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Table 1 Data extraction of the 27 studies in the systematic review with a cohort study design

From: Adverse Effects of fine particulate matter on human kidney functioning: a systematic review

Authors (year)

(type of study)

Exposure Estimate

Study Population

Main Findings

Fang et al. (2020) [21]

(panel study)

The mean ± SD 72-hour PM2.5 concentration was 54.57 ± 46.21 µg/m³, with an IQR of 31.43 µg/m³.

The average PM2.5 concentration far exceeded the WHO air quality guidelines.

Chinese persons residing in Jinan (n = 71) aged between 60 and 69 years with a mean ± SD age of 65.1 ± 2.8 years.

Study period: Sept. 2018 – Jan. 2019

An IQR increment of total PM2.5 concentration was significantly associated with a 3.27% reduction in eGFR (p < 0.05) for the lag period of 0 – 24 h.

Blum et al. (2020) [22]

(prospective cohort study)

The median annual average ± SD PM2.5 concentrations were 15.3 ± 1.0 µg/m³, 12.2 ± 0.7 µg/m³, 9.4 ± 0.8 µg/m³, and 14.6 ± 1.2 µg/m³ for Forsyth County, Jackson, Minneapolis, and Washington County, respectively.

The average PM2.5 concentration exceeded the newly set WHO air quality guidelines for all counties.

Participants from the Atherosclerosis Risk in Communities cohort (n = 10,997). Mean ± SD age at the last visit was 63 ± 6 years.

Study period: 1996 – 2016

No significant association between PM2.5 exposure and eGFR could be shown at baseline.

A higher annual average PM2.5 exposure was associated with increased albuminuria (p ≤ 0.001) and a higher risk of developing CKD (p < 0.05).

Mehta et al. (2016) [23]

(prospective cohort study)

The mean average ± SD 1-year PM2.5 exposure levels were 11.4 ± 1.0 µg/m³ at the first visit and 10.5 ± 1.4 µg/m³ across all visits.

The average PM2.5 concentration exceeded the WHO air quality guidelines.

Participants from the Veterans Administration Normative Aging Study (n = 669) with a mean ± SD age of 73.5 ± 6.8 years.

Study period: 2000 – 2011

One-year PM2.5 exposure was significantly (p < 0.05) associated with reduction in eGFR and an additional annual decrease in eGFR.

Li A. et al. (2021) [24]

(prospective cohort study)

For PM2.5, the 7-day moving average concentrations were 84.8 ± 38.9, 55.5 ± 29.6, and 40.1 ± 20.5 µg/m³ at the first through third visit, respectively. These concentrations far exceeded the air quality guidelines set by the WHO.

Participants residing in Beijing, China (n = 169) with an average ± SD age of 64.0 ± 8.7 years.

Study period: Nov. 2016 – 2018

No associations could be found between PM2.5 exposure and eGFR or UACR (p > 0.05).

Feng Y.M. et al. (2021) [25]

(prospective cohort study)

The median PM2.5 level was 13.1 µg/m³ (5th to 95th percentile interval, 12.4 to 15.3 µg/m³). The levels exceeded the air quality guidelines set by the WHO.

Flemish residents (Belgium) (n = 820 at baseline and n = 653 at follow-up) with a mean follow-up of 4.7 years.

Study period: 2005 – 2009

No renal outcome (eGFR, serum creatinine, microalbuminuria, and CKD) could be associated to PM2.5 exposure levels when observing only the baseline participation, only the follow-up participation, or a combination (p > 0.05).

Li Q. et al. (2021) [26]

(prospective cohort study)

The median PM2.5 exposure was 61.0 µg/m³ (IQR: 49.0 to 75.5 µg/m³) of all participants. The mean ± SD PM2.5 exposure was 60.9 ± 15.7 µg/m³.

The PM2.5 levels exceeded by far the air quality guidelines set by the WHO.

Chinese residents of Han ethnicity (n = 1,280,750 females and n = 1,256,297 males) who were ≥ 18 to ≤ 45 years of age.

Study period: Jan. 2013 – Oct. 2014

Significant differences in serum creatinine and eGFR could be observed for each 10 µg/m³ increment of PM2.5 exposure. The association was higher in females compared to males (p < 0.05).

Gao et al. (2021) [27] (prospective cohort study)

The average mean ± SD 28-day PM2.5 levels were 9.27 ± 3.08 µg/m³.

The average PM2.5 concentration exceeded the WHO air quality guidelines.

Participants form the Veterans Administration Normative Aging Study (n = 808; study visits = 2,466) with a mean ± SD age of 75.7 ± 7.2 years.

