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Diversity, Host Utilization and Ecological Niche
of Fruit Flies (Diptera: Tephritidae) in Uganda
ISABIRYE BRIAN ERIPHAZ, Ph.D
brianisabirye@yahoo.com
Acknowledgements
2
Background…
Agriculture…Global and Uganda
Employs 45% of the working
global population and over 80%
in most parts of Africa and Asia!
Uganda
•Export: 90%
•Employment: 80%
•People living in rural areas : 85%
•Source of raw materials……. 3
Lucrative Horticulture Industry…..
4
Trade: Dynamic and highly vibrant!
Center on Globalization, Governance & Competitiveness, Duke University, 2011
5
Key Players in the fruit trade
6
• Global import of fruits hit US$4.3 million tons in the year 2010. In
which 87% or 3.8 million tons were imported by developed
countries.
• The US and the EU market represents 70% of global import of
tropical fruits.
• The EU is the largest tropical fruit importer with the major consumer
of France and the main transshipment port of the Netherlands.
• The US and Japan, Canada and Hong Kong are also large importers
(USDA, 2007).
Fruit industry in Uganda….the positive side!
7
Bad news for most fruit producers!
0
1000000
2000000
3000000
4000000
5000000
6000000
0
1000
2000
3000
4000
5000
6000
7000
8000
9000
Y2003 Y2004 Y2005 Y2006 Y2007 Y2008 Y2009 Y2010
(Source: UNEPB)
Value(US$)
Volume(Tonnes)
Period (Years)
Volume (Tonnes) Value (US$)
8
Common Challenge: Tephritid FF
Life Cycle
9
Negatively affect fruit trade
10
Problem/ Motivation…
• Fruit flies cause about 40% fruit loss in Africa, and about 73% in Uganda
• Design of IPM strategies for fruit flies requires knowledge of their
biology.
• Was limited to Nakasinga, 2002; Nemeye, 2005; Okullokwany, 2006.
• It is not clear how:
• Diversity has been shaped by hosts, distribution and envital
variability.
• Highly cryptic and inter-intra-specific morphological variation (Clarke
et al., 2005; Drew et al., 2008) among Bactrocera spp. turns out.
• Will change in climate alter the suitability and distribution of species?
11
Objectives and Hypothesises
Main Objective
To describe the diversity, host utilization and ecological niche of major tephritid fruit flies in
Uganda.
Specific Objective
1. Determine the species diversity of fruit flies across selected agro ecological zones
2. Assess fruit fly host utilization in the different agro ecological zones.
3. Characterise the morphometric variability of the most important fruit fly species
among hosts and mango growing zones
4. Determine the current and potential future spatial distribution of the major Tephritid
fruit fly species in Uganda.
Hypotheses
1. There is no significant difference in the diversity of fruit flies in the different ecological
zones in Uganda.
2. There is no significant difference in fruit fly host utilisation patterns in the different
ecological zones and among host types in Uganda.
3. There is no significant morphometric heterogeneity among B. invadens populations
infesting different hosts in the different ecological zones in Uganda.
4. Fruit fly species’ current and future distribution and ecological niches is random across
the different ecological zones in Uganda 12
Study IV: Morphometric (intra species) Diversity
Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda
Ecological Nichie and Distribution Studies
Fruit Fly Diversity Studies
Study I: Species Diversity
Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda
Study VI: Projected Effect of Climate Change on
Distribution
Study V: Actual and potential Distribution of Fruit Flies in Uganda
Host Utilisation Studies
Results scheme and flow…
13
STUDY ONE: INTER SPECIES DIVERSITY
14
“When you have seen one ant, one bird, one tree, you have not seen them all” E. O. Wilson
Introduction
• FF are key pests of several fruit crops (Ekesi et al., 2006; Mayamba et al., 2015)
• Yield losses can exceed 80% (Ekesi et al., 2006; Mayamba et al., 2014)
• Correct identification is key in sustainable management (Jang et al., 2003)
• Regional efforts (Mwatawala et al., 2006; 2009; Rwomushana et al., 2008;
Geurts et al., 2012), but in Uganda (Nakasinga, 2002, Okullokwany, 2006)
• This study set out to:
1. Identify the fruit fly species present in the country, and
2. Assess the fruit fly community structure across three mango production
AEZs
STUDY ONE: INTER SPECIES DIVERSITY
15
Mat. and Methods
Western Medium High Altitude
Farmlands (WMHF), Lake Victoria
Crescent (LVC) and Northern Moist
Farmlands (NMF) (Wortman and Eledu,
1993)
STUDY ONE: INTER SPECIES DIVERSITY
%[
%[%[
%[
%[%[
%[%[
%[
%[
%[
%[
%[
%[
%[
%[ %[
%[
LIRA
APAC
GULU
OYA M
KASE SE
AMURU
RA KAI
SORO T I
W AKISO
MUKO NO
PADER
MIT YANA
KABA ROLE
MPIG I
MASA KA
IG ANG A
AGA GO
MAYUG E
IBA NDA
BUSIA
RUK UNGIRI
DO KO LO
RUB IRIZI
KIB ING O
TO RORO
AMO LOT AR
LA MW O
KAMULI
KIRYA NDONG O
NW O YA
NT UNG AMO
BUNDIBUG YO
KALUNGU
KIYUNG A
KAYUNG A
KABA LE
AMURIA
MBARARA
KIB OG A
BUDAKA
MASINDI
200 0 200 400 K
N
L
D
L
N
W
M
%[ M
%[
KEY
Agro
• Trapping with baited traps
• Methyl eugenol
• Trimedlure
• Torula yeast
• Cuelure
• Terpenyl Acetate
16
Collecting mango fruits and other fruits
and incubate them to assess fruit fly
infestation.
Results 1
Fruit fly community composition
STUDY ONE: INTER SPECIES DIVERSITY
5 10 15 20
0246810
sites
speciesrichness
LVC
LVC
NMF
NMF
WMHF
WMHF
LVC
NMF
WMHF
2 4 6 8 10
1e+011e+021e+031e+041e+05
species rank
abundance
LVCNMFWMHF
LVC
NMF
WMHF
0 0.25 0.5 1 2 4 8 Inf
0.00.51.01.52.0
alpha
H-alpha
LVC
LVC
NMF
NMF
WMHF
WMHF
LVC
NMF
WMHF
0
20,000
40,000
60,000
80,000
100,000
120,000
140,000 119,245
152 339 75 66 5 10 312 956 478
122,112
3 401 3 62 0 0 32 2 1
122,982
4 272 2 69 12 0 8 485 244
LVC NMF WMHF
17
Results 2
Fruit fly community structure
STUDY ONE: INTER SPECIES DIVERSITY
100
22
43 2243 85
22
64
85
0.55
0.6
0.65
0.7
0.75
0.8
0.85
0.9
0.95
Similarity
T.coffeae_
C.cosyra_
B.curcubitae_
C.rosa_
D.bivitattus
D.ciliatus_
C.fasciventris_
C.capitata_
B.invandens_
C.anonae
18
LVC
NMFWMHF
-2
2
-6 5
B.invandens
C.Anonae
C.cosyra
C.capitata
C. fasciventris
C. rosa
T.coffeae
B.curcubitae
D.bivitattusD.ciliatus
-1
1
-1 1
P < 0.000
Results 3 Displacement by B. invadens
STUDY ONE: INTER SPECIES DIVERSITY
0 1 2 3 4 5 6 7 8 9
Rank
-0.8
0
0.8
1.6
2.4
3.2
4
4.8
5.6
logAbundance
0 1 2 3 4 5 6 7 8 9 10
Rank
0
0.6
1.2
1.8
2.4
3
3.6
4.2
4.8
5.4
6
logAbundance
0 1 2 3 4 5 6 7 8
Rank
-0.8
0
0.8
1.6
2.4
3.2
4
4.8
5.6
logAbundance
Conclusion
1. At least 10 species in the country but B. invadens is the most widely distributed.
1. Significant diff in richness and abundance of fruit flies but not in evenness and
diversity of fruit flies across zones.
1. Differences across zones may be in turn attributed to the inherent environmental and19
Study IV: Morphometric (intra species) Diversity
Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda
Ecological Nichie and Distribution Studies
Fruit Fly Diversity Studies
Study I: Species Diversity
Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda
Study VI: Projected Effect of Climate Change on
Distribution
Study V: Actual and potential Distribution of Fruit Flies in Uganda
Host Utilisation Studies
Results scheme and flow…
20
STUDY TWO: HOST USE
21
Introduction
• Fruit industry provides livelihoods World-wide (Lux et al., 2003; Ekesi and Billah,
2006).
• FF cause variable losses (Lux et al., 2003; Vayssie`res et al., 2005).
• Limited host status knowledge in Uganda, save for regional studies (De Meyer et
al., 2002; Copeland et al., 2002; Rwomushana et al., 2008).
• Makes design of mgt options hard (Mwatawala et al., 2009a).
• This study:
– To profile the host range of the main fruit fly pests in the three main mango
agro ecological zones; and
– Determine the susceptibility of selected fruits and mango varieties grown to
the various fruit fly pests in the country
STUDY TWO: HOST USE
22
Materials and Methods
Three major mango AEZs: WMHF, LVC and NMF (Wortman and Eledu, 1993)
STUDY TWO: HOST USE
1. Intensive collection of commercial and non-commercial fruit hosts.
1. Selected important fruits and mango cultivars in each zone at random sites.
1. Fruits included sweet orange, tropical almonds, avocado, guava and mango.
1. The mango cultivars: Apple Mango, Biire, Boribo, Dodo, Glen, Kagogwa, Kate, Keitt,
Kent, Tommy Akinson, Palvin and Zillatte.
1. The 12 cultivars were classified according to their maturity seasonality into early,
mid and late maturing cultivars (Ambele et al., 2012).
