The Fanelli Study: A New Lens on Global Epidemic Risks

A groundbreaking study published in Science Advances has introduced a comprehensive global risk map for diseases with epidemic and pandemic potential, primarily focusing on zoonotic spillovers from animals to humans. Led by veterinary epidemiologist Angela Fanelli from the European Commission's Joint Research Centre, the research integrates seven key predictor layers: mammal and bird species richness as biodiversity proxies, built-up area expansion for land use change, climate suitability models for pathogen transmission, human population density, livestock density, and health system capacity indicators. These layers are combined into a risk score, categorizing land areas into low, moderate, high, and very high risk zones, with white areas denoting data insufficiency in one or more layers.

The methodology employs machine learning-enhanced spatial modeling to predict where environmental pressures converge with human activities, creating hotspots for novel pathogens. Globally, only 9.3% of land surfaces register as high or very high risk, underscoring that while pandemics grab headlines, most regions face moderate threats amplified by local factors. This map shifts the narrative from reactive crisis management to proactive vulnerability assessment, urging investments in surveillance where data gaps loom largest.

Global and Continental Risk Distribution

Latin America tops the vulnerability chart with 27.1% of its land in high-risk categories, driven by deforestation and biodiversity hotspots in the Amazon basin. Oceania follows at 18.6%, Asia at 6.9%, while Africa lags at 5.2%, Europe at 0.2%, and North America at a mere 0.08%. These disparities reflect not just ecological factors but stark differences in data availability and monitoring infrastructure. The study's epidemic risk index (ERI) further refines this by factoring in national preparedness, revealing that even moderate-risk areas can escalate without robust health responses.

For context, the ERI multiplies spatial risk scores by country-level capacities like laboratory networks and outbreak response protocols, highlighting nations where ecological threats meet systemic weaknesses. This layered approach exposes why Africa, despite lower raw risk percentages, demands urgent attention due to pervasive data voids covering vast swathes of the continent.

Africa's Data Deserts: The Surveillance Blind Spot

Africa emerges with significant white zones on the map—regions lacking sufficient data on even basic predictors like population or livestock densities—spanning much of sub-Saharan landscapes. These gaps aren't mere oversights; they stem from fragmented surveillance systems, underfunded wildlife monitoring, and limited ground-truthing for climate models. In practical terms, this blindness hampers early detection of spillovers, allowing pathogens to brew undetected. South Africa's map shows patchy coverage, particularly in rural and informal urban peripheries, mirroring continental challenges.

Addressing these requires scaling genomic sequencing, community reporting apps, and One Health collaborations blending human, animal, and environmental data. African universities are pivotal here, with initiatives like the Southern African Centre for Infectious Disease Surveillance (SACIDS) linking institutions across borders for shared intelligence.

South Africa's Moderate Risk Profile

South Africa doesn't feature as a global hotspot for zoonotic emergence on the Fanelli map, thanks to moderate ecological pressures and stronger health infrastructure compared to neighbors. However, its ERI underscores internal fragilities: urban-rural divides, inequality, and climate volatility create 'layered risks' where localized outbreaks could cascade. The country boasts advanced labs via the National Institute for Communicable Diseases (NICD), yet persistent gaps in real-time field data leave vulnerabilities exposed.

Historical burdens like HIV (7.5 million cases) and TB (238,000 new annually) strain resources, diverting focus from emerging threats. Recent cholera surges in Southern Africa, with SA on alert post-2026 floods, exemplify how waterborne risks intersect with the map's warnings.

Sanitation Infrastructure: SA's True Weakest Link

Defying expectations of wildlife or poverty as prime culprits, the study spotlights sanitation deficits as South Africa's Achilles' heel. Stats SA's 2024 General Household Survey reveals only 76.3% access to safely managed sanitation, with 19% lacking basics and 31.9% urban households sharing facilities—ideal vectors for cholera and diarrheals. Gauteng, the economic hub, fares worst at 66.1% access, fueling informal settlement hotspots.General Household Survey 2024

These gaps, worsened by aging pipes and load-shedding disruptions, amplify transmission during floods. Universities like the University of Cape Town's Institute of Infectious Disease and Molecular Medicine (IDM) advocate integrated wastewater surveillance to plug this leak, modeling pathogen flows in real-time.

Photo by Simon Hurry on Unsplash

Urbanization Pressures and Population Density

With 63.1 million people, 67% urbanized, South Africa's cities like Johannesburg and Cape Town pack densities rivaling global megacities, outstripping infrastructure growth. Informal dwellings, home to 10% of urbanites, foster overcrowding—key amplifiers for respiratory and contact-spread pathogens. The Fanelli map flags peri-urban fringes as moderate risks, where bushmeat markets and livestock mingle with commuters.

Stellenbosch University's infectious diseases division researches urban zoonoses, revealing how rodent reservoirs thrive in townships, urging vector control innovations.

Climate Change: Magnifying Existing Fault Lines

Erratic weather—2026 floods displacing thousands, prolonged droughts—contaminates supplies and displaces communities into high-risk zones. Water access hovers at 88.5%, but reliability falters, with interruptions breeding unsafe coping strategies. The study's climate suitability layer predicts shifting suitability for vector-borne diseases like Rift Valley fever, pushing SA toward expanded ranges.

Wits University's Centre for Emerging, Zoonotic and Parasitic Diseases models these shifts, integrating satellite data for predictive alerts, vital as El Niño patterns intensify.

Inequality: Hotspots Within Borders

Risk stratifies sharply: Eastern Cape (85.3% sanitation) vs. Gauteng (66.1%), with informal settlements bearing 80% of outbreaks. Low-income groups face compounded exposures—poor housing, commuting through wildlife corridors, limited clinic access. This internal patchwork demands granular mapping beyond national averages.

UCT's Centre for Infectious Disease Epidemiology and Research (CIDER) pioneers township-level dashboards, blending household surveys with genomic sequencing for equity-focused interventions.

SA's Enduring Disease Burdens and Emerging Threats

Beyond zoonotics, HIV/AIDS (19% adult prevalence) and TB overwhelm systems, with 2026 cholera alerts post-floods signaling waterborne resurgence. Recent Southern Africa surge (7x cases early 2026) hit neighbors, straining cross-border responses. Antimicrobial resistance (AMR) compounds this, per Wits studies on hospital superbugs.

University-Led Innovations in Surveillance

South African academia drives solutions: UCT's IDM advances vaccine platforms for regional pathogens; Wits' Clinical Microbiology division trains in genomic surveillance; Stellenbosch's PGDipID equips leaders for outbreak investigation. SACIDS fosters continent-wide networks, countering data gaps with shared platforms. These efforts position SA as Africa's surveillance hub, aligning with WHO's 2030 cholera elimination.

Collaborations like NRF-USAF fund One Health projects, integrating vet and human data for predictive modeling.

Photo by Hennie Stander on Unsplash

Pathways Forward: Building Resilience

Closing data gaps demands R1bn+ in surveillance tech—drones for wildlife monitoring, AI for wastewater analytics. Policy shifts: universal sanitation by 2030, climate-resilient infrastructure, equity audits. Universities champion this via curricula reforms, embedding One Health in MBChB programs. Public-private partnerships, as in NICD's cholera taskforce, scale community sentinels.

Outlook: From Vulnerability to Vanguard

South Africa's layered risks, illuminated by the Fanelli map, herald a pivot: leverage academic prowess to pioneer resilient systems. Enhanced surveillance could avert billions in outbreak costs, positioning SA as Africa's health security leader amid climate flux. With concerted action, data deserts become oases of foresight, weakest links forged into unbreakable chains.