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Background: The majority of expectant mothers report sleep alterations during pregnancy and almost 40% report poor sleep quality. There is growing evidence that sleep quality (SQ) during pregnancy influences maternal health. This review focuses on how SQ during pregnancy relates to maternal health-related quality of life (HRQoL). The review also aims to identify whether this relation varies between pregnancy trimesters, and for different subdomains of HRQoL. Methods: A systematic review was performed according to PRISMA guidelines and registered on Prospero in August 2021 with ID no: CRD42021264707. Pubmed, Psychinfo, Embase, Cochrane, and trial registries were searched up to June 2021. Studies with any design that investigated the relation between SQ and quality of life/HRQoL in pregnant women, published in English, and peer-reviewed, were included. Two independent reviewers screened titles, abstracts, and full texts, and extracted data from the included papers. The quality of the studies was evaluated using the Newcastle-Ottawa Scale. Results: Three hundred and thirteen papers were identified in the initial search, of which 10 met the inclusion criteria. Data included 7330 participants from six different countries. The studies had longitudinal (n = 1) or cross-sectional designs (n = 9). In nine studies SQ was reported subjectively by self-report questionnaires. Actigraphic data was available from two studies. HRQoL was assessed by validated questionnaires in all studies. Due to high levels of clinical and methodological heterogeneity in included studies, a narrative synthesis was employed. Nine studies found that poor sleep quality was related to a lower overall HRQoL during pregnancy. Effect sizes were low to medium. This relation was reported most during the third trimester. Especially sleep disturbances and subjective low SQ seemed to be related consistently to lower HRQoL. Furthermore, an indication was found that SQ might have a relation with the mental and physical domain of HRQoL. The social and environmental domain may also be associated with overall SQ. Conclusion: Despite the scarcity of studies available, this systematic review found evidence that low SQ is related to low HRQoL during pregnancy. An indication was found that the relationship between SQ and HRQoL during the second trimester might be less prominent.