1. Fruits were transported to the rearing unit at the NARL (Copeland et al. 2002).23
Results 1
Fruit fly Host Range
• 38 fruit species, from 30 genera in 18 plant families were sampled.
• Among these, 633 (35.0%) samples were positive for fruit fly infestation.
• B. invadens was the dominant species: recorded in 29 out of the 38 plant species, while out of the 633 positive samples, 483
(76.3%) were due to B. invadens.
• Host infestation incidence for the rest of the fruit fly species was low
STUDY TWO: HOST USE
6 9
9
9 8
5 4
3 2
6 5 4 4 3 2 1 1 1
0
2
4
6
8
10
12
14
16
Annonaceae
Solanaceae
Rutaceae
Anacardiaceae
Myrtaceae
Cucurbitaceae
Moraceae
Sapotaceae
Rosaceae
Lauraceae
Rubiaceae
Caricaceae
Combretacaea
Sterculiaceae
Vitaceae
Euphorbiaceae
Musaceae
Verbenaceae
SpeciesRichness
Plant Richness Fruit Fly Richness
24
STUDY TWO: HOST USE
25
…………………………………………………… ……………………………… ……………… ………………. ……………
…………………………………………………… ……………………………… ……………… ………………. ……………
Results 2: Species Associations
STUDY TWO: HOST USE
Annacardium_occidentale
Mangifera_indica_
Sclerocarya_birrea
Annona_cherimola
Annona_muricata
Annona_reticulata
Annona_senegalensis
Annona_squamosa
Cananga_odorata
Carica_papaya
Terminalia_catappa
Momordica_charantia
Cucumis_melo_Cucurbita_spp.
Drypetes__natalensis
Persea_americana_
Antiaris_toxicaria_
Artocarpus_sp._
Ficus_sp._
Musa_sp.
Acca_sellowiana
Eugenia_uniflora
Psidium_guanjava
Cydonia_oblonga
Prunus_Spp._
Coffeae_arabica
Citrus_limon
Citrus_reticulata
Citrus_sinensis
Citrus_Spp._
Chrysophyllum_albidum
Manilkara_zapota_
Capsicum_annum
Lycopersicon_esculentum
Solanum_Spp._
Theobroma_cacao_
Vitex_sp._
Vitis_vinifera
Bactrocera_cucurbitae
Bactrocera_invadens
Ceratitis_anonae_Ceratitis_capitata
Ceratitis_cosyra
Ceratitis_fasciventris_
Ceratitis_punctata_
Ceratitis_rosa
Dacus_bivittatus_
Dacus_cilliatus
Trirhithrum_coffeae_
-300 -240 -180 -120 -60 60 120 180 240 300 360
Axis 2 (38.2%)
-300
-250
-200
-150
-100
-50
50
100
150
200
250
300
350
Axis3(20.8%)
26
First time infestation of B. invadens on T. catappa, A. toxicaria, E. uniflora, A. selllowiana, Musa
spp. and C. Arabica, T. cacao and C. oblonga in Uganda.
Results 3
STUDY TWO: HOST USE
0.0
20.0
40.0
60.0
80.0
100.0
120.0
Combretacaea
Anacardiaceae
Myrtaceae
Annonaceae
Moraceae
Cucurbitaceae
Sterculiaceae
Solanaceae
Lauraceae
Rosaceae
Caricaceae
Vitaceae
Sapotaceae
Rubiaceae
Musaceae
Euphorbiaceae
Rutaceae
Verbenaceae
MeanPositivity(%)
Plant Families
0
10
20
30
40
50
60
70
80
90
100
0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
80.0
90.0
Terminaliacatappa
Psidiumguanjava
Mangiferaindica
Perseaamericana
Citruslimon
Citrussinensis
Citrusreticulata
B.invadens(%)
Positivity(%)
Fruit Species
B. invadens (%) Overall Positivity (%)
27
Results 4: Mango Fruit Host Utilization
STUDY TWO: HOST USE
0
5
10
15
20
25
30
35
40
45
50
0
20
40
60
80
100
120
Keitt
Kate
Biire
Glen
Zillette
Boribo
Kagogwa
Apple
Dodo
Palvin
Kent
Tommy
Positivity(%)
Infestation(Larvae/Kg)
Mean/ Kg Positive (%)ALL ZONES
0
10
20
30
40
50
60
0
10
20
30
40
50
60
70
Keit
Tommy
Kagogwa
Biire
Dodo
Kent
Boribo
Palvin
Apple
Kate
Glen
Zillette
Positivity(%)
Infestation(Larvae/Kg)
Mean Positive (%)WMHF
0
5
10
15
20
25
30
35
40
45
50
0
20
40
60
80
100
120
140
Kate
Kagogwa
Biire
Tommy
Apple
Keitt
Boribo
Palvin
Zillatte
Glen
Dodo
Kent
Positivity(%)
Infestation(Larvea/Kg)
Mean/ Kg Positive (%)LVC
0.0
50.0
100.0
150.0
200.0
250.0
300.0
0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
80.0
Zillette
Biire
Kagogwa
Apple
Dodo
Kent
Glen
Tommy
Kate
Boribo
Palvin
Keitt
Infestation(Larvae/Kg)
Positivity(%)
Mean/Kg Positive (%)NMF
28
Results 5: Stages of the fruiting season
Early and late season
maturing mango varieties
were more susceptible.
STUDY TWO: HOST USE
Conclusion
• Fruit Flies have a diverse range of commercial and noncommercial or wild hosts in Uganda.
• Tropical almonds and B. invadens were the most suitable host and dominant fruit fly species,
respectively. Guava, Mangoes, Avocadoes and Citrus were also favorable hosts.
• Mango varieties varied in their susceptibility to fruit fly infestation within and across zones.
• New fruit fly-host associations were probably due to the adaptive evolution or new records
29
STUDY THREE: PP HYPOTHESIS
30
Does mother know best?
Introduction
• Preference of oviposition vs offspring performance (P-P) is of interest (Bonebrake
et al., 2010; Heard, 2012).
• P–P hypothesis: females evolve oviposition behaviors that maximize offspring
growth and survival (Thompson, 1988).
• Positive P-P (Rossi and Strong, 1991; Hanks et al., 1993), and negative (Karban and
Courtney, 1987; Horner and Abrahamson, 1992) correlations have been recorded.
• Due to the polyphagous nature of B. invadens it was important to assess its relative
P-P in the various hosts and mango varieties.
• Hypothesis: Because of its polyphagous nature, B. invadens can obscure the P-P.
STUDY THREE: PP HYPOTHESIS
31
Materials and Methods
STUDY THREE: PP HYPOTHESIS
• Lake Victoria Crescent (Wortman and Eledu, 1993)
• Five host plants: sweet orange, tropical almonds, avocado, guava and
mango.
• Fruits naturally infested by B. invadens were incubated to determined fruit
host preference for oviposition (Aluja et al., 2009).
• Pupae handled as by Copeland et al. (2002), adults as by White & Elson-
Harris (1992).
• The adults were sexed and separately weighed.
• Developmental time of development stages was measured as time (days) for
each pupae to develop into teneral adult stage. 32
Results 1
Fruit host preference for oviposition differed significantly
STUDY THREE: PP HYPOTHESIS
0.0
10.0
20.0
30.0
40.0
50.0
60.0
70.0
80.0
90.0
Infestation(Larvae/Kg)
Mango Varieties
0
5
10
15
20
25
30
Tropicalalmonds
Guava
Mango
Citrus
Avocado
Numberoflarvae/Fruit
Fruit Species 33
Results 2
Pupal development too varied significantly 1
STUDY THREE: PP HYPOTHESIS
0
50
100
150
200
250
12 14 16 18 20 22 24 26 28 30 32 34 36
AdultEmergence
Cumulative Days
TA Citrus Guava Avocado Mango
0.00
2.00
4.00
6.00
8.00
10.00
12.00
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17
AdultEmergence
Cumulative Days*
Apple Biire Dodo Glen Kagogwa Kate
Keitt Kent Palvin Tommy Zillatte
34
Results 2
Pupal development too varied significantly 2
STUDY THREE: PP HYPOTHESIS
35
Results 3
Adult survival rates varied1
STUDY THREE: PP HYPOTHESIS
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 10 20 30 40 50 60
Survivaldistributionfunction(%)
Longevity (Days)
Tropical Guava Citrus Avocado Mango
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 5 10 15 20 25 30 35 40 45 50
Survivaldistributionfunction(%)
Longevity (Days)
Apple Biire Dodo Glen Kagogwa Kate
Keitt Kent Palvin Tommy Zillate
36
Results 3
Adult survival rates varied2
STUDY THREE: PP HYPOTHESIS
37
Results 4
Adult weight and sex ratio were significantly higher for TA and least in citrus
STUDY THREE: PP HYPOTHESIS
38
Results 5
P-P was consistent among species but less for cultivars
STUDY THREE: PP HYPOTHESIS
B. invadens choice of fruit species for female oviposition is guided by preference performance hypothesis.
However, among varieties of the same species (for instance mangoes), females tend to maximize their
fitness and not necessarily that of offsprings as proposed by the optimal foraging hypothesis!
39
Study IV: Morphometric (intra species) Diversity
Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda
Ecological Nichie and Distribution Studies
Fruit Fly Diversity Studies
Study I: Species Diversity
Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda
Study VI: Projected Effect of Climate Change on
Distribution
Study V: Actual and potential Distribution of Fruit Flies in Uganda
Host Utilisation Studies
Results scheme and flow…
40
STUDY FOUR: INTRASPECIES DIVERSITY
41
“The millions of species now inhabiting this planet have, evolved from a common ancestor, and the
multiplication in the number of species has been generated as single species have split into two.” Darwin
B. Papayae
Oriental fruit fly
Introduction
Identity of B. dorsalis complex (>70) is difficult, even with molecular tools (Clarke et al.,
2005; Drew et al., 2008).
