production limit is not an issue at the essay level.Repeatedly hitting the limit would slow down or reduce the possibility of attainingthe targets of the treatment.

E. How does recycling of dead larvae and pupae affect the dynamics?Recycling is expected to depend on genetics and environment and is little known.Dead individuals could be reprocessed in different ways depending on e.g.,temperature, bacterial contents, etc. This issue is not intrinsic to the RIDL-SITtechnique apart from the fact that this or any other technique must act on a givennatural environment. The model allows for sensing this issue to some extent. Theeffects appear to be less important regarding the genetic diffusion but sensibly largerregarding the temporary reduction in subpopulation sizes during the treatments.

More...

Natiello-Solari RIDL-SIT 16 / 19

Page 88: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (cont)

D. How are the results affected by the limitations of an hypothetical mosquito factory?In the simulations we have arbitrarily chosen to limit the production to 100000modified mosquitoes per week. Some essays have managed to pass this limit. Thesimulations remain always below the limit. In practice a smaller area requires lessmosquitoes. Therefore, the production limit is not an issue at the essay level.Repeatedly hitting the limit would slow down or reduce the possibility of attainingthe targets of the treatment.

E. How does recycling of dead larvae and pupae affect the dynamics?Recycling is expected to depend on genetics and environment and is little known.Dead individuals could be reprocessed in different ways depending on e.g.,temperature, bacterial contents, etc. This issue is not intrinsic to the RIDL-SITtechnique apart from the fact that this or any other technique must act on a givennatural environment. The model allows for sensing this issue to some extent. Theeffects appear to be less important regarding the genetic diffusion but sensibly largerregarding the temporary reduction in subpopulation sizes during the treatments.

More...

Natiello-Solari RIDL-SIT 16 / 19

Page 89: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (cont)

D. How are the results affected by the limitations of an hypothetical mosquito factory?In the simulations we have arbitrarily chosen to limit the production to 100000modified mosquitoes per week. Some essays have managed to pass this limit. Thesimulations remain always below the limit. In practice a smaller area requires lessmosquitoes. Therefore, the production limit is not an issue at the essay level.Repeatedly hitting the limit would slow down or reduce the possibility of attainingthe targets of the treatment.

E. How does recycling of dead larvae and pupae affect the dynamics?

Recycling is expected to depend on genetics and environment and is little known.Dead individuals could be reprocessed in different ways depending on e.g.,temperature, bacterial contents, etc. This issue is not intrinsic to the RIDL-SITtechnique apart from the fact that this or any other technique must act on a givennatural environment. The model allows for sensing this issue to some extent. Theeffects appear to be less important regarding the genetic diffusion but sensibly largerregarding the temporary reduction in subpopulation sizes during the treatments.

More...

Natiello-Solari RIDL-SIT 16 / 19

Page 90: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (cont)

D. How are the results affected by the limitations of an hypothetical mosquito factory?In the simulations we have arbitrarily chosen to limit the production to 100000modified mosquitoes per week. Some essays have managed to pass this limit. Thesimulations remain always below the limit. In practice a smaller area requires lessmosquitoes. Therefore, the production limit is not an issue at the essay level.Repeatedly hitting the limit would slow down or reduce the possibility of attainingthe targets of the treatment.

E. How does recycling of dead larvae and pupae affect the dynamics?Recycling is expected to depend on genetics and environment and is little known.Dead individuals could be reprocessed in different ways depending on e.g.,temperature, bacterial contents, etc. This issue is not intrinsic to the RIDL-SITtechnique apart from the fact that this or any other technique must act on a givennatural environment. The model allows for sensing this issue to some extent. Theeffects appear to be less important regarding the genetic diffusion but sensibly largerregarding the temporary reduction in subpopulation sizes during the treatments.

More...

