CARLO MARIA DE MARCO

PhD Graduate

PhD program:: XXXVII


supervisor: Alessandra della Torre

Thesis title: Data science and genomic studies on major mosquito vectors of human and zoonotic diseases

Vector-borne diseases cause over 700,000 deaths each year and account for more than 17% of infectious diseases globally. Most of them are caused by blood-sucking insects, and among them mosquitoes (Diptera: Culicidae) are the most important vectors for global public health. Mosquito species within the genus Anopheles are responsible for transmitting the malaria parasite: Plasmodium. In contrast, some species of Aedes and Culex genera are vectors of human arboviruses (e.g., Yellow Fever, Dengue, Zika, Chikungunya), zoonotic arboviruses (e.g., West Nile, Japanese encephalitis), and filarial nematodes. Mosquito-borne diseases are most prevalent in tropical regions. According to the 2023 World Health Organization (WHO) report on malaria, the disease remains one of the most significant global health challenges, with an estimated 249 million cases and over 608,000 deaths annually. Notably, approximately 233 million of these cases (about 94%) occur within the WHO African Region, underscoring the disproportionate impact of malaria in this area. On the other hand, Dengue incidence has escalated dramatically worldwide, with WHO-reported cases rising from approximately 505,000 in 2000 to 5.2 million in 2019. In 2023, dengue reached an unprecedented peak, affecting over 80 countries and causing more than 6.5 million cases and 7,300 deaths. The disease is now endemic in over 100 countries, with Asia accounting for about 70% of the global disease burden. Key factors driving the epidemic include expanding distribution of dengue vectors due climate change impacts. However, in recent years, some mosquito-borne diseases have become increasingly relevant also in temperate areas previously considered no/low risk. This shift is attributed to climate conditions that favour the transmission of zoonotic arboviruses by native Culex species and to the global spread of invasive Aedes mosquitoes, which are vectors for human arboviruses. Mosquito-borne diseases represent a significant global health challenge, driven by vector species’ ecological diversity and genetic and metabolic resistance to control measures as well as insecticides. Data science is playing an increasingly important role in this field, enhancing epidemiology and mosquito control strategies through genomic surveillance, species distribution modelling, and statistical models to predict mosquito-borne disease transmission. Under the guidance of the Medical Entomology group in the Department of Public Health and Infectious Disease at Sapienza University in Rome, I became familiar with the research field of the mosquito vectors genomics, ecology and their disease that may transmit. Based on my background in bioinformatics and data science, the thesis project was developed in order to contribute to studies on the distribution, bionomics and population genomics of mosquito vectors of malaria and arbovirus by exploitation of large datasets. More in detail, my research objectives are divided into three key topics, addressing different species of public health importance in different geographic regions. The first objective was to assess the distribution of Anopheles gambiae and An. coluzzii - major malaria vectors in Sub-Saharan Africa - by exploiting environmental data to map their present and future distribution and to assess the implications of their ecological divergence and reproductive isolation. To address this objective a systematic review and meta-analysis was conducted using PRISMA 2020 guidelines, gathering species frequency data from 2001 to 2022 across 2118 geolocated sampling sites from 255 studies. Unlike earlier studies, this analysis incorporated fine-scale satellite data to link ecological predictors with An. coluzzii distribution patterns. The study identified key coastal and ecoclimatic variables shaping An. coluzzii spatial range, confirming its predominance in specific regions. Future models predict increasing An. coluzzii presence in Sub-Saharan Africa under several climate, including new previsions in East Africa, outside its known range. The results obtained are valuable to generate an updated map of the two vectors’ distribution and to predict possible variations in malaria transmission in relation to climate changes and other factors that increase species habitat suitability. Second, I investigated on population genomics of An. gambiae and An. coluzzii at the far-western limits of their range. These two species are genetically distinct and reproductively isolated across West Africa. However, populations at the western extreme of their range are assigned as “intermediate” between the two species by WGS data, and as hybrid forms by conventional molecular diagnostics. Results obtained by population genomics analyses of 1,190 individuals from 36 localities across 13 countries in West Africa, allowed to identify a putative taxon (provisionally named Bissau molecular form) in the westernmost region, which did not arise by admixture between An. coluzzii and An. gambiae, but rather appear to be originated at the same time as the split between the two species. Intriguingly, this taxon lacks insecticide resistance mechanisms commonly observed in the two main species. These findings lead to a change of perspective on malaria vector species in the far-west region with potential for epidemiological implications, and a new challenge for genetic-based mosquito control approaches. Finally, I contributed to three different research projects carried out by the Medical Entomology group at Sapienza University focussing on mosquito vectors of arboviruses in Europe. Firstly, I supported bioinformatic genomic analyses to study pyrethroid resistance mechanisms in Cx. pipiens, with particular reference to mutations in the voltage-gated sodium channel (VGSC) gene - referred to as knock-down resistance (kdr) mutations - which reduce the mosquito sensitivity to pyrethroid by altering the insecticide's interaction with the VGSC, thereby increasing the dose required to incapacitate the mosquito. Specifically, I carried out the bioinformatic analysis of Next Generation Sequencing data in order to genotype the VGSC gene of 82 Cx. pipiens. Results revealed 26 non-synonymous substitutions widespread in the VGSC gene, 3 of which (at positions 253, 1534, and 1879) were detected for the first time in the species. These included the super-kdr haplotype determined by association of kdr-alleles 918T and 1014F, previously identified in M. domestica. These new mutations pose challenges for vector control. Moreover, I participated on the Mosquito Alert Citizen Science project and its outreach, engaging Italian citizens with the aim to monitor Aedes and Culex mosquito species populations via a smartphone app, resulting in over 11,000 reports of both alien and native mosquito species. This project enhanced knowledge of species distribution and public awareness of mosquito-borne diseases and mosquito biology. Lastly, I contributed on interpolate environmental and demographic data to a model that assess dengue and chikungunya transmission risks, based on a cross-sectional mosquito sampling in Rome: results highlighted increased mosquito abundance and prolonged seasons in warmer years, underscoring potential future public health challenges. These results represent a significant advancement in the field with epidemiological and translational implications. Tutti i diritti riservati “Il presente documento è distribuito secondo la licenza Tutti i diritti riservati."