STUDY FOUR: INTRASPECIES DIVERSITY
B. Philippinensis
B. Carambolae
B. Invadens
B. dorsalis/B. papayae/B. philippinensis
B. carambolae
B. opiliae
B. cacuminata
B. musae
B. occipitalis
42
Introduction 2
• Variations may lead to biotypes, host or pheromone races with
variable responses to management (Menken et al., 1996).
• Has site and host specific phynotypic variations taken course
among B. invadens populations in Uganda?
• This study:
– Assess the morphometric variations among three geographic
and hosts B. invadens populations in Uganda.
– Examine fluctuating asymmetry (FA, small random
departures from perfect symmetry among individuals).
STUDY FOUR: INTRASPECIES DIVERSITY
43
Materials and Methods
• WMHF, LVC and NMF (Wortman and Eledu, 1993).
• Terminalia catappa, Psidium guanjava and M. indica.
• Both wings were slide mounted using Canada Balsam.
Once dry, photos were taken using a sony camera
• Euclidean distance matrix analysis and variance
structure coordinate system geometric techniques.
• Size and shape were analyzed throughout 15
landmarks for 360 specimens after symmetrization.
STUDY FOUR: INTRASPECIES DIVERSITY
44
Results 1
Host type significantly affected wing size/ shape 1
STUDY FOUR: INTRASPECIES DIVERSITY
Almond Guava Mango0.9995
0.9996
0.9997
0.9998
0.9999
1
1.0001
1.0002
1.0003
Size
-4 -3 -2 -1 1 2 3 4
Axis 1
-2.4
-1.6
-0.8
0.8
1.6
2.4
3.2
4
Axis2
(Blue: Mango; Pink: Tropical almonds; Red: Guava).
45
Results 1
Host type significantly affected intraspecific shape variation 2
2
STUDY FOUR: INTRASPECIES DIVERSITY
46
Results 2
Geographical Variations in Wing Size/ Shape 1
STUDY FOUR: INTRASPECIES DIVERSITY
WMHF NMF LVC
0.9994
0.9995
0.9996
0.9997
0.9998
0.9999
1
1.0001
1.0002
1.0003
Size
-4 -3.2 -2.4 -1.6 -0.8 0.8 1.6 2.4 3.2
Axis 1
-5
-4
-3
-2
-1
1
2
3
Axis2
(Blue: WMHF; Pink: NMF; Red: LVC).
47
Results 2
Intraspecific Geographical Variations in Wing Shape 2
STUDY FOUR: INTRASPECIES DIVERSITY
48
Results 3
FA in Zonal and Host B. invadens Populations
STUDY FOUR: INTRASPECIES DIVERSITY
Forms of bilateral asymmetry: Fluctuating
asymmetry (Mango), Antisymmetry (NMF) and
Directional asymmetry (WMHF).
Conclusion
B. invadens can exhibit wide
phenotypic variations under
different envi’tal and host conditions
49
Study IV: Morphometric (intra species) Diversity
Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda
Ecological Niche and Distribution Studies
Fruit Fly Diversity Studies
Study I: Species Diversity
Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda
Study VI: Projected Effect of Climate Change on
Distribution
Study V: Actual and potential Distribution of Fruit Flies in Uganda
Host Utilisation Studies
Results scheme and flow…
50
STUDY FIVE: POTENTIAL DISTRIBUTION
51
“There is no part of natural history more interesting or instructive, than the study of
the geographical distribution of animals.” Alfred Russell Wallace (1823-1913)
Introduction
• Spatial suitability good in the design explicit management strategies for the pest.
• ENM provides an option for potential species distribution.
• ENM allows obtaining range of conditions for species survival/ reproduction
(Pearson, 2007; Rubio and Acosta, 2010).
• Prediction model is a function of species response to the environmental variables,
hence fundamental niche (Austin, 2007).
• This study:
– Determine the geographical regions that are ecologically suitable for fruit fly establishment.
– Explore the climatic profiles underpinning the selected species distribution, to understand their
niche requirements
STUDY FIVE: POTENTIAL DISTRIBUTION
52
Materials and Methods 1
• Ten species: B.invandens, C.anonae, C.cosyra, C.capitata, C.fasciventris, C.rosa,
T.coffeae, B.curcubitae, D.bivitattus and D.ciliatus.
• Nineteen (19) environmental variables at 30 arc-seconds (~1 km²) partial resolution
were derived from the WorldClim project (Hijmans et al. 2005).
• Models by Maxent and Bioclim (Graham and Hijmans, 2006; Phillips et al., 2006).
• Model evaluation: 75% of the original presence data (training sample), while 25%
was test data (Pearson, 2007; Acosta, 2008; Echarri et al., 2009).
• Accuracy of the model was evaluated by calculating the AUC in a receiver operating
characteristic plot
STUDY FIVE: POTENTIAL DISTRIBUTION
53
Current range prediction
Geographic Space Ecological Space
occurrence points on current distribution
ecological niche modeling
Projection back onto geography
Future range prediction
temperature
Model of niche in ecological
dimensions
precipitation
Current
Correlative Vs Mechanistic Models
Distri. a good indicator
of ecological needs Detailed physiological data
STUDY FIVE: POTENTIAL DISTRIBUTION
Materials and Methods 2
Materials and Methods 3
Defining Niches
STUDY FIVE: POTENTIAL DISTRIBUTION
( )j
ir e
( ; )j j j
i ix R
( ; )j
x T
Grinnell,
scenopoetic
Elton, bionomic
Movements
G
BAM Diagram
B
M
A
1
( ) ( ; ) ( ; )
j
j j j j ji
i i ij
i
dx
r e x x
x dt
   R T
Fundamental niche
Intrinsic Growth Rate
(Scenopoetic)
Resource-consumer
dynamics, competitors,
predator-prey (bionomic).
Migration
colonization, history
• Physiological tolerances,
migration limitations and
evolutionary forces that limit
adaptation
• A starting point for abiotic
factors is often climate.
Climate variables often also
correlate with other variables
Environmental Gradient
(Hawkins et al., 2003)
55
Results 1
Records of Fruit Flies and Potential Distribution 1
STUDY FIVE: POTENTIAL DISTRIBUTION
56
Species are diverse and widely distributed!
Results 1
Bioclimatic profiles of fruit fly species
STUDY FIVE: POTENTIAL DISTRIBUTION
57
Results 2: Potential Distribution
STUDY FIVE: POTENTIAL DISTRIBUTION
I (D. punctatifrons), II (T. coffeae), III
(C. fasciventris), IV (B. cucurbitae),
V (D. cilliatus), VI (C. cosyra), VII (C.
capitata), VIII (D. bivittatus), IX (C.
anonae), X (B.invadens) & XI (ALL).
58
Results 2: Limiting Factors
STUDY FIVE: POTENTIAL DISTRIBUTION
59
STUDY FIVE: POTENTIAL DISTRIBUTION: Limiting Factors for selected species
Results 2: Limiting Factors
STUDY FIVE: POTENTIAL DISTRIBUTION
61
Results 3
STUDY FIVE: POTENTIAL DISTRIBUTION
Conclusion
• Fruit flies pose a significant threat to the country; countrywide
potential distribution of native and exotic species was demonstrated.
• Precipitation and temperature significantly determined distribution.
• Central & mid north zones were most suitable habitats, while the
western, north eastern & areas around Albert Nile were marginal.
62
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
Projections of Climate-Induced Future Range Shifts among
Fruit Fly Species in Uganda.
Charles Masembe, Brian E. Isabirye, I. Rwomushana, A. M. Akol, Caroline K. Nankinga
Journal of Plant Protection Science
“Led by a new paradigm, scientists adopt new instruments and look in new places...”
Thomas S. Kuhn (1922-1996)
Introduction
• Knowledge on geographical suitability of the pest is needed in the design of
spatially and temporally explicit management strategies for pests.
• Global climate continues to change (IPCC, 2007).
• For agriculture, climate change will be significant, as such changes are associated
with shifts in pest and disease ranges, posing new risks (Cooper et al., 2013).
• Considerable effort has gone into predicting the effect of future climate scenarios
(Walther et al., 2002; Chambers et al., 2005, Shi et al., 2006; McKenney et al.,
2007).
• This study:
 How fruit fly local-level distribution patterns may be expected to change under
future climate change and the comparative potential range shifts among
species.
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
64
Materials and Methods
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
• Species assessed were: Bactocera invandens, Ceratitis anonae, Ceratitis cosyra, Ceratitis capitata,
Ceratitis fasciventris, Dacus punctatifrons, Trirhithrum coffeae, Bactrocera curcubitae, Dacus bivitattus,
and Dacus ciliatus.
• Annual mean temperature and mean temperature of wettest quarter were chosen, while moisture
gradients were represented by mean annual precipitation and precipitation of coldest quarter.
• Climatic controls on current fruit fly distributions were summarized using the climate envelope (CE)
approach (Nix, 1986).
• From the extent of the current CE for each fruit fly species, Future climate variables were generated by
two GCMs: HADCM and CCCMA under emission scenarios A2 and B2.
• In the full-dispersal scenario, changes in CE area were calculated by expressing the future CE area as a
percentage of the current CE area.
• For the no-dispersal scenario, future maps were overlaid on current maps and only the area of overlap
was taken as the future distribution.
• Predicted current and future local species richness and turn over of each of the regions were
estimated
65
Results 1
Effect of dispersal on future climate envelope size and location
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
Climate change resilience varied significantly, but Dacus ciliatus > Bactrocera invadens >
Ceratitis cosyra pose a serious management challenge as their future habitats are predicted to
increase!
