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April 22, 2026PLOS Global Public Health0 citationsOpen Access

Spatiotemporal patterns of tuberculosis in urban slums and urban–rural transition zones: evidence from Tétouan, Morocco, 2019–2023

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AEAyoub Ez-ZariZHZaida HerradorLFLaila Farouk

Key Points

  • The aim is to analyze the spatiotemporal patterns of tuberculosis cases in Tétouan, Morocco over four years.
  • Analyzed routine surveillance data from 2019-2023, including 3,614 TB cases.
  • Assessed temporal trends using seasonal-trend decomposition and spatial dependence with Global Moran’s I.
  • Conducted space-time clustering analysis using Kulldorff’s scan statistic.
  • Average annual TB incidence rate was 113 per 100,000 population, with a significant male predominance (62.94%).
  • Identified persistent high-incidence hotspots in urban slums, with clustering indicating stable TB transmission reservoirs.
  • Spotting of new TB hotspots in peri-urban areas, with some areas showing relative risks up to 3.00.

Abstract

Tuberculosis (TB) remains a major public health challenge in Morocco. This study analyzed spatiotemporal patterns of TB cases in Tétouan, Morocco using routine surveillance data from 2019–2023 (3,614 cases). Temporal trends and seasonality were assessed using seasonal–trend decomposition, spatial dependence using Global Moran’s I and Getis-Ord Gi*; and space–time clustering using Kulldorff’s scan statistic. The average annual TB incidence rate was 113 per 100,000 population. Men accounted for 62.94% (2,272/3,614) of cases, with a mean age of 40.0 years (SD 19.1). Pulmonary TB (PTB) represented 56.71% (2,049/3,614) of TB cases, of which 89.87% (1,828/2,034) were bacteriologically confirmed. Notifications declined from 2019 to 2021, coinciding with COVID-19–related service disruptions, followed by a resurgence in 2022–2023. Seasonal peaks were observed mainly in spring and autumn. Spatial analyses identified a persistent high-incidence hotspot in the urban municipality of Tétouan. At the district level, space–time analyses using Monte Carlo permutation tests implemented in SaTScan confirmed significant PTB clustering in urban slum districts, with relative risks (RR) ranging from 1.90 to 2.03 (p < 0.01), suggesting stable reservoirs of TB transmission. Over time, clustering expanded beyond the urban core, with emerging TB hotspots in peri-urban communes (Azla, Zaitoune, and Beni Karrich). At the commune level, Azla and Zaitoune formed the most likely PTB cluster (RR 2.20 during 2022–2023; p < 0.001), while a secondary high-risk cluster was detected in a rural commune (RR up to 3.00; p < 0.01). These findings indicate that slums are entrenched reservoirs of transmission in urban settings, while peri-urban zones are emerging hotspots shaped by urbanization and mobility. Targeted strategies—intensified case detection and social support in slums, mobile diagnostics in peri-urban and rural areas, and seasonally aligned control— combined with routine spatiotemporal surveillance may help reduce geographic inequities and strengthen TB control efforts.

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Cite This Study

Ez-Zari et al. (2026) studied this question.

synapsesocial.com/papers/69e865926e0dea528ddea1c9https://doi.org/10.1371/journal.pgph.0006315
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