Research products

11573/1718318 - 2024 - Population genomic evidence of a putative ‘far-west’ African cryptic taxon in the Anopheles gambiae complex
Caputo, Beniamino; De Marco, Carlo M.; Pichler, Verena; Bottà, Giordano; Bennett, Kelly L.; Amambua-Ngwa, Alfred; Assogba, Sessinou B.; Opondo, Kevin O.; Clarkson, Chris S.; Tennessen, Jacob A.; Weetman, David; Miles, Alistair; Della Torre, Alessandra - 01a Articolo in rivista
paper: COMMUNICATIONS BIOLOGY ([London]: Springer Nature) pp. 1-12 - issn: 2399-3642 - wos: (0) - scopus: 2-s2.0-85203541833 (2)

11573/1723755 - 2024 - Toc-toc: who is inside? Uncovering indoor host-seeking mosquito dynamics by Citizen Science
Longo, Eleonora; Virgillito, Chiara; De Marco, Carlo Maria; Micocci, Martina; Serini, Paola; Gentile, Chiara; Rosà, Roberto; Manica, Mattia; Severini, Francesco; Montarsi, Fabrizio; Filipponi, Federico; Vittoria Zucchelli, Maria; Bartumeus, Frederic; Eritja, Roger; Palmer, John; Caputo, Beniamino; Della Torre, Alessandra - 04d Abstract in atti di convegno
conference: ONE HEALTH IN ACTION: supporting and accelerating the bridging of the vertebrate and plant health communities (Montpellier, France)
book: The XXIIIrd European Society for Vector Ecology Conference - ONE HEALTH IN ACTION: supporting and accelerating the bridging of the vertebrate and plant health communities - ()

11573/1719940 - 2024 - Involving citizen scientists in monitoring arthropod vectors of human and zoonotic diseases. The case of Mosquito alert in Italy
Virgillito, C.; Longo, E.; De Marco, C. M.; Serini, P.; Zucchelli, M. V.; Montarsi, F.; Severini, F.; Rosà, R.; Da Re, D.; Filipponi, F.; Manica, M.; Palmer, J.; Bartumeus, F.; Della Torre, A.; Caputo, B. - 01a Articolo in rivista
paper: SCIENCE OF THE TOTAL ENVIRONMENT (Elsevier BV:PO Box 211, 1000 AE Amsterdam Netherlands:011 31 20 4853757, 011 31 20 4853642, 011 31 20 4853641, EMAIL: nlinfo-f@elsevier.nl, INTERNET: http://www.elsevier.nl, Fax: 011 31 20 4853598 Tokyo ; Oxford ; Lausanne ; New York ; Shannon ; Amsterdam : Elsevier) pp. 1-10 - issn: 0048-9697 - wos: WOS:001284526900001 (1) - scopus: 2-s2.0-85199533760 (2)