66
Results 2
Range Shift: Increase
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
Baseline: 1950-2000 Future: 2000-2050
D. ciliatus
B. invadens
C. cosyra
67
Results 2
Range Shift: Decrease
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
Baseline: 1950-2000 Future: 2000-2050
D. bivittatus
B. cucurbitae
C. anonae 68
Results 3
CO2 emission scenarios and species habitat size
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
-150
-100
-50
0
50
100
150
200
250
300
Scenario-A2 Scenario-B2
Change(%)
Carbon dioxide Scenarios
Species-B.cu Species-BI
Species-C.ano Species-C.ca
Species-C.co Species-C.fa
Species-D.bi Species-D.ci
Species-D.pu Species-T.co
Proportional changes
in habitat size of
predictions under
the two carbon
dioxide emission
scenarios for the 10
fruit fly species and
box plots for carbon
dioxide scenarios
from a 1950-2000
baseline to the 2050
future period. 69
Results 4
Predicted species richness and turnover under the four models and two dispersal
scenarios in the three main mango-growing regions.
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
70
Results 5
STUDY SIX: CLIMATE INDUCED RANGE SHIFTS
Conclusion
• Most species are vulnerable and will likely be unable to keep pace with
climate change, with habitat losses averaging 25.4% by 2050 future period.
• Fruit fly climate change resilience varied: Dacus ciliatus > Bactrocera
invadens > Ceratitis cosyra > Trirhithrum coffeae > Ceratitis capitata >
Ceratitis fasciventris > Dacus punctatifrons > Ceratitis anonae > Bactrocera
cucurbitae > Dacus bivittatus.
• Dacus ciliatus > Bactrocera invadens > Ceratitis cosyra pose a serious
management challenge as range will likely increase
• Future ranges are predicted to shift northwards, mainly to the Northern
Moist Farmlands.
71
GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS I
At least ten tephritid fruit fly species; but B. invadens is the most
abundant, and was observed to be displacing the other fruit fly fauna
 Difference in zonal faunal composition can be attributed to their (zones)
inherent differences in envital conditions, hosts and farming systems.
 NMFs recorded lesser alternative hosts for fruit flies, which was converse to
the LVC and the WMHF, hence differences in composition
 Dominance of B. invadens can be attributed to competition efficiency (Ekesi et
al., 2009), and reproduction and resource distribution (Kiesecker et al., 2001).
 The LVC offers opportunities for resource distribution, which avoids clumping,
converse to the NMFs, which might also explain the difference in displacement
pressures between the two zones.
72
GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS II
A wide range of hosts was recorded, albeit with significant variability in
preference and infestation levels among types, varieties and zones.
Fruits have specific adaptations in their ecological requirements, which
ultimately determine their (fruit) susceptibility in their respective
environments.
Preference of the flies for the local selection and Kagogwa varieties may be
attributed to an increase in performance on these varieties or due to
experience or learning (Szentesi and Jermy 1990; Dukas and Bernays, 2000).
GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS III
B. invadens does undergo rapid phenotypic variability which can lead to
biotypes, host races, etc…
May lead different populations to adapt and survive in difficult conditions such
as the stress caused by control practices and subsequently cause resistance
among populations.
The recorded fine-scale intraspecific population phenotypic variations may
simply be evidence of phenotypic divergences rather than interspecific
differences (Schutze et al., 2012).
Such differences may be irresolvable using techniques such as molecular
analysis, hence the current lack of molecular markers to discriminate between
these eco- and host types.
74
GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS IV
The most suitable niches encompass areas around Central and mid north
zones, while the western, northeastern and areas around Albert Nile were
characterized as marginal.
Current and future niches offer the optimum bioclimatic tolerance limits.
Current and future potential distributions of fruit flies will be determined not
only by climate but also dispersal ability, biotic interactions, genetic adaptation,
and abiotic factors.
The Ethiopian fruit fly (D. ciliatus), B. invadens and D. ciliatus should be of great
concern as range is predicted to increase.
75
GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS III
The ecology of fruit flies needs to be further explored to understand
how community composition evolves in the other landscapes and mgt
options.
Habitat suitability maps for these species could be improved by
inclusion of edaphic and host plant data.
Further studies on biology of fruit flies in the different edapho-
climatic conditions of Uganda are recommended
Achievement of optimum management of fruit flies across farming
landscapes is possible, with IPM and area-wide mgt (Ekesi and Billah,
2006; Dyck, Hendrichs and Robinson, 2005). 76
Publications I
77
Refereed Journal Papers
1. Isabirye BE, Masembe C, Akol AM, Muyinza H, Rwomushana I, Nankinga CK (2015) Modeling the Potential
Geographical Distribution and Ecological Niche of Selected Fruit Fly (Diptera: Tephritidae) Species in Uganda, Journal
of Plant and Pest Science, 2 (1): 18-33
1. Alex Mayamba, Caroline Kukiriza Nankinga, Brian Isabirye, Anne Margaret Akol (2014). Seasonal Population
Fluctuations of Bactrocera invadens (Diptera: Tephritidae) in Relation to Mango Phenology in the Lake Victoria
Crescent, Uganda. Fruits, 2014, vol. 69, p. 473–480
1. B.E. Isabirye, A. M. Akol, H. Muyinza, C. Masembe and I. Rwomushana, C. K. Nankinga (2015). Fruit Fly (Diptera:
Tephritidae) Host Status and Relative Infestation of Selected Mango Cultivars in three Agro Ecological Zones in
Uganda. International Journal of Fruit Science. (In Press).
1. B.E. Isabirye, C. Masembe, C. K. Nankinga, A. M. Akol, 2013. Geometric Morphometrics of Geographic and Host-
Associated Population Variations of Bactrocera invadens in Uganda. American Journal of Agriculture and
Environment.
1. B.E. Isabirye, A. M. Akol, C. K. Nankinga, C. Masembe, I. Rwomushana (2015). Species Composition and Community
Structure of Fruit Flies (Diptera: Tephritidae) Across Major Mango-Growing Regions in Uganda. International journal
of Tropical Insect science, 1-12.
1. A. M. Akol, C. Masembe, B. E. Isabirye, C. N. Kukiriza, and I. Rwomushana (2014). Oviposition Preference and
Offspring Performance in Bactrocera invadens (Diptera: Tephritidae). International Research Journal of Horticulture.
IRJH 2014, 2(3): 36-44.
1. Brian E. Isabirye, Charles Masembe,, I. Rwomushana, Caroline K. Nankinga, A. M. Akol (Review). Projections of
Climate-Induced Future Range Shifts among Fruit Fly Species in Uganda. Journal of Plant Protection Science
Publications II
78
Extended Abstracts
1. Anne Akol, Brian Isabirye, Caroline Nankinga, Charles Masembe and Ivan Rwomushana, 2014. Species Composition and
Community Structure of Fruit Flies across Major Mango-Growing Regions in Uganda. 9th International Symposium on
Fruit Flies of Economic Importance (ISFFEI).
1. Anne Akol, Charles Masembe, Brian Isabirye, Caroline Nankinga and Ivan Rwomushana, 2014. Oviposition Preference
and Offspring Performance in Phytophagous Fruit Flies: The African invader, Bactrocera invadens. 9th International
Symposium on Fruit Flies of Economic Importance (ISFFEI).
1. Brian Isabirye, Charles Masembe, Caroline K. Nankinga, I. Rwomushana, Harriet Muyinza, Anne M. Akol, 2014.
Projections of Climate-Induced Future Range Shifts among Fruit Fly Species in Uganda. 9th International Symposium on
Fruit Flies of Economic Importance (ISFFEI).
1. Brian Isabirye, Charles Masembe, Caroline Nankinga, Harriet Muyinza and Anne Akol, 2014. Geometric Morphometrics
of Geographic and Host-Associated Population Variations of Bactrocera invadens in Uganda. 9th International
Symposium on Fruit Flies of Economic Importance (ISFFEI).
1. Caroline Nankinga, Brian Isabirye, Mayamba Alex, Harriet Muyinza, Winnifred Aool, Ivan Rwomushana, Philip
Stevenson and Anne Akol, 2014. Status of Fruit Fly Infestation of Mango and Other Fruits in Uganda. 9th International
Symposium on Fruit Flies of Economic Importance (ISFFEI).
1. B. E. Isabirye, C.K. Nankinga, H. Muyinza, C. Masembe and A.M.Akol, 2012. Effect of Three Host Species on Infestation
Levels, Offspring Survivorship, Sex Ratio and Body Weight of Bactrocera invadens (Diptera: Tephritidae). 2nd
International Symposium of TEAM.
All of us should be worried about fruit flies as serious
pests, because of their diversity; direct larval feeding on the host
fruit (economic loss); long list of host plants; flexibility in
developing
different life history strategies, including rapid adaptation to
new habitats; efficient habitat utilization; an ability to
rapidly develop host and geographic races (particularly true for
Bactocera species); and short generation time (rapid multiplication)
(Brian E. Isabirye, 2015)
Take Home ….
Supervisors:
Mwebale inhoo!!!
“Though the road's been rocky it sure feels good to me.”