Study period: 1998 – 2016

Short-term (28-day) exposure to ambient PM2.5 could be robustly associated to a decrease in eGFR (p < 0.001), but could not be associated to serum uric acid, blood urea nitrogen, and odds of CKD (p ≥ 0.06).

Xu et al. (2016) [30]

(cohort study)

The 3-year average PM2.5 exposure varied, ranging from 6 – 114 µg/m³ with a mean of 52.6 µg/m³.

The average PM2.5 concentration far exceeded the WHO air quality guidelines.

Patients providing a renal biopsy in 938 hospitals spanning 282 cities in China (n = 71,151). Of the total participants, the mean ± SD age was 37.3 ± 15.9 years.

Study period: 2004 – 2014

 A 10 µg/m³ increment in PM2.5 exposure was associated with 14% higher odds for membranous nephropathy at PM2.5 > 70 µg/m³; no association was shown at PM2.5 < 70 µg/m³. The annual increase in risk for MN was greater in cities with higher slopes of PM2.5 exposure.

A higher 3-year average PM2.5 concentration was associated with an increased risk of membranous nephropathy.

Lin S.Y. et al. (2018) [31]

(cohort study)

The daily average ± SD PM2.5 amounted to 34.8 ± 8.76 µg/m³.

PM2.5 exposure levels were divided into 4 quartiles: Q1 (<29.5 µg/m³), Q2 (29.5 – 33.2 µg/m³), Q3 (33.3 – 41.2 µg/m³), and Q4 (>41.2 µg/m³).

The average PM2.5 concentration far exceeded the air quality guidelines set by WHO.

Persons registered in the Longitudinal Health Insurance Database (n = 161,970) in Taiwan with a mean ± SD age of 40.5 ± 14.6 years.

Follow-up time (mean ±SD): 11.7 ± 0.99 years

Study period: Jan. 2000 – Dec. 2011

Increasing quartile concentrations of PM2.5 were associated with an increased risk of nephrotic syndrome (p ≤ 0.05). Similar results were obtained when stratified by the follow-up period (≤ 6 years).

Bowe et al. (2020) [34]

(prospective cohort study)

PM2.5 exposure levels were divided into 4 quartiles: Q1 (5.0 – 10.1 µg/m³), Q2 (10.2 – 11.8 µg/m³), Q3 (11.9 – 13.7 µg/m³), and Q4 (13.8 – 22.1 µg/m³).

The PM2.5 concentrations of all quartiles exceeded the new WHO air quality guidelines.

War veterans with diagnosed diabetes mellitus (n = 2,444,157) from the United States with a median (IQR) age of 62.5 (54.7 to 71.8) years.

Follow-up time (median): 8.5 years

Study period: Oct. 2003 – Sept. 2012

Adjusted incidence rates of kidney disease outcomes were elevated across increasing PM2.5 quartiles.

A 10 µg/m³ increment in PM2.5 was individually associated with increased odds of diabetes and increased risk of kidney disease outcomes. Diabetes may be a mediator in the relationship between PM2.5 exposure and kidney disease outcomes.

Chin et al. (2018) [35]

(cohort study, longitudinal analysis)

The mean ± SD PM2.5 exposure level was 34.1 ± 6.0 µg/m³.

PM2.5 exposure levels were subdivided into quartiles: Q1 (27.7 µg/m³), Q2 (data not shown), Q3 (38.8 µg/m³), and Q4 (data not shown).

The average PM2.5 concentrations far exceeded the WHO air quality guidelines.

Patients diagnosed with diabetes mellitus type II (n = 812) from Taiwan with a mean ± SD age of 55.4 ± 8.4 years.

Study period: 2003 – 2012

The annual increase of ACR was positively associated with PM2.5 exposure (p < 0.05).

A more rapid progression of microalbuminuria was seen in patients exposed to higher levels of PM2.5.

Chan et al. (2018) [37]

(cohort study, longitudinal analysis)

The overall average mean ± SD for PM2.5 exposure was 27.1 ± 8.0 µg/m³ with an IQR of 10.4 µg/m³, exceeding the air quality guidelines set by WHO.

Baseline PM2.5 exposure increased slightly from 2001 to 2004 and then declined, but remained relatively stable from 2005 to 2011.

General Taiwanese adult population with a mean ± SD age of 38.9 ± 11.3 years (n = 100,629). Of the participants, 4,046 incident CKD cases developed during the follow-up period of 10 years.

Study period: 1994 – 2014

Higher levels of PM2.5 exposure was associated with a higher risk of developing CKD (p < 0.05).

A significant dose-response trend was observed, with a 6% increased risk of developing CKD for a 10 µg/m³ increment of PM2.5 (p < 0.05).