11573/1693041 - 2023 - Mosquito vectors, malaria and other vector-borne diseases
Arcà, Bruno; Bevivino, Giulia; Caputo, Beniamino; Della Torre, Alessandra; De Marco, Carlo Maria; Dipaola, Maria Greta; Gabrielli, Simona; Lombardo, Fabrizio; Longo, Eleonora; Manzi, Sara; Micocci, Martina; Modiano, David; Perugini, Eleonora; Pichler, Verena; Poggi, Cristiana; Pombi, Marco; Serini, Paola; Virgillito, Chiara - 04f Poster
conference: La Facoltà di Farmacia e Medicina presenta le attività di ricerca scientifica dei Dipartimenti di afferenza. Highlighting the Research Activity of the Sapienza Faculty of Pharmacy and Medicine. (Sapienza University - Rome (Italy))
book: La Facoltà di Farmacia e Medicina presenta le attività di ricerca scientifica dei Dipartimenti di afferenza. - ()

11573/1698000 - 2023 - Mosquito Alert ITALIA 2020−2022: citizen engagement, achievements and criticisms
Caputo, B.; Virgillito, C.; Longo, E.; De Marco, C. M.; Micocci, M.; Venturini, S.; Serini, P.; Zucchelli, M. V.; Lencioni, V.; Paoli, F.; Michelutti, A.; Montarsi, F.; Severini, F.; Palmer, J.; Bartumeus, F.; Della Torre, A. - 04d Abstract in atti di convegno
paper: JOURNAL OF THE EUROPEAN MOSQUITO CONTROL ASSOCIATION ([London] : Site is managed by Natural History Museum and Public Health England on behalf of the contributors) pp. 34-34 - issn: 2054-930X - wos: (0) - scopus: (0)
conference: XIth international EMCA conference. Shaping the future of vector control in Europe (Palma, Spain)
book: Journal of the European Mosquito Control Association - ()

11573/1693038 - 2023 - Promotion, exploitation and results by Mosquito Alert ITALIA: the story of a successful citizen science project.
Caputo, B.; Virgillito, C.; Longo, E.; De Marco, Cm.; Serini, P.; Venturini, S.; Zucchelli, Mv; Montarsi, F.; Severini, F.; Della Torre, A. - 04f Poster
conference: European Congress of Entomology 2023 (Cultural Conference Center of Heraklion Crete, Greece)
book: ECE2023 - ()

11573/1693039 - 2023 - Is Aedes albopictus truly exophagic in Italy? Citizen science data can tell.
Caputo, Beniamino; Longo, Eleonora; Virgillito, Chiara; De Marco, Carlo Maria; Serini, Paola; Micocci, Martina; Lencioni, Valeria; Montarsi, Fabrizio; Severini, Francesco; Della Torre, Alessandra - 04f Poster
conference: European Congress of Entomology 2023 (Cultural Conference Center of Heraklion Crete, Greece)
book: ECE2023 - ()

11573/1670047 - 2022 - Speciation within the malaria-transmitting Anopheles gambiae complex: high-throughput whole genome sequencing of adult females provides evidence of a new cryptic taxon in far-west Africa.
Caputo, B.; De Marco, C. M.; Pichler, V.; Tennessen, J.; Weetman, D.; Miles, A.; Della Torre, A.; Consortium., The Anopheles Gambiae 1000 Genomes - 04d Abstract in atti di convegno
conference: American Society of Tropical Medicine and Hygiene 2022 (ASTMH 2022) (Seattle)
book: ASTMH 2022 - ()

11573/1680151 - 2022 - Eco-Climatic Factors Shaping The Distribution Of Anopheles coluzzii And An. gambiae Malaria Vectors And Of Their Putative Hybrids Across Their Sympatric Range.
Caputo, Beniamino; Frosi, Leonardo; Virgillito, Chiara; De Marco, Carlo Maria; Pichler, Verena; Filipponi, Federico; Della Torre, Alessandra - 04d Abstract in atti di convegno
conference: American Society of Tropical Medicine and Hygiene 2022 (ASTMH 2022) (Seattle)
book: ASTMH 2022 - ()