― Bob Marley
Extras
81
ENM Publication up to 1917-2012
82
8
20
24
42
54
9
9
16
53
45
53
23
33
4
9
14
40
11
21
0 10 20 30 40 50 60
Análisis ecológico del Pleistoceno
Bases de datos, colecciones e inventarios
Biodiversidad
Biogeografía y filogeografía
Cambio climático
Coberturas
Conceptos de especie y subespecie
Conceptos de nicho ecológico
Conservación
Conservadurismo de nicho
Distribución geográfica
Especies invasoras
Evaluación y validación de modelos
Georreferenciación
Importancia de la escala
MNE enfermedades infecciosas
Modelos de distribución y comparación de algoritmos
Sistemas de información Geográfica
Software, guías y tutoriales

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Aspects of the ecology of fruit flies in uganda

  • 1. Diversity, Host Utilization and Ecological Niche of Fruit Flies (Diptera: Tephritidae) in Uganda ISABIRYE BRIAN ERIPHAZ, Ph.D brianisabirye@yahoo.com
  • 3. Background… Agriculture…Global and Uganda Employs 45% of the working global population and over 80% in most parts of Africa and Asia! Uganda •Export: 90% •Employment: 80% •People living in rural areas : 85% •Source of raw materials……. 3
  • 5. Trade: Dynamic and highly vibrant! Center on Globalization, Governance & Competitiveness, Duke University, 2011 5
  • 6. Key Players in the fruit trade 6 • Global import of fruits hit US$4.3 million tons in the year 2010. In which 87% or 3.8 million tons were imported by developed countries. • The US and the EU market represents 70% of global import of tropical fruits. • The EU is the largest tropical fruit importer with the major consumer of France and the main transshipment port of the Netherlands. • The US and Japan, Canada and Hong Kong are also large importers (USDA, 2007).
  • 7. Fruit industry in Uganda….the positive side! 7
  • 8. Bad news for most fruit producers! 0 1000000 2000000 3000000 4000000 5000000 6000000 0 1000 2000 3000 4000 5000 6000 7000 8000 9000 Y2003 Y2004 Y2005 Y2006 Y2007 Y2008 Y2009 Y2010 (Source: UNEPB) Value(US$) Volume(Tonnes) Period (Years) Volume (Tonnes) Value (US$) 8
  • 9. Common Challenge: Tephritid FF Life Cycle 9
  • 11. Problem/ Motivation… • Fruit flies cause about 40% fruit loss in Africa, and about 73% in Uganda • Design of IPM strategies for fruit flies requires knowledge of their biology. • Was limited to Nakasinga, 2002; Nemeye, 2005; Okullokwany, 2006. • It is not clear how: • Diversity has been shaped by hosts, distribution and envital variability. • Highly cryptic and inter-intra-specific morphological variation (Clarke et al., 2005; Drew et al., 2008) among Bactrocera spp. turns out. • Will change in climate alter the suitability and distribution of species? 11
  • 12. Objectives and Hypothesises Main Objective To describe the diversity, host utilization and ecological niche of major tephritid fruit flies in Uganda. Specific Objective 1. Determine the species diversity of fruit flies across selected agro ecological zones 2. Assess fruit fly host utilization in the different agro ecological zones. 3. Characterise the morphometric variability of the most important fruit fly species among hosts and mango growing zones 4. Determine the current and potential future spatial distribution of the major Tephritid fruit fly species in Uganda. Hypotheses 1. There is no significant difference in the diversity of fruit flies in the different ecological zones in Uganda. 2. There is no significant difference in fruit fly host utilisation patterns in the different ecological zones and among host types in Uganda. 3. There is no significant morphometric heterogeneity among B. invadens populations infesting different hosts in the different ecological zones in Uganda. 4. Fruit fly species’ current and future distribution and ecological niches is random across the different ecological zones in Uganda 12
  • 13. Study IV: Morphometric (intra species) Diversity Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda Ecological Nichie and Distribution Studies Fruit Fly Diversity Studies Study I: Species Diversity Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda Study VI: Projected Effect of Climate Change on Distribution Study V: Actual and potential Distribution of Fruit Flies in Uganda Host Utilisation Studies Results scheme and flow… 13
  • 14. STUDY ONE: INTER SPECIES DIVERSITY 14 “When you have seen one ant, one bird, one tree, you have not seen them all” E. O. Wilson
  • 15. Introduction • FF are key pests of several fruit crops (Ekesi et al., 2006; Mayamba et al., 2015) • Yield losses can exceed 80% (Ekesi et al., 2006; Mayamba et al., 2014) • Correct identification is key in sustainable management (Jang et al., 2003) • Regional efforts (Mwatawala et al., 2006; 2009; Rwomushana et al., 2008; Geurts et al., 2012), but in Uganda (Nakasinga, 2002, Okullokwany, 2006) • This study set out to: 1. Identify the fruit fly species present in the country, and 2. Assess the fruit fly community structure across three mango production AEZs STUDY ONE: INTER SPECIES DIVERSITY 15
  • 16. Mat. and Methods Western Medium High Altitude Farmlands (WMHF), Lake Victoria Crescent (LVC) and Northern Moist Farmlands (NMF) (Wortman and Eledu, 1993) STUDY ONE: INTER SPECIES DIVERSITY %[ %[%[ %[ %[%[ %[%[ %[ %[ %[ %[ %[ %[ %[ %[ %[ %[ LIRA APAC GULU OYA M KASE SE AMURU RA KAI SORO T I W AKISO MUKO NO PADER MIT YANA KABA ROLE MPIG I MASA KA IG ANG A AGA GO MAYUG E IBA NDA BUSIA RUK UNGIRI DO KO LO RUB IRIZI KIB ING O TO RORO AMO LOT AR LA MW O KAMULI KIRYA NDONG O NW O YA NT UNG AMO BUNDIBUG YO KALUNGU KIYUNG A KAYUNG A KABA LE AMURIA MBARARA KIB OG A BUDAKA MASINDI 200 0 200 400 K N L D L N W M %[ M %[ KEY Agro • Trapping with baited traps • Methyl eugenol • Trimedlure • Torula yeast • Cuelure • Terpenyl Acetate 16 Collecting mango fruits and other fruits and incubate them to assess fruit fly infestation.
  • 17. Results 1 Fruit fly community composition STUDY ONE: INTER SPECIES DIVERSITY 5 10 15 20 0246810 sites speciesrichness LVC LVC NMF NMF WMHF WMHF LVC NMF WMHF 2 4 6 8 10 1e+011e+021e+031e+041e+05 species rank abundance LVCNMFWMHF LVC NMF WMHF 0 0.25 0.5 1 2 4 8 Inf 0.00.51.01.52.0 alpha H-alpha LVC LVC NMF NMF WMHF WMHF LVC NMF WMHF 0 20,000 40,000 60,000 80,000 100,000 120,000 140,000 119,245 152 339 75 66 5 10 312 956 478 122,112 3 401 3 62 0 0 32 2 1 122,982 4 272 2 69 12 0 8 485 244 LVC NMF WMHF 17
  • 18. Results 2 Fruit fly community structure STUDY ONE: INTER SPECIES DIVERSITY 100 22 43 2243 85 22 64 85 0.55 0.6 0.65 0.7 0.75 0.8 0.85 0.9 0.95 Similarity T.coffeae_ C.cosyra_ B.curcubitae_ C.rosa_ D.bivitattus D.ciliatus_ C.fasciventris_ C.capitata_ B.invandens_ C.anonae 18 LVC NMFWMHF -2 2 -6 5 B.invandens C.Anonae C.cosyra C.capitata C. fasciventris C. rosa T.coffeae B.curcubitae D.bivitattusD.ciliatus -1 1 -1 1 P < 0.000
  • 19. Results 3 Displacement by B. invadens STUDY ONE: INTER SPECIES DIVERSITY 0 1 2 3 4 5 6 7 8 9 Rank -0.8 0 0.8 1.6 2.4 3.2 4 4.8 5.6 logAbundance 0 1 2 3 4 5 6 7 8 9 10 Rank 0 0.6 1.2 1.8 2.4 3 3.6 4.2 4.8 5.4 6 logAbundance 0 1 2 3 4 5 6 7 8 Rank -0.8 0 0.8 1.6 2.4 3.2 4 4.8 5.6 logAbundance Conclusion 1. At least 10 species in the country but B. invadens is the most widely distributed. 1. Significant diff in richness and abundance of fruit flies but not in evenness and diversity of fruit flies across zones. 1. Differences across zones may be in turn attributed to the inherent environmental and19
  • 20. Study IV: Morphometric (intra species) Diversity Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda Ecological Nichie and Distribution Studies Fruit Fly Diversity Studies Study I: Species Diversity Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda Study VI: Projected Effect of Climate Change on Distribution Study V: Actual and potential Distribution of Fruit Flies in Uganda Host Utilisation Studies Results scheme and flow… 20
  • 21. STUDY TWO: HOST USE 21
  • 22. Introduction • Fruit industry provides livelihoods World-wide (Lux et al., 2003; Ekesi and Billah, 2006). • FF cause variable losses (Lux et al., 2003; Vayssie`res et al., 2005). • Limited host status knowledge in Uganda, save for regional studies (De Meyer et al., 2002; Copeland et al., 2002; Rwomushana et al., 2008). • Makes design of mgt options hard (Mwatawala et al., 2009a). • This study: – To profile the host range of the main fruit fly pests in the three main mango agro ecological zones; and – Determine the susceptibility of selected fruits and mango varieties grown to the various fruit fly pests in the country STUDY TWO: HOST USE 22
  • 23. Materials and Methods Three major mango AEZs: WMHF, LVC and NMF (Wortman and Eledu, 1993) STUDY TWO: HOST USE 1. Intensive collection of commercial and non-commercial fruit hosts. 1. Selected important fruits and mango cultivars in each zone at random sites. 1. Fruits included sweet orange, tropical almonds, avocado, guava and mango. 1. The mango cultivars: Apple Mango, Biire, Boribo, Dodo, Glen, Kagogwa, Kate, Keitt, Kent, Tommy Akinson, Palvin and Zillatte. 1. The 12 cultivars were classified according to their maturity seasonality into early, mid and late maturing cultivars (Ambele et al., 2012). 1. Fruits were transported to the rearing unit at the NARL (Copeland et al. 2002).23
  • 24. Results 1 Fruit fly Host Range • 38 fruit species, from 30 genera in 18 plant families were sampled. • Among these, 633 (35.0%) samples were positive for fruit fly infestation. • B. invadens was the dominant species: recorded in 29 out of the 38 plant species, while out of the 633 positive samples, 483 (76.3%) were due to B. invadens. • Host infestation incidence for the rest of the fruit fly species was low STUDY TWO: HOST USE 6 9 9 9 8 5 4 3 2 6 5 4 4 3 2 1 1 1 0 2 4 6 8 10 12 14 16 Annonaceae Solanaceae Rutaceae Anacardiaceae Myrtaceae Cucurbitaceae Moraceae Sapotaceae Rosaceae Lauraceae Rubiaceae Caricaceae Combretacaea Sterculiaceae Vitaceae Euphorbiaceae Musaceae Verbenaceae SpeciesRichness Plant Richness Fruit Fly Richness 24
  • 25. STUDY TWO: HOST USE 25 …………………………………………………… ……………………………… ……………… ………………. …………… …………………………………………………… ……………………………… ……………… ………………. ……………
  • 26. Results 2: Species Associations STUDY TWO: HOST USE Annacardium_occidentale Mangifera_indica_ Sclerocarya_birrea Annona_cherimola Annona_muricata Annona_reticulata Annona_senegalensis Annona_squamosa Cananga_odorata Carica_papaya Terminalia_catappa Momordica_charantia Cucumis_melo_Cucurbita_spp. Drypetes__natalensis Persea_americana_ Antiaris_toxicaria_ Artocarpus_sp._ Ficus_sp._ Musa_sp. Acca_sellowiana Eugenia_uniflora Psidium_guanjava Cydonia_oblonga Prunus_Spp._ Coffeae_arabica Citrus_limon Citrus_reticulata Citrus_sinensis Citrus_Spp._ Chrysophyllum_albidum Manilkara_zapota_ Capsicum_annum Lycopersicon_esculentum Solanum_Spp._ Theobroma_cacao_ Vitex_sp._ Vitis_vinifera Bactrocera_cucurbitae Bactrocera_invadens Ceratitis_anonae_Ceratitis_capitata Ceratitis_cosyra Ceratitis_fasciventris_ Ceratitis_punctata_ Ceratitis_rosa Dacus_bivittatus_ Dacus_cilliatus Trirhithrum_coffeae_ -300 -240 -180 -120 -60 60 120 180 240 300 360 Axis 2 (38.2%) -300 -250 -200 -150 -100 -50 50 100 150 200 250 300 350 Axis3(20.8%) 26 First time infestation of B. invadens on T. catappa, A. toxicaria, E. uniflora, A. selllowiana, Musa spp. and C. Arabica, T. cacao and C. oblonga in Uganda.
