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. 2024 Jun 15;15:5116. doi: 10.1038/s41467-024-48857-2

Table 1.

Contextual details of studies included in the systematic review and meta-analysis

Study Outcome Exposure
Study (year) [citation] Location Design Time Period Number of Participants Male (%) Age (average (SD) or range, years) UCa Type Outcome Number of Outcomes Air Pollutants Concentration (Average (SD) or range, μg/m3) Assessment method
For systematic review and meta-analysis
Felici (2024)47 UK Case-control 2006~

Cases: 53,270

Controls: 302,645

Cases: 46.6

Controls: 46.8

Cases: 63.76

Controls: 55.63

PCa

BCa

KCa

Incidence

PCa: 12,838

BCa: 1516

KCa: 1700

PM2.5

NO2

NOX

PM10

NA LUR
Fan (2023)29 China/Jiangsu Ecological 2015–2020

PCa: 43,000,000

KCa/BCa: 84,700,000

50.8 NA

PCa

BCa

KCa

Mortality

PCa: 13,618

BCa:11,392

KCa: 5,820

PM2.5 60.3 (7.0) Hybrid machine-learning prediction models &
Yu (2022) (2)27 Brazil Ecological 2010–2016

KCa/BCa: 199,997,499

PCa/TCa:65,496,608

48 NA

PCa

BCa

KCa

TCa

Mortality

PCa: 96,501

BCa:25,019

KCa: 21,018

TCa: 2054

Wildfire PM2.5 2.38 (1.62) CTM
Hvidtfeldt (2022)45 Europe (Denmark, Sweden, Netherland, France, Austria) Cohort 1985–2015 302,493 0-50 * 48.2 (13.4) KCa Incidence 847

PM2.5

NO2

O3

BC

PM2.5: 15.3 (8.6–19.2)

NO2: 24.1 (12.8–39.2)

O3: 87.0 (70.3–97.4)

BC: 0.88 (0.385–1.155) #

LUR
Yu (2022)28 Brazil Ecological 2010–2018 KCa/BCa: 147,514,042 NA NA

PCa

BCa

KCa

TCa

Mortality

PCa: 127,499

BCa:33,787

KCa: 28,625

TCa: 2802

PM2.5 7.63 (3.32) CTM
Youogo (2022)44 Canada Case-control 1975–1997 2844 100

cases: 66.7 (5.6)

controls: 65.5 (6.4)

PCa Incidence 1420

PM2.5

NO2

PM2.5: 11.9 (3.0)

NO2: 29.14 (16.72)

Satellite
Taj (2022)41 Denmark Case-control 1989–2014 25,387 100 ≤40 (65%) ^ TCa Incidence 6390

PM2.5

BC

NO2

NO3

O3

SO2

SO4

PM2.5: 18.2

BC: 0.85

NO2: 21.75

NO3: 3.71

O3: 58.99

SO2: 13.63

SO4: 3.11

DEHM/UBM/AirGIS
Shin (2022)30 South Korea Cohort 2005–2015

PCa: 47,159

BCa: 87,608

KCa: 87,608

53.8 46.58 (11.01)

PCa

BCa

KCa

Mortality

PCa: 36

BCa: 27

KCa: 38

PM2.5

PM10

NA Kriging
Huang (2022)31 Taiwan Cohort 2000–2015 189,549 100 39.5 (12.8) PCa Incidence 732 PM2.5 20.81 Satellite
Chen (2022)32 Europe (Sweden, Denmark, Netherland, France, Austria) Cohort 1985–2015 302,493 0–50 * 41.7–72.5 BCa Incidence 967

PM2.5

NO2

BC

O3

PM2.5: 14.94

NO2: 24.86

BC: 1.672

O3: 85.44

LUR
Coleman (2020)34 USA Cohort 1987–2014

PCa: 282,815

BCa: 635,539

KCa: 635,539

44.5 45.3

PCa

BCa

KCa

Mortality

PCa: 1215

BCa:589

KCa: 603

PM2.5 10.7 (2.4) LUR
Coleman (2020) (2)46 USA Ecological 1992–2016 35.4 million Δ 49.7 NA