11573/1671429 - 2022 - AIM-COST expands mosquito monitoring by Citizen Science across Europe: first results from Mosquito Alert Italia network
Caputo, Beniamino; Longo, Eleonora; Virgillito, Chiara; De Marco, Carlo Maria; Serini, Paola; Micocci, Martina; Vittoria Zucchelli, Maria; Montarsi, Fabrizio; Severini, Francesco; Della Torre, Alessandra - 04d Abstract in atti di convegno
conference: The 22ND European Society for Vector Ecology conference “Meeting following a pandemic; bringing clarity to vector ecology in days of uncertainty” (Sofia, Bulgaria)
book: Meeting following a pandemic; bringing clarity to vector ecology in days of uncertainty - ()

11573/1670056 - 2022 - Monitoring Aedes Invasive Mosquitoes by Citizen Science: Results of First Experiences in Italy.
Caputo, Beniamino; Longo, Eleonora; Virgillito, Chiara; Maria De Marco, Carlo; Serini, Paola; Pichler, Verena; Vittoria Zucchelli, Maria; Micheluttii, Alice; Montarsi, Fabrizio; Di Luca, Marco; Severini, Francesco; Della Torre, Alessandra - 04f Poster
conference: XXXII Congresso Nazionale della Società Italiana di Parassitologia: ” Transizioni Parassitologiche” (Napoli)
book: SOIPA22 - ()

11573/1670053 - 2022 - Earth Observation and numerical modeling contribution for the monitoring of mosquito population dynamics.
Filipponi, F.; Caputo, B.; Manica, M.; Solimini, A.; Rosà, R.; Virgillito, C.; De Marco, C. M.; Frosi, L.; Della Torre, A. - 04d Abstract in atti di convegno
conference: European Space Agency’s 2022 Living Planet Symposium (Bonn)
book: ESA - Living Planet Symposium 2022 - ()

11573/1670058 - 2021 - Whole-genome sequencing analysis of populations with an uncertain species status at the Far-West of Anopheles gambiae range
Caputo, Beniamino; Maria De Marco, Carlo; Miles, Alistair; Della Torre, Alessandra - 04f Poster
conference: XXXI Congresso Nazionale della Società Italiana di Parassitologia: ”I parassiti del terzo millennio” (Teramo)
book: SOIPA21 - ()

11573/1530469 - 2021 - Novel genotyping approaches to easily detect genomic admixture between the major Afrotropical malaria vector species, Anopheles coluzzii and An. gambiae
Caputo, Beniamino; Pichler, Verena; Bottà, Giordano; De Marco, Carlo; Hubbart, Christina; Perugini, Eleonora; Pinto, Joao; Rockett, Kirk A; Miles, Alistair; Della Torre, Alessandra - 01a Articolo in rivista
paper: MOLECULAR ECOLOGY RESOURCES (Oxford : Blackwell) pp. 1504-1516 - issn: 1755-0998 - wos: WOS:000635635600001 (7) - scopus: 2-s2.0-85103953503 (8)

11573/1651802 - 2021 - A global association between Covid-19 cases and airborne particulate matter at regional level
Solimini, A.; Filipponi, F.; Fegatelli, D. A.; Caputo, B.; De Marco, C. M.; Spagnoli, A.; Vestri, A. R. - 01a Articolo in rivista
paper: SCIENTIFIC REPORTS (London: Springer Nature London: Nature Publishing Group) pp. - - issn: 2045-2322 - wos: WOS:000637314000001 (33) - scopus: 2-s2.0-85102740283 (37)

11573/1481572 - 2020 - Zanzamapp. A scalable citizen science tool to monitor perception of mosquito abundance and nuisance in Italy and beyond
Caputo, B.; Manica, M.; Filipponi, F.; Blangiardo, M.; Cobre, P.; Delucchi, L.; De Marco, C. M.; Iesu, L.; Morano, P.; Petrella, V.; Salvemini, M.; Bianchi, C.; Della Torre, A. - 01a Articolo in rivista
paper: INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (Basel: MDPI 2003-) pp. 1-19 - issn: 1660-4601 - wos: WOS:000588934000001 (17) - scopus: 2-s2.0-85094196858 (22)

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