  • 27. Results 3 STUDY TWO: HOST USE 0.0 20.0 40.0 60.0 80.0 100.0 120.0 Combretacaea Anacardiaceae Myrtaceae Annonaceae Moraceae Cucurbitaceae Sterculiaceae Solanaceae Lauraceae Rosaceae Caricaceae Vitaceae Sapotaceae Rubiaceae Musaceae Euphorbiaceae Rutaceae Verbenaceae MeanPositivity(%) Plant Families 0 10 20 30 40 50 60 70 80 90 100 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 Terminaliacatappa Psidiumguanjava Mangiferaindica Perseaamericana Citruslimon Citrussinensis Citrusreticulata B.invadens(%) Positivity(%) Fruit Species B. invadens (%) Overall Positivity (%) 27
  • 28. Results 4: Mango Fruit Host Utilization STUDY TWO: HOST USE 0 5 10 15 20 25 30 35 40 45 50 0 20 40 60 80 100 120 Keitt Kate Biire Glen Zillette Boribo Kagogwa Apple Dodo Palvin Kent Tommy Positivity(%) Infestation(Larvae/Kg) Mean/ Kg Positive (%)ALL ZONES 0 10 20 30 40 50 60 0 10 20 30 40 50 60 70 Keit Tommy Kagogwa Biire Dodo Kent Boribo Palvin Apple Kate Glen Zillette Positivity(%) Infestation(Larvae/Kg) Mean Positive (%)WMHF 0 5 10 15 20 25 30 35 40 45 50 0 20 40 60 80 100 120 140 Kate Kagogwa Biire Tommy Apple Keitt Boribo Palvin Zillatte Glen Dodo Kent Positivity(%) Infestation(Larvea/Kg) Mean/ Kg Positive (%)LVC 0.0 50.0 100.0 150.0 200.0 250.0 300.0 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 Zillette Biire Kagogwa Apple Dodo Kent Glen Tommy Kate Boribo Palvin Keitt Infestation(Larvae/Kg) Positivity(%) Mean/Kg Positive (%)NMF 28
  • 29. Results 5: Stages of the fruiting season Early and late season maturing mango varieties were more susceptible. STUDY TWO: HOST USE Conclusion • Fruit Flies have a diverse range of commercial and noncommercial or wild hosts in Uganda. • Tropical almonds and B. invadens were the most suitable host and dominant fruit fly species, respectively. Guava, Mangoes, Avocadoes and Citrus were also favorable hosts. • Mango varieties varied in their susceptibility to fruit fly infestation within and across zones. • New fruit fly-host associations were probably due to the adaptive evolution or new records 29
  • 30. STUDY THREE: PP HYPOTHESIS 30 Does mother know best?
  • 31. Introduction • Preference of oviposition vs offspring performance (P-P) is of interest (Bonebrake et al., 2010; Heard, 2012). • P–P hypothesis: females evolve oviposition behaviors that maximize offspring growth and survival (Thompson, 1988). • Positive P-P (Rossi and Strong, 1991; Hanks et al., 1993), and negative (Karban and Courtney, 1987; Horner and Abrahamson, 1992) correlations have been recorded. • Due to the polyphagous nature of B. invadens it was important to assess its relative P-P in the various hosts and mango varieties. • Hypothesis: Because of its polyphagous nature, B. invadens can obscure the P-P. STUDY THREE: PP HYPOTHESIS 31
  • 32. Materials and Methods STUDY THREE: PP HYPOTHESIS • Lake Victoria Crescent (Wortman and Eledu, 1993) • Five host plants: sweet orange, tropical almonds, avocado, guava and mango. • Fruits naturally infested by B. invadens were incubated to determined fruit host preference for oviposition (Aluja et al., 2009). • Pupae handled as by Copeland et al. (2002), adults as by White & Elson- Harris (1992). • The adults were sexed and separately weighed. • Developmental time of development stages was measured as time (days) for each pupae to develop into teneral adult stage. 32
  • 33. Results 1 Fruit host preference for oviposition differed significantly STUDY THREE: PP HYPOTHESIS 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 Infestation(Larvae/Kg) Mango Varieties 0 5 10 15 20 25 30 Tropicalalmonds Guava Mango Citrus Avocado Numberoflarvae/Fruit Fruit Species 33
  • 34. Results 2 Pupal development too varied significantly 1 STUDY THREE: PP HYPOTHESIS 0 50 100 150 200 250 12 14 16 18 20 22 24 26 28 30 32 34 36 AdultEmergence Cumulative Days TA Citrus Guava Avocado Mango 0.00 2.00 4.00 6.00 8.00 10.00 12.00 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 AdultEmergence Cumulative Days* Apple Biire Dodo Glen Kagogwa Kate Keitt Kent Palvin Tommy Zillatte 34
  • 35. Results 2 Pupal development too varied significantly 2 STUDY THREE: PP HYPOTHESIS 35
  • 36. Results 3 Adult survival rates varied1 STUDY THREE: PP HYPOTHESIS 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 10 20 30 40 50 60 Survivaldistributionfunction(%) Longevity (Days) Tropical Guava Citrus Avocado Mango 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9 1 0 5 10 15 20 25 30 35 40 45 50 Survivaldistributionfunction(%) Longevity (Days) Apple Biire Dodo Glen Kagogwa Kate Keitt Kent Palvin Tommy Zillate 36
  • 37. Results 3 Adult survival rates varied2 STUDY THREE: PP HYPOTHESIS 37
  • 38. Results 4 Adult weight and sex ratio were significantly higher for TA and least in citrus STUDY THREE: PP HYPOTHESIS 38
  • 39. Results 5 P-P was consistent among species but less for cultivars STUDY THREE: PP HYPOTHESIS B. invadens choice of fruit species for female oviposition is guided by preference performance hypothesis. However, among varieties of the same species (for instance mangoes), females tend to maximize their fitness and not necessarily that of offsprings as proposed by the optimal foraging hypothesis! 39
  • 40. Study IV: Morphometric (intra species) Diversity Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda Ecological Nichie and Distribution Studies Fruit Fly Diversity Studies Study I: Species Diversity Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda Study VI: Projected Effect of Climate Change on Distribution Study V: Actual and potential Distribution of Fruit Flies in Uganda Host Utilisation Studies Results scheme and flow… 40
  • 41. STUDY FOUR: INTRASPECIES DIVERSITY 41 “The millions of species now inhabiting this planet have, evolved from a common ancestor, and the multiplication in the number of species has been generated as single species have split into two.” Darwin
  • 42. B. Papayae Oriental fruit fly Introduction Identity of B. dorsalis complex (>70) is difficult, even with molecular tools (Clarke et al., 2005; Drew et al., 2008). STUDY FOUR: INTRASPECIES DIVERSITY B. Philippinensis B. Carambolae B. Invadens B. dorsalis/B. papayae/B. philippinensis B. carambolae B. opiliae B. cacuminata B. musae B. occipitalis 42
  • 43. Introduction 2 • Variations may lead to biotypes, host or pheromone races with variable responses to management (Menken et al., 1996). • Has site and host specific phynotypic variations taken course among B. invadens populations in Uganda? • This study: – Assess the morphometric variations among three geographic and hosts B. invadens populations in Uganda. – Examine fluctuating asymmetry (FA, small random departures from perfect symmetry among individuals). STUDY FOUR: INTRASPECIES DIVERSITY 43
  • 44. Materials and Methods • WMHF, LVC and NMF (Wortman and Eledu, 1993). • Terminalia catappa, Psidium guanjava and M. indica. • Both wings were slide mounted using Canada Balsam. Once dry, photos were taken using a sony camera • Euclidean distance matrix analysis and variance structure coordinate system geometric techniques. • Size and shape were analyzed throughout 15 landmarks for 360 specimens after symmetrization. STUDY FOUR: INTRASPECIES DIVERSITY 44
  • 45. Results 1 Host type significantly affected wing size/ shape 1 STUDY FOUR: INTRASPECIES DIVERSITY Almond Guava Mango0.9995 0.9996 0.9997 0.9998 0.9999 1 1.0001 1.0002 1.0003 Size -4 -3 -2 -1 1 2 3 4 Axis 1 -2.4 -1.6 -0.8 0.8 1.6 2.4 3.2 4 Axis2 (Blue: Mango; Pink: Tropical almonds; Red: Guava). 45
  • 46. Results 1 Host type significantly affected intraspecific shape variation 2 2 STUDY FOUR: INTRASPECIES DIVERSITY 46
  • 47. Results 2 Geographical Variations in Wing Size/ Shape 1 STUDY FOUR: INTRASPECIES DIVERSITY WMHF NMF LVC 0.9994 0.9995 0.9996 0.9997 0.9998 0.9999 1 1.0001 1.0002 1.0003 Size -4 -3.2 -2.4 -1.6 -0.8 0.8 1.6 2.4 3.2 Axis 1 -5 -4 -3 -2 -1 1 2 3 Axis2 (Blue: WMHF; Pink: NMF; Red: LVC). 47
  • 48. Results 2 Intraspecific Geographical Variations in Wing Shape 2 STUDY FOUR: INTRASPECIES DIVERSITY 48
  • 49. Results 3 FA in Zonal and Host B. invadens Populations STUDY FOUR: INTRASPECIES DIVERSITY Forms of bilateral asymmetry: Fluctuating asymmetry (Mango), Antisymmetry (NMF) and Directional asymmetry (WMHF). Conclusion B. invadens can exhibit wide phenotypic variations under different envi’tal and host conditions 49
  • 50. Study IV: Morphometric (intra species) Diversity Diversity, Host Utilisation and Ecological Niche of Tephritid (Diptera: Tephritidae) Fruit flies in Uganda Ecological Niche and Distribution Studies Fruit Fly Diversity Studies Study I: Species Diversity Study III: Effect of Host Type and Variety on Fitness/ SurvivalStudy II: Fruit fly Host Utilisation in Uganda Study VI: Projected Effect of Climate Change on Distribution Study V: Actual and potential Distribution of Fruit Flies in Uganda Host Utilisation Studies Results scheme and flow… 50
  • 51. STUDY FIVE: POTENTIAL DISTRIBUTION 51 “There is no part of natural history more interesting or instructive, than the study of the geographical distribution of animals.” Alfred Russell Wallace (1823-1913)