Lin S.Y. et al. (2020) [39]

(prospective nation-wide cohort study)

The inverse distance weighing method was used to calculate annual average PM2.5 exposure and to estimate the annual exposure for each patient (average ± SD: 34.8 ± 8.76 µg/m³).

PM2.5 exposure was divided into 4 quartiles: Q1 (<29.5 µg/m³), Q2 (29.5 – 33.3 µg/m³), Q3 (33.3 – 41.2 µ/m³), and Q4 (≥41.2 µg/m³).

An IQR value was set at 8.3 µg/m³ PM2.5.

The average PM2.5 concentration exceeded the air quality guidelines set by WHO.

Adult participants with a mean ± SD age of 40.3 ± 14.5 years residing in Taiwan (n = 161,970).

Median (IQR) follow-up time: 11.9 (11.8 – 12) years

Study period: 1998 – 2011

 A higher risk of CKD was associated with increasing levels of PM2.5 exposure (p < 0.001).

The risk of ESRD development was increased with PM2.5 exposure in a similar trend as the increased risk of developing CKD (p ≤ 0.01).

Ran et al. (2020a) [40]

(prospective cohort study)

The annual mean ± SD concentration of PM2.5 exposure level was 37.8 ± 2.9 µg/m³ with an IQR of 4.0 µg/m³ at the baseline of the study.

The average PM2.5 concentration exceeded the WHO air quality guidelines by almost four-fold.

Adults > 65 years from the Hong Kong Elderly Health Service cohort (n = 66,820) of whom 902 participants developed CKD (mean ± SD age: 72.8 ± 6.0 years).

Study period: 1998 – 2010

PM2.5 exposure was associated with the hazard of developing CKD in the presence of hypertension.

A higher risk of all-cause mortality was associated with PM2.5 exposure.

An increased risk for renal failure and mortality risk of renal failure was shown in association with an IQR increment of PM2.5; the latter for CKD patients with existing hypertension.

Furthermore, concentration-response relationships of all-cause and renal failure mortality risks associated with PM2.5 were demonstrated.

Jung et al. (2021) [43]

(retrospective cohort study)

The mean PM2.5 levels were 24.84 and 24.37 µg/m³ for CKD patients who died and survived during follow-up, respectively.

Both mean values exceeded the air quality guidelines set by the WHO.

A subset of the South Korean population (n = 18,717) consisted of CKD patients (whom had PM2.5 exposure data available) with a mean ± SD age of 57 ± 17 years with a follow up of mean ± SD of 4.10 ± 2.51 years.

Study period: 2001 – 2015

 A significant effect was observed between PM2.5 levels and mortality in CKD patients (p = 0.019). Long-term exposure was shown to have negative effects on mortality in CKD patients.

Ghazi et al. (2021) [44]

(cohort study)

The median PM2.5 concentration was 10.1 µg/m³ for the overall cohort.

At baseline, PM2.5 levels were <9.5 µg/m³, 9.5 to 10.1 µg/m³, 10.1 to 10.7 µg/m³, and ≥10.7 µg/m³ for Q1, Q2, Q3, and Q4, respectively.

Adult patients (≥18 years old; n = 113,725) with an average ± SD age of 50 ± 18 years (Minnesota, USA).

Study period: Jan. 2012 – Apr. 2019

11% of the population had CKD.

Increased risk and greater odds for developing CKD was observed for patients who had elevated levels of PM2.5 exposure (p < 0.05).

Bo et al. (2021) [46]

(cohort study)

The 2-year average ± SD PM2.5 levels amounted to 26.7 ± 7.7 µg/m³.

These levels exceed the air quality guidelines set by the WHO.

Taiwanese residents (n = 163,197) with a mean ± SD age of 38.4 ± 11.6 years at recruitment. The average follow-up period was 5.1 years (range from 1.0 to 7.4 years).

Study period: 1996 – 2016

 A linear concentration-response relationship was shown between average PM2.5 levels and incidence of CKD. Each 5 µg/m³ decrease in ambient PM2.5 concentration could be associated with a reduced risk of CKD development (p < 0.001).

Zeng et al. (2021) [47]

(longitudinal cohort study)

The mean ± SD concentration of PM2.5 amounted to 26.8 ± 7.8 to 7.9 µg/m³ (SD for incidence of eGFR decline ≥30% and CKD incidence, respectively).

The air quality guidelines set by the WHO were exceeded.

Taiwanese participants (total of n = 108,615 for eGFR and n = 104,092 for CKD analysis) were included to investigate the effect on incidence of eGFR decline ≥30% and CKD incidence, with a mean ± SD follow-up period of 6.7 ± 3.2 years.