Natiello-Solari RIDL-SIT 16 / 19

Page 91: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Results (cont)

D. How are the results affected by the limitations of an hypothetical mosquito factory?In the simulations we have arbitrarily chosen to limit the production to 100000modified mosquitoes per week. Some essays have managed to pass this limit. Thesimulations remain always below the limit. In practice a smaller area requires lessmosquitoes. Therefore, the production limit is not an issue at the essay level.Repeatedly hitting the limit would slow down or reduce the possibility of attainingthe targets of the treatment.

E. How does recycling of dead larvae and pupae affect the dynamics?Recycling is expected to depend on genetics and environment and is little known.Dead individuals could be reprocessed in different ways depending on e.g.,temperature, bacterial contents, etc. This issue is not intrinsic to the RIDL-SITtechnique apart from the fact that this or any other technique must act on a givennatural environment. The model allows for sensing this issue to some extent. Theeffects appear to be less important regarding the genetic diffusion but sensibly largerregarding the temporary reduction in subpopulation sizes during the treatments.

More...

Natiello-Solari RIDL-SIT 16 / 19

Page 92: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV Results (cont)

F. Is it possible to eliminate the mosquito?

The model does not consider immigration (or emigration) to (from) the interventionregion. Under this condition, if the fertility of the released females carrying themodified gene is close to the Rockefeller strain from which they were produced, thetargeted treatment will not eliminate the mosquito but rather replace it with somehybrid strain. Simulations releasing weekly all the production of the factory suggestthat a 100% Rockefeller strain with two copies of the lethal gene will replace the wildpopulation (remaining stable) if the treatment is long enough. Analytical resultsconfirm this observation. Population levels are expected to be somewhat smaller andmosquitoes larger than in the untreated situation.

To Contents

Natiello-Solari RIDL-SIT 17 / 19

Page 93: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV Results (cont)

F. Is it possible to eliminate the mosquito?The model does not consider immigration (or emigration) to (from) the interventionregion. Under this condition, if the fertility of the released females carrying themodified gene is close to the Rockefeller strain from which they were produced, thetargeted treatment will not eliminate the mosquito but rather replace it with somehybrid strain. Simulations releasing weekly all the production of the factory suggestthat a 100% Rockefeller strain with two copies of the lethal gene will replace the wildpopulation (remaining stable) if the treatment is long enough. Analytical resultsconfirm this observation. Population levels are expected to be somewhat smaller andmosquitoes larger than in the untreated situation.

To Contents

Natiello-Solari RIDL-SIT 17 / 19

Page 94: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Model IV Results (cont)

F. Is it possible to eliminate the mosquito?The model does not consider immigration (or emigration) to (from) the interventionregion. Under this condition, if the fertility of the released females carrying themodified gene is close to the Rockefeller strain from which they were produced, thetargeted treatment will not eliminate the mosquito but rather replace it with somehybrid strain. Simulations releasing weekly all the production of the factory suggestthat a 100% Rockefeller strain with two copies of the lethal gene will replace the wildpopulation (remaining stable) if the treatment is long enough. Analytical resultsconfirm this observation. Population levels are expected to be somewhat smaller andmosquitoes larger than in the untreated situation.

To Contents

Natiello-Solari RIDL-SIT 17 / 19

Page 95: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 96: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 97: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 98: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 99: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 100: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 101: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Learning Outcomes and Future

Which are the possible scenarios beyond the model?

Hybrid or “pseudo”Rockefeller mosquito takes over. How willit adapt to the environment?

How will the environment adapt to the new situation(modified breeding sites because of dead larvae and pupae).

Will hybrids be more fertile? (Who knows? Recall reactionnorms)

Could the intervention outcome be a larger epidemic risk?

These risks do not require “improbable mutations”, they couldfit within the plasticity of strains and environment.

To Contents

Natiello-Solari RIDL-SIT 18 / 19

Page 102: Winged promises or biological contamination? Modelling ... · Natiello-Solari RIDL-SIT3/19. Introduction Model evolution vs Technology development The Chimeric phase The Environmental

Gracias, Merci, Tack, Thanks

Centre for Mathematical SciencesLund University

Natiello-Solari RIDL-SIT 19 / 19