PCa

BCa

KCa

Incidence

PCa: 1,151,454

BCa: 346,681

KCa: 254,706

PM2.5 11.5 (2.6) LUR
Turner (2019)43 Spain Case-control 1998–2001 1911

Cases: 88

Controls: 87

cases: 65.8 (9.7)

controls: 64.7 (9.8)

BCa Incidence 938

PM2.5

NO2

PM2.5: 15.8 (3.89)

NO2: 28.6 (10.02)

LUR
Shekarrizfard (2018)40 Canada/Montreal Case-control 2005–2009 1722 100 Cases: 65.0 (7.0) PCa Incidence 803 NO2 28.2 LUR
Gandini (2018)36 Italy Cohort 1999–2008 74,989 47.3 35–65 (70.2%)

BCa

KCa

Incidence

BCa: 501

KCa: 196

PM2.5

NO2

10-30

(NO2: 76.3%,

PM2.5: 79.1%)

CTM
Pedersen (2018)37 Europe (Sweden, Norway, Denmark, Netherlands, England, Austria, Italy, Spain) Cohort 1985– ~ 2010

NO2 /NOX: 303,431

Others: 263,634

21-55 * 48 (43–57) * BCa Incidence

NO2/NOX: 943

Others: 827

PM2.5

BC

NO2

NOX

PM10

PM2.5-10

PM2.5: 7.1-30.1

BC: 0.66–3.41

NO2: 5.2–53.2

NOX: 8.7–96.4

PM10: 13.5-46.4

PM2.5-10: 4.0–16.7 *

LUR
Datzmann (2018)35 German/Saxony Cohort 2007–2014 1,918,449 46.8 49.33 (25.33) PCa Incidence 9611

PM10

NO2

PM2.5: 20.89

NO2: 20.44

LUR
Cohen (2018)33 Israel Cohort 2004–2015

BCa: 9,816

PCa:7,509

44.7 68.2 (12.1)

BCa,

PCa

Incidence

BCa: 74

PCa:122

NOX 37.24 LUR
Turner (2017)42 USA Cohort 1982–2004

PCa: 278,455

BCa: 623,048

KCa: 623,048

40-69 (85%)

PCa

BCa

KCa

Mortality

PCa: 1068

BCa:1324

KCa: 927

PM2.5

NO2

O3

PM2.5: 12.6 (2.8)

NO2: 21.62 (9.59)

O3: 76.4 (8.0)

hybrid LUR and BME
Raaschou-Nielsen (2017)39 Europe (Sweden, Norway, Denmark, Netherlands, England, Austria, Italy, Spain) Cohort 1985- ~ 2010

NO2 /NOX: 289,002

Others: 249,521

21-55 * 48 (43-57) * KCa Incidence

NO2 /NOX: 697

Others: 603

PM2.5

BC

NO2

NOX

PM10

PM2.5-10

PM2.5: 7.1–30.1

BC: 0.66–3.41

NO2: 5.2–53.2

NOX: 8.7–96.4

PM10: 13.5-46.4

PM2.5-10: 4.0–16.5 *

LUR
Raaschou-Nielsen (2011)38 Denmark Cohort 1993–2006

PCa: 25,803

BCa: 53,234

KCa: 46,259

47.6 56.7

PCa

BCa

KCa

Incidence

PCa: 673

BCa:221

KCa: 95

NOX 28.4 DEHM/UBM/AirGIS
For systematic review only
Lim (2023)62 Australia Cohort 1996–2018 11,627 100 72.1 (4.4) BCa Incidence 224

PM2.5

BC

NO2

PM2.5: 5.06 (1.68)

BC: 1.07 (0.30)

NO2: 13.42 (4.09)

LUR
Park (2023)61 Korea Cohort 2005–2018 231,997 77.3 ≥65 (49.5%)

PCa

KCa

UTCa

UCa

Incidence

PCa: 28,440

KCa: 9,736

UTCa: 12,501

UCa: 50,677

PM10 56.24 Monitoring stations
Dummer (2023)63 Canada Case-control 2005–2011 1022 NA >20 UCa Incidence 219

NO2

SO2

PM1.0

PM2.5

NO2: 10.90 (3.95)

SO2:0.79 (0.79)

PM1.0: 2.7 (0.2)

PM2.5: 3.1 (0.3)