Study period: 2001 – 2016

 A moderate to high exposure to PM2.5 was associated with a higher risk of incident eGFR decline ≥30% and incident CKD (p < 0.001).

Associations were also positive per 10 µg/m³ increment of PM2.5 (p < 0.001).

Wu et al. (2020) [50]

(prospective cohort study)

PM2.5 exposure was divided into 4 quartiles: Q1 (11.71 – 28.69 µg/m³), Q2 (28.69 – 30.16 µg/m³), Q3 (30.16 – 39.96 µ/m³), and Q4 (39.96 – 46.63 µg/m³), with all quartiles exceeding the WHO air quality guidelines.

An IQR value was set at 11.31 µg/m³.

Adults registered in the National Health Insurance Research Database from Taiwan (n = 623,894). Of the participants, 1,945 subjects developed ESRD during the study period.

Study period: 2003 – 2012

 A significant positive association was found between PM2.5 exposure and incidence of ESRD (p < 0.05).

Participants in the highest quartile of exposure to PM2.5 had a significantly higher risk of developing ESRD and a higher cumulative incidence of ESRD compared to participants in the 1st quartile (p < 0.05).

Bowe et al. (2018) [51]

(prospective cohort study)

PM2.5 exposure was divided into 4 quartiles: Q1 (5.0 – 9.1 µg/m³), Q2 (9.2 – 11.0 µg/m³), Q3 (11.1 – 12.6 µ/m³), and Q4 (12.7 – 22.1 µg/m³).

Two of the quartiles had average PM2.5 concentrations that exceeded the WHO air quality guidelines.

War veterans (USA) with a median age (IQR) of 62.46 (54.68 – 71.78) years (n = 2,482,737) with a median follow-up period of 8.52 years.

Study period: Oct. 2003 – Sept. 2012

An increased risk of incident eGFR <60mL/min/1.73 m², an eGFR decline ≥30%, incident CKD, and an increased risk of developing ESRD was shown for 10 µg/m³ increment in PM2.5 exposure (p ≤ 0.05).

A linear relationship was observed between PM2.5 exposure and risk of eGFR decline ≥ 30%.

Ran et al. (2020b)[52]

(retrospective cohort study)

Median value for PM2.5 exposure was 35.78 µg/m³ at the baseline study period (1998 – 2000).

An IQR of 3.22 µg/m³ PM2.5 was identified.

The median PM2.5 concentration far exceeded the WHO air quality guidelines.

Elderly population (Hong Kong) with a mean ± SD age of participants of 72.0 ± 5.6 years (n = 61,447).

Study period: 1998 – 2010

PM2.5 exposure was associated with a higher risk of renal failure mortality in the entire cohort (p < 0.01) and in the subgroup analysis of incident CKD (p ≤ 0.01).

An IQR increment of PM2.5 led to elevated mortality risk of AKI, but not CKD or unspecified renal failure.

Lin Y.T. et al. (2020) [53]

(prospective cohort study)

PM2.5 exposure was divided into 4 quartiles: Q1 (<32.08 µg/m³), Q2 (32.08 – 36.27 µg/m³), Q3 (36.27 – 39.88 µ/m³), and Q4 (≥39.88 µg/m³).

An IQR value was set at 7.8 µg/m³.

All of the quartiles’ PM2.5 concentrations exceeded the WHO air quality guidelines.

Adult Taiwanese participants between the age of 20 – 90 years with a mean (IQR) age of 67.8 (57.5 to 76.6) years and diagnosed with CKD (n = 6,628).

Study period: 2003 – 2015

 A positive relationship between PM2.5 exposure and risk for kidney failure requiring replacement therapy was demonstrated for PM2.5 increments of 10 µg/m³ and IQR of 7.8 µg/m³. Furthermore, increased risk of progression to kidney failure requiring replacement therapy was shown across increasing PM2.5 quartiles.

A significant increasing linear trend in risk for progression to kidney failure across the increasing PM2.5 exposure levels was shown (p < 0.001).

Feng Y. et al. (2021a) [55]

(cohort study)

The median PM2.5 concentration level amounted to 9.17 µg/m³ (range: 0.70 to 23.62 µg/m³).

The levels exceeded the air quality guidelines set by the WHO.

Older kidney failure patients (USA) aged ≥65 years (median age = 74, IQR: 69 to 80 years) at dialysis initiation, who started their first dialysis between 2010 and 2016 (n = 384,276) with a median follow-up of 1.84 years (IQR: 0.77 to 3.25 years).

