Gallagher KE
Odiwour F
Bottomley C
Ojal J
Adamu A
Muthumbi E
Kagucia EW
Hammitt LL
Massora S
Sigauque B
Chauque A
Vilanculos L
Verani JR
da Gloria Carvalho M
von Gottberg A
Kleynhans J
Madhi SA
Olwagen CP
Mackenzie G
Salaudeen R
Gierke R
Kobayashi M
Pelton S
Yildirim I
Thomas S
Tunali A
Farley M
Swarthout TD
Kalizang'oma A
Heyderman RS
French N
Choi Y
Andrews N
Ladhani S
Miller E
Scott JAG
Lancet Microbe. 2026;7101301
BACKGROUND: Serotype-specific estimates of pneumococcal invasiveness used in pneumococcal carriage transmission models to predict changes in disease incidence post-vaccination are largely derived from high-income settings. We conducted a systematic review of carriage prevalence and invasive pneumococcal disease (IPD) incidence to calculate case-carrier ratios (CCRs) in different income settings. METHODS: We conducted a systematic search of MEDLINE, Embase, and Global Health databases on March 14, 2022, to identify publications on pneumococcal carriage prevalence or IPD incidence; we requested individual-level data from authors of relevant texts. Serotype-specific CCRs, calculated as IPD incidence divided by carriage prevalence, were pooled across settings using random effects meta-analyses, stratified by before versus after pneumococcal conjugate vaccine (PCV) introduction, country income group, age group, sex, and HIV status. FINDINGS: We identified 80 publications from 18 countries (13 upper-middle-income countries [UMICS] or high-income countries [HICs], five low-income countries [LICs] or lower-middle-income countries [LMICs]) reporting carriage prevalence or IPD incidence in overlapping geographical areas, time periods, and age groups. We calculated CCRs for more than 70 serotypes, stratified by age group, income setting, and pre-PCV versus post-PCV introduction. In children younger than 5 years, pre-PCV CCRs for non-vaccine serotypes not included in the 13-valent PCV were higher in LICs and LMICs than in UMICs and HICs (177 [95% CI 124-251] vs 103 [60-176], respectively). Post-PCV CCRs for non-PCV13 serotypes dropped in UMICs and HICs (26 [22-30]) but not in LICs and LMICs (173 [139-216]). Pre-PCV versus post-PCV changes varied by serotype and age group. CCRs were lowest in 5-14-year-olds and were higher in HIV-positive than HIV-negative individuals. There were no differences in CCRs by sex. INTERPRETATION: Pneumococcal invasiveness varies by serotype, age group, country income group, HIV status, and over time; however, substantial variation remains unexplained. Our CCRs represent the most representative estimates of invasiveness currently available for use in statistical or mathematical prediction models of disease incidence, where only carriage prevalence data are available. FUNDING: Wellcome Trust.