  • 52. Introduction • Spatial suitability good in the design explicit management strategies for the pest. • ENM provides an option for potential species distribution. • ENM allows obtaining range of conditions for species survival/ reproduction (Pearson, 2007; Rubio and Acosta, 2010). • Prediction model is a function of species response to the environmental variables, hence fundamental niche (Austin, 2007). • This study: – Determine the geographical regions that are ecologically suitable for fruit fly establishment. – Explore the climatic profiles underpinning the selected species distribution, to understand their niche requirements STUDY FIVE: POTENTIAL DISTRIBUTION 52
  • 53. Materials and Methods 1 • Ten species: B.invandens, C.anonae, C.cosyra, C.capitata, C.fasciventris, C.rosa, T.coffeae, B.curcubitae, D.bivitattus and D.ciliatus. • Nineteen (19) environmental variables at 30 arc-seconds (~1 km²) partial resolution were derived from the WorldClim project (Hijmans et al. 2005). • Models by Maxent and Bioclim (Graham and Hijmans, 2006; Phillips et al., 2006). • Model evaluation: 75% of the original presence data (training sample), while 25% was test data (Pearson, 2007; Acosta, 2008; Echarri et al., 2009). • Accuracy of the model was evaluated by calculating the AUC in a receiver operating characteristic plot STUDY FIVE: POTENTIAL DISTRIBUTION 53
  • 54. Current range prediction Geographic Space Ecological Space occurrence points on current distribution ecological niche modeling Projection back onto geography Future range prediction temperature Model of niche in ecological dimensions precipitation Current Correlative Vs Mechanistic Models Distri. a good indicator of ecological needs Detailed physiological data STUDY FIVE: POTENTIAL DISTRIBUTION Materials and Methods 2
  • 55. Materials and Methods 3 Defining Niches STUDY FIVE: POTENTIAL DISTRIBUTION ( )j ir e ( ; )j j j i ix R ( ; )j x T Grinnell, scenopoetic Elton, bionomic Movements G BAM Diagram B M A 1 ( ) ( ; ) ( ; ) j j j j j ji i i ij i dx r e x x x dt    R T Fundamental niche Intrinsic Growth Rate (Scenopoetic) Resource-consumer dynamics, competitors, predator-prey (bionomic). Migration colonization, history • Physiological tolerances, migration limitations and evolutionary forces that limit adaptation • A starting point for abiotic factors is often climate. Climate variables often also correlate with other variables Environmental Gradient (Hawkins et al., 2003) 55
  • 56. Results 1 Records of Fruit Flies and Potential Distribution 1 STUDY FIVE: POTENTIAL DISTRIBUTION 56 Species are diverse and widely distributed!
  • 57. Results 1 Bioclimatic profiles of fruit fly species STUDY FIVE: POTENTIAL DISTRIBUTION 57
  • 58. Results 2: Potential Distribution STUDY FIVE: POTENTIAL DISTRIBUTION I (D. punctatifrons), II (T. coffeae), III (C. fasciventris), IV (B. cucurbitae), V (D. cilliatus), VI (C. cosyra), VII (C. capitata), VIII (D. bivittatus), IX (C. anonae), X (B.invadens) & XI (ALL). 58
  • 59. Results 2: Limiting Factors STUDY FIVE: POTENTIAL DISTRIBUTION 59
  • 60. STUDY FIVE: POTENTIAL DISTRIBUTION: Limiting Factors for selected species
  • 61. Results 2: Limiting Factors STUDY FIVE: POTENTIAL DISTRIBUTION 61
  • 62. Results 3 STUDY FIVE: POTENTIAL DISTRIBUTION Conclusion • Fruit flies pose a significant threat to the country; countrywide potential distribution of native and exotic species was demonstrated. • Precipitation and temperature significantly determined distribution. • Central & mid north zones were most suitable habitats, while the western, north eastern & areas around Albert Nile were marginal. 62
  • 63. STUDY SIX: CLIMATE INDUCED RANGE SHIFTS Projections of Climate-Induced Future Range Shifts among Fruit Fly Species in Uganda. Charles Masembe, Brian E. Isabirye, I. Rwomushana, A. M. Akol, Caroline K. Nankinga Journal of Plant Protection Science “Led by a new paradigm, scientists adopt new instruments and look in new places...” Thomas S. Kuhn (1922-1996)
  • 64. Introduction • Knowledge on geographical suitability of the pest is needed in the design of spatially and temporally explicit management strategies for pests. • Global climate continues to change (IPCC, 2007). • For agriculture, climate change will be significant, as such changes are associated with shifts in pest and disease ranges, posing new risks (Cooper et al., 2013). • Considerable effort has gone into predicting the effect of future climate scenarios (Walther et al., 2002; Chambers et al., 2005, Shi et al., 2006; McKenney et al., 2007). • This study:  How fruit fly local-level distribution patterns may be expected to change under future climate change and the comparative potential range shifts among species. STUDY SIX: CLIMATE INDUCED RANGE SHIFTS 64
  • 65. Materials and Methods STUDY SIX: CLIMATE INDUCED RANGE SHIFTS • Species assessed were: Bactocera invandens, Ceratitis anonae, Ceratitis cosyra, Ceratitis capitata, Ceratitis fasciventris, Dacus punctatifrons, Trirhithrum coffeae, Bactrocera curcubitae, Dacus bivitattus, and Dacus ciliatus. • Annual mean temperature and mean temperature of wettest quarter were chosen, while moisture gradients were represented by mean annual precipitation and precipitation of coldest quarter. • Climatic controls on current fruit fly distributions were summarized using the climate envelope (CE) approach (Nix, 1986). • From the extent of the current CE for each fruit fly species, Future climate variables were generated by two GCMs: HADCM and CCCMA under emission scenarios A2 and B2. • In the full-dispersal scenario, changes in CE area were calculated by expressing the future CE area as a percentage of the current CE area. • For the no-dispersal scenario, future maps were overlaid on current maps and only the area of overlap was taken as the future distribution. • Predicted current and future local species richness and turn over of each of the regions were estimated 65
  • 66. Results 1 Effect of dispersal on future climate envelope size and location STUDY SIX: CLIMATE INDUCED RANGE SHIFTS Climate change resilience varied significantly, but Dacus ciliatus > Bactrocera invadens > Ceratitis cosyra pose a serious management challenge as their future habitats are predicted to increase! 66
  • 67. Results 2 Range Shift: Increase STUDY SIX: CLIMATE INDUCED RANGE SHIFTS Baseline: 1950-2000 Future: 2000-2050 D. ciliatus B. invadens C. cosyra 67
  • 68. Results 2 Range Shift: Decrease STUDY SIX: CLIMATE INDUCED RANGE SHIFTS Baseline: 1950-2000 Future: 2000-2050 D. bivittatus B. cucurbitae C. anonae 68
  • 69. Results 3 CO2 emission scenarios and species habitat size STUDY SIX: CLIMATE INDUCED RANGE SHIFTS -150 -100 -50 0 50 100 150 200 250 300 Scenario-A2 Scenario-B2 Change(%) Carbon dioxide Scenarios Species-B.cu Species-BI Species-C.ano Species-C.ca Species-C.co Species-C.fa Species-D.bi Species-D.ci Species-D.pu Species-T.co Proportional changes in habitat size of predictions under the two carbon dioxide emission scenarios for the 10 fruit fly species and box plots for carbon dioxide scenarios from a 1950-2000 baseline to the 2050 future period. 69
  • 70. Results 4 Predicted species richness and turnover under the four models and two dispersal scenarios in the three main mango-growing regions. STUDY SIX: CLIMATE INDUCED RANGE SHIFTS 70
  • 71. Results 5 STUDY SIX: CLIMATE INDUCED RANGE SHIFTS Conclusion • Most species are vulnerable and will likely be unable to keep pace with climate change, with habitat losses averaging 25.4% by 2050 future period. • Fruit fly climate change resilience varied: Dacus ciliatus > Bactrocera invadens > Ceratitis cosyra > Trirhithrum coffeae > Ceratitis capitata > Ceratitis fasciventris > Dacus punctatifrons > Ceratitis anonae > Bactrocera cucurbitae > Dacus bivittatus. • Dacus ciliatus > Bactrocera invadens > Ceratitis cosyra pose a serious management challenge as range will likely increase • Future ranges are predicted to shift northwards, mainly to the Northern Moist Farmlands. 71
  • 72. GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS I At least ten tephritid fruit fly species; but B. invadens is the most abundant, and was observed to be displacing the other fruit fly fauna  Difference in zonal faunal composition can be attributed to their (zones) inherent differences in envital conditions, hosts and farming systems.  NMFs recorded lesser alternative hosts for fruit flies, which was converse to the LVC and the WMHF, hence differences in composition  Dominance of B. invadens can be attributed to competition efficiency (Ekesi et al., 2009), and reproduction and resource distribution (Kiesecker et al., 2001).  The LVC offers opportunities for resource distribution, which avoids clumping, converse to the NMFs, which might also explain the difference in displacement pressures between the two zones. 72
  • 73. GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS II A wide range of hosts was recorded, albeit with significant variability in preference and infestation levels among types, varieties and zones. Fruits have specific adaptations in their ecological requirements, which ultimately determine their (fruit) susceptibility in their respective environments. Preference of the flies for the local selection and Kagogwa varieties may be attributed to an increase in performance on these varieties or due to experience or learning (Szentesi and Jermy 1990; Dukas and Bernays, 2000).