Study period: Jan. 2010 – Dec. 2016

No association could be observed between PM2.5 <12 µg/m³ and mortality risk; however, when PM2.5 concentrations were >12 µg/m³, associations could be observed with each 10 µg/m³ PM2.5 increase in mortality risk among older dialysis patients (p < 0.05).

The association appeared nonlinear; the dose-response association changed when the PM2.5 levels reached ~12 µg/m³.

Furthermore, when diabetes was the primary cause of kidney failure, a higher PM2.5-associated mortality risk was observed (p < 0.05).

Pierotti et al. (2018) [56]

(retrospective cohort study)

The average median (IQR) PM2.5 exposure level was 10.0 (1.4) µg/m³.

The average PM2.5 concentration exceeded the new WHO air quality guidelines.

Patients who received a kidney transplant between 2000 and 2008 in Great Britain (n = 11,607) with a mean ± SD age of 43.6 ± 15.9 years at transplantation.

Study period: Jan. 2000 – Dec. 2008

Exposure to PM2.5 was associated with renal transplant failure in univariate analyses, but not after adjustment for confounders.

An increased risk of kidney graft failure was shown for each 5 µg/m³ increase in PM2.5 (p = 0.03).

Chang et al. (2021) [57] (retrospective cohort study)

The median (IQR) PM2.5 level the year before kidney transplantation was 9.8 (8.3 to 11.9) µg/m³.

Exposure was divided into 4 quartiles: Q1 (1.2 – <8.3 µg/m³), Q2 (8.3 - <9.8 µg/m³), Q3 (9.8 - <11.9 µg/m³), and Q4 (11.9 - <22.4 µg/m³).

The median PM2.5 concentration exceeded the newly set air quality guidelines by the WHO.

Patients (USA) receiving a kidney transplant between 2004 and 2016 (n = 112,098) with 62.91% being over 50 years old.

Study period: 2004 - 2021

An increased PM2.5 level, compared to quartile 1, was not associated with higher odds of acute kidney rejection for quartile 2, but was associated with increased odds for quartile 3 (p < 0.001).

Increased PM2.5 levels were also associated with an increased risk of death-censored graft failure and all-cause death (p < 0.001)

Dehom et al. (2021) [58]

(retrospective cohort study)

The PM2.5 concentration levels were divided into 3 tertiles: T1 (2.1 – 9.3 µg/m³), T2 (>9.3 µg/m³ - 11.0 µg/m³), and T3 (>11.0 – 18.4 µg/m³).

The medians of all tertiles (T1: 7.9 µg/m³, T2: 10.3 µg/m³, and T3: 11.9 µg/m³) exceeded the air quality guidelines set by the WHO.

Adults (≥18 years; USA) who received a kidney transplant between 2001 and 2015 (n = 93,857) with a median follow-up of 14.91 years.

Study period: 2001 – 2015

 A 10 µg/m³ increase in PM2.5 concentrations was associated with in increased risk of all-cause mortality in kidney transplant recipients (p < 0.05). Black recipients had higher risks of all-cause death than non-blacks. High levels of PM2.5 were also associated with all-cause mortality (p < 0.05).

Feng Y. et al. (2021b) [59]

(retrospective cohort study)

The median PM2.5 level at the time of transplant was 9.2 µg/m³ with a range of 0.7 to 29.7 µg/m³.

The median exceeded the new air quality guidelines of the WHO.

Adult kidney transplant recipients (USA) receiving a first transplant between January 1st, 2010, and December 30th, 2016 (n = 87,223) with a median follow-up of 5.3 years.

To analyze the results regarding one-year acute rejection, the sample population was restricted to n = 83,669 due to missing follow-up data.

Study period: Jan. 2010 – Dec. 2016

 A 10 µg/m³ increase in PM2.5 concentration was associated with an increased risk of delayed graft function, one-year acute rejection, and all-cause mortality (p < 0.05).

When only analyzing the population exposed to PM2.5 levels ≤12 µg/m³, no association could be shown with one-year acute rejection.

Additionally, no association between an increase of 10 µg/m³ in PM2.5 levels and death-censored graft loss.

  1. Air quality guidelines for PM2.5 exposure by WHO in 2021 for daily and annual mean are 15 µg/m³ and 5 µg/m³, respectively [10]. The previous guidelines (2006) were 25 µg/m³ and 10 µg/m³, respectively [60]
  2. Abbreviations: (U)ACR (urinary) albumin-to-creatinine ratio, AKI acute kidney injury, CKD chronic kidney disease, eGFR estimated glomerular filtration rate, ESRD end-stage renal disease, IQR interquartile range, PM2.5 fine particulate matter (<2.5 microns), SD standard deviation, WHO World Health Organization