{
  "abstract": "Objectives This study assessed the association between fine particulate matter (PM 2.5) exposure during pregnancy and stillbirth in Pakistan. We hypothesised that higher PM2.5 exposure is linked to increased stillbirth risk.Design A cross-sectional study using secondary data from the 2017 to 2018 Pakistan Demographic and Health Survey (PDHS), combined with satellite-derived PM 2.5 exposure data.Setting The study covered urban and rural areas across Pakistan, including all four provinces (Punjab, Sindh, Khyber Pakhtunkhwa and Baluchistan) and administrative regions (Gilgit-Baltistan (GB), Islamabad, Federally Administered Tribal Areas and Azad Jammu Kashmir).Participants The study included 9172 married women aged 15–49 with at least one birth in the past 5 years. Women with incomplete pregnancy outcome data were excluded.Exposure assessment PM 2.5 exposure was estimated using satellite data, matching PDHS clusters with the nearest air quality point via MATLAB. Monthly average exposure was categorised into quartiles.Primary outcome Stillbirth, defined as pregnancy loss at ≥28 weeks gestation.Results Multivariable logistic regression was used to assess the association between PM 2.5 and stillbirth, adjusting for maternal age, gravidity, wealth index, birth interval, previous adverse pregnancy outcome and region of residence. The stillbirth rate in Pakistan for the most recent pregnancy was 17.0 (14.5–19.9) per 1000 births, with highest rates (28.9) in Baluchistan province. The mean level of PM2.5 exposure in Pakistan was 53.96 (SD 20.42; range 5.9–209.4) µg/m3. PM2.5 exposure was higher for urban (56.43) than rural (51.87) pregnancies, highest in Sindh (78.06) and lowest in GB (13.41) provinces. For every 1 µg/m3 average increase in PM2.5 during the pregnancy period, there was approximately 1% increase in stillbirth.Conclusions Increased PM 2.5 exposure was strongly associated with stillbirth risk. This underscores the need for targeted public health interventions, such as government regulations, emission controls and clean energy initiatives to protect pregnant women in high-risk areas.",
  "authors": [
    {
      "affiliations": [
        "Environmental-Occupational Health & Climate Change Section, Department of Community Health Sciences, The Aga Khan University, Karachi, Pakistan"
      ],
      "name": "Waqas Hameed"
    },
    {
      "affiliations": [
        "Environmental-Occupational Health & Climate Change Section, Department of Community Health Sciences, The Aga Khan University, Karachi, Pakistan"
      ],
      "name": "Bilal Ahmed Usmani"
    },
    {
      "affiliations": [
        "Department of Mathematics, University of Karachi, Karachi, Pakistan"
      ],
      "name": "Saqib Ur Rehman"
    },
    {
      "affiliations": [
        "Department of Urban Infrastructure, NED University of Science and Technology, Karachi, Pakistan"
      ],
      "name": "Muhammad Ahmed"
    },
    {
      "affiliations": [
        "Environmental-Occupational Health & Climate Change Section, Department of Community Health Sciences, The Aga Khan University, Karachi, Pakistan"
      ],
      "name": "Asad Allana"
    },
    {
      "affiliations": [
        "Environmental-Occupational Health & Climate Change Section, Department of Community Health Sciences, The Aga Khan University, Karachi, Pakistan"
      ],
      "name": "Anmol Minaz"
    },
    {
      "affiliations": [
        "Environmental-Occupational Health & Climate Change Section, Department of Community Health Sciences, The Aga Khan University, Karachi, Pakistan"
      ],
      "name": "Zafar Ahmed"
    },
    {
      "affiliations": [
        "Environmental-Occupational Health & Climate Change Section, Department of Community Health Sciences, The Aga Khan University, Karachi, Pakistan"
      ],
      "name": "Zafar Fatmi"
    }
  ],
  "title": "Association of fine particulate matter exposure during pregnancy and stillbirth rates in Pakistan: a cross-sectional study",
  "uid": "fd1f4497-3961-5190-a6cb-46ecbf0c414a"
}