  • 74. GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS III B. invadens does undergo rapid phenotypic variability which can lead to biotypes, host races, etc… May lead different populations to adapt and survive in difficult conditions such as the stress caused by control practices and subsequently cause resistance among populations. The recorded fine-scale intraspecific population phenotypic variations may simply be evidence of phenotypic divergences rather than interspecific differences (Schutze et al., 2012). Such differences may be irresolvable using techniques such as molecular analysis, hence the current lack of molecular markers to discriminate between these eco- and host types. 74
  • 75. GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS IV The most suitable niches encompass areas around Central and mid north zones, while the western, northeastern and areas around Albert Nile were characterized as marginal. Current and future niches offer the optimum bioclimatic tolerance limits. Current and future potential distributions of fruit flies will be determined not only by climate but also dispersal ability, biotic interactions, genetic adaptation, and abiotic factors. The Ethiopian fruit fly (D. ciliatus), B. invadens and D. ciliatus should be of great concern as range is predicted to increase. 75
  • 76. GENERAL CONCLUSIONS, DISCUSSIONS AND RECOMMENDATIONS III The ecology of fruit flies needs to be further explored to understand how community composition evolves in the other landscapes and mgt options. Habitat suitability maps for these species could be improved by inclusion of edaphic and host plant data. Further studies on biology of fruit flies in the different edapho- climatic conditions of Uganda are recommended Achievement of optimum management of fruit flies across farming landscapes is possible, with IPM and area-wide mgt (Ekesi and Billah, 2006; Dyck, Hendrichs and Robinson, 2005). 76
  • 77. Publications I 77 Refereed Journal Papers 1. Isabirye BE, Masembe C, Akol AM, Muyinza H, Rwomushana I, Nankinga CK (2015) Modeling the Potential Geographical Distribution and Ecological Niche of Selected Fruit Fly (Diptera: Tephritidae) Species in Uganda, Journal of Plant and Pest Science, 2 (1): 18-33 1. Alex Mayamba, Caroline Kukiriza Nankinga, Brian Isabirye, Anne Margaret Akol (2014). Seasonal Population Fluctuations of Bactrocera invadens (Diptera: Tephritidae) in Relation to Mango Phenology in the Lake Victoria Crescent, Uganda. Fruits, 2014, vol. 69, p. 473–480 1. B.E. Isabirye, A. M. Akol, H. Muyinza, C. Masembe and I. Rwomushana, C. K. Nankinga (2015). Fruit Fly (Diptera: Tephritidae) Host Status and Relative Infestation of Selected Mango Cultivars in three Agro Ecological Zones in Uganda. International Journal of Fruit Science. (In Press). 1. B.E. Isabirye, C. Masembe, C. K. Nankinga, A. M. Akol, 2013. Geometric Morphometrics of Geographic and Host- Associated Population Variations of Bactrocera invadens in Uganda. American Journal of Agriculture and Environment. 1. B.E. Isabirye, A. M. Akol, C. K. Nankinga, C. Masembe, I. Rwomushana (2015). Species Composition and Community Structure of Fruit Flies (Diptera: Tephritidae) Across Major Mango-Growing Regions in Uganda. International journal of Tropical Insect science, 1-12. 1. A. M. Akol, C. Masembe, B. E. Isabirye, C. N. Kukiriza, and I. Rwomushana (2014). Oviposition Preference and Offspring Performance in Bactrocera invadens (Diptera: Tephritidae). International Research Journal of Horticulture. IRJH 2014, 2(3): 36-44. 1. Brian E. Isabirye, Charles Masembe,, I. Rwomushana, Caroline K. Nankinga, A. M. Akol (Review). Projections of Climate-Induced Future Range Shifts among Fruit Fly Species in Uganda. Journal of Plant Protection Science
  • 78. Publications II 78 Extended Abstracts 1. Anne Akol, Brian Isabirye, Caroline Nankinga, Charles Masembe and Ivan Rwomushana, 2014. Species Composition and Community Structure of Fruit Flies across Major Mango-Growing Regions in Uganda. 9th International Symposium on Fruit Flies of Economic Importance (ISFFEI). 1. Anne Akol, Charles Masembe, Brian Isabirye, Caroline Nankinga and Ivan Rwomushana, 2014. Oviposition Preference and Offspring Performance in Phytophagous Fruit Flies: The African invader, Bactrocera invadens. 9th International Symposium on Fruit Flies of Economic Importance (ISFFEI). 1. Brian Isabirye, Charles Masembe, Caroline K. Nankinga, I. Rwomushana, Harriet Muyinza, Anne M. Akol, 2014. Projections of Climate-Induced Future Range Shifts among Fruit Fly Species in Uganda. 9th International Symposium on Fruit Flies of Economic Importance (ISFFEI). 1. Brian Isabirye, Charles Masembe, Caroline Nankinga, Harriet Muyinza and Anne Akol, 2014. Geometric Morphometrics of Geographic and Host-Associated Population Variations of Bactrocera invadens in Uganda. 9th International Symposium on Fruit Flies of Economic Importance (ISFFEI). 1. Caroline Nankinga, Brian Isabirye, Mayamba Alex, Harriet Muyinza, Winnifred Aool, Ivan Rwomushana, Philip Stevenson and Anne Akol, 2014. Status of Fruit Fly Infestation of Mango and Other Fruits in Uganda. 9th International Symposium on Fruit Flies of Economic Importance (ISFFEI). 1. B. E. Isabirye, C.K. Nankinga, H. Muyinza, C. Masembe and A.M.Akol, 2012. Effect of Three Host Species on Infestation Levels, Offspring Survivorship, Sex Ratio and Body Weight of Bactrocera invadens (Diptera: Tephritidae). 2nd International Symposium of TEAM.
  • 79. All of us should be worried about fruit flies as serious pests, because of their diversity; direct larval feeding on the host fruit (economic loss); long list of host plants; flexibility in developing different life history strategies, including rapid adaptation to new habitats; efficient habitat utilization; an ability to rapidly develop host and geographic races (particularly true for Bactocera species); and short generation time (rapid multiplication) (Brian E. Isabirye, 2015) Take Home ….
  • 80. Supervisors: Mwebale inhoo!!! “Though the road's been rocky it sure feels good to me.” ― Bob Marley
  • 82. ENM Publication up to 1917-2012 82 8 20 24 42 54 9 9 16 53 45 53 23 33 4 9 14 40 11 21 0 10 20 30 40 50 60 Análisis ecológico del Pleistoceno Bases de datos, colecciones e inventarios Biodiversidad Biogeografía y filogeografía Cambio climático Coberturas Conceptos de especie y subespecie Conceptos de nicho ecológico Conservación Conservadurismo de nicho Distribución geográfica Especies invasoras Evaluación y validación de modelos Georreferenciación Importancia de la escala MNE enfermedades infecciosas Modelos de distribución y comparación de algoritmos Sistemas de información Geográfica Software, guías y tutoriales