Monitoring stations/LUR
Wei (2023)60 USA Cohort 2000–2016 2,161,156 100 75–84 (88.8%) PCa Incidence 80,615

NO2

PM2.5

NO2: 32.52 (0-239.89)

PM2.5:9.8 (0–30.9)

GWR
Wang (2019)55 China Ecological 2000–2011 44.4 million 100 NA PCa Incidence & Mortality NA PM2.5 36–60 (91%) <35 (9%) Satellite
Collarile (2017) @53 Italy Ecological 1995–2009 NA NA NA BCa Incidence 650

PM10

NO2

SO2

PM10: 19.6–107.1

NO2: 10.8–25.5

SO2: 27.5–85.0

SPRAY v3
Weichenthal (2017)57 Canada/Montreal Case-control 2005–2009 2486 100 NA PCa Incidence 1240 ultrafine particles 24,263/m3 LUR
Cohen (2017) §52 Israel Cohort 1992–2013 1393 81 54 (8) UCa Incidence & Mortality

Incidence:262

Mortality:105 $

NOx 45.9 (17.2, 160.7) LUR
Yeh (2017)51 Taiwan Ecological 2000–2012 NA NA NA BCa Mortality NA PM2.5 NA Kriging
Wong (2016)49 Hong Kong Cohort 1998–2001 66,820 35 ≥65 UCa Mortality 155 PM2.5 PM2.5: 33.7 (3.2) Satellite
Ancona (2015) @48 Italy/Rome Cohort 2001–2010 85,559 48.4 5–106

KCa

BCa

Incidence & Mortality

KCa: 164 (I),

54 (M)

BCa: 477 (I),

73 (M)

SOx

PM10

SOx:1.67

PM10: 2*10−5

SPRAY v5
Shekarrizfard (2015)56 Canada/Montreal Case-control 2005–2008 1722 100 Cases: 65.0 (7.0) PCa Incidence 803

NO2

NOx

NO2: 14.87

NOX: 788.84 g

LUR
Parent (2013)58 Canada/Montreal Case-control 2005–2008 1772 100 Cases: 65.0 (7.0) PCa Incidence 803 NO2

controls: 22.20 (5.08)

cases: 22.75 (5.25)

LUR
AI-Ahmadi (2013)50 Saudi Arabia Ecological 1998–2004 NA NA NA

BCa

PCa

Incidence NA NO2 NA Satellite
Yanagi (2012)59 Brazil Ecological 1997–2005 NA NA NA BCa Incidence & Mortality NA PM10 NA Monitoring stations
Liu (2009)54 Taiwan Case-control 1995–2005 1360 Cases/controls: 67.8 50–69 BCa Mortality 680

PM10

NO2

O3

CO

SO2

PM10: ≤90.29

NO2: ≤84.32

O3: ≤71.4

CO: ≤3.42

SO2: ≤46.82

Monitoring stations

&This model integrates ground measurement data, satellite remote sensing products, and atmospheric reanalysis data.

*Range across cohorts.

#median (5-95% percentile).

^65% of participants in the study were younger than 40 years old.

ΔBased on the Surveillance, Epidemiology, and End Results (SEER)website (https://seer.cancer.gov/registries/data.html), the SEER 12 data covers roughly 12.2% of the US population. In 2016, the US population was 323.1 million, and in 1992, the US population was 256.9 million. Here, the average population between 1992-2016 is applied.

Included in the systematic review, but did not provide association estimates that could be included in the meta-analysis (i.e., spatial analysis, combined estimates for various cancer types with no specific estimates by UCa type, air pollution from special pollution sources).

@The environmental air pollutants included the source of nearby incinerators or coal-fired and oil-thermal power plants.

§The study population focused on survivors of myocardial infarction.

$These are numbers of all cancer types.

Geographically weighted regressions that ensembled predictions from random forests, gradient boosting, and neural network

BCa bladder cancer; BME Bayesian maximum entropy interpolation model, CTM chemical transport model, DEHM Danish Eulerian Hemispheric Model, KCa kidney cancer, LUR land use regression, NA not available, PCa prostate cancer, SD standard deviation, TCa testicular cancer, UTCa urothelial cancer, UCa urological cancer, UBM Urban Background Model, GWR geographically weighted regression.