Table 3

HRs for outcomes of interest by exposure surrogate from models with and without adjustment for a healthy worker survivor effect using employment duration

Exposed-days (all)
referent 2500 days
Fire-runs (CFD, PFD)
referent 2100 runs
Fire-hours (CFD)
Referent 600 hours
Underlying causeICD-10 codes
Cox model*
CasesHR @
8700 days
95% CIP value†CasesHR @
8800 runs
95% CIP value†CasesHR @
2300 hours
95% CIP alue†
All cancersC00-C97
 Loglinear without HWSE adjustment18070.920.83 to 1.0115770.930.86 to 1.0010580.970.87 to 1.08
 RCS without HWSE adjustment0.900.80 to 1.020.58 0.89 0.82 to 0.98 0.110.920.81 to 1.050.17
 Fully adjusted loglinear1.141.00 to 1.311.020.94 to 1.111.080.96 to 1.21
 Fully adjusted RCS1.110.94 to 1.310.511.000.91 to 1.110.581.040.90 to 1.210.43
MN oesophagusC15
 Loglinear without HWSE adjustment820.630.40 to 1.00720.970.68 to 1.36450.910.53 to 1.51
 RCS without HWSE adjustment0.600.36 to 1.020.661.150.74 to 1.810.220.950.50 to 1.830.83
 Fully adjusted loglinear0.730.40 to 1.361.100.75 to 1.581.170.65 to 2.05
 Fully adjusted RCS0.650.33 to 1.360.551.450.88 to 2.440.101.310.64 to 2.750.61
MN stomachC16
 Loglinear without HWSE adjustment521.130.62 to 2.16451.070.68 to 1.62301.340.70 to 2.45
 RCS1.000.50 to 2.190.571.280.73 to 2.280.331.370.62 to 3.200.92
 Fully adjusted loglinear1.750.74 to 4.531.250.76 to 1.951.450.71 to 2.87
 Fully adjusted RCS1.400.51 to 4.440.491.670.87 to 3.310.181.540.63 to 3.940.84
MN colonC18
 Loglinear without HWSE adjustment1450.830.58 to 1.181320.830.63 to 1.081000.790.54 to 1.12
 RCS without HWSE adjustment0.770.51 to 1.170.510.800.58 to 1.090.670.790.51 to 1.211.00
 Fully adjusted loglinear0.870.56 to 1.380.890.66 to 1.180.840.56 to 1.26
 Fully adjusted RCS0.750.45 to 1.310.360.870.61 to 1.230.800.840.52 to 1.360.97
MN rectumC19-C21
 Loglinear without HWSE adjustment42 0.45 0.24 to 0.88 34 0.32 0.16 to 0.61 23NR
 RCS without HWSE adjustment 0.41 0.21 to 0.83 0.44 0.39 0.17 to 0.87 0.33NR
 Fully adjusted loglinear0.490.21 to 1.19 0.36 0.16 to 0.75 NR
 Fully adjusted RCS0.430.17 to 1.200.610.470.18 to 1.220.28NR
MN lungC33-C34
 Loglinear without HWSE adjustment5560.970.81 to 1.165161.060.93 to 1.19348 1.27 1.06 to 1.52
 RCS without HWSE adjustment1.010.81 to 1.270.500.950.82 to 1.11 0.02 1.200.95 to 1.510.40
 Fully adjusted loglinear 1.38 1.08 to 1.78 1.21 1.05 to 1.38 1.48 1.21 to 1.80
 Fully adjusted RCS 1.45 1.06 to 2.01 0.601.120.95 to 1.330.20 1.46 1.13 to 1.88 0.85
MN prostateC61
 Loglinear without HWSE adjustment1260.880.62 to 1.251040.870.66 to 1.14760.780.53 to 1.14
 RCS without HWSE adjustment0.800.52 to 1.270.520.810.58 to 1.130.430.630.40 to 1.010.13
 Fully adjusted loglinear1.040.65 to 1.710.920.67 to 1.250.820.52 to 1.27
 Fully adjusted RCS0.850.47 to 1.620.330.860.58 to 1.270.570.660.39 to 1.120.16
MN kidneyC64-C66
 Loglinear without HWSE adjustment621.150.64 to 2.13551.030.67 to 1.53421.260.72 to 2.14
 RCS without HWSE adjustment1.230.64 to 2.520.631.150.69 to 1.940.431.550.78 to 3.220.32
 Fully adjusted loglinear1.030.50 to 2.240.940.59 to 1.461.150.63 to 2.08
 Fully adjusted RCS1.160.50 to 2.920.581.080.61 to 1.960.431.560.72 to 3.580.22
MN bladderC67-C68
 Loglinear without HWSE adjustment370.710.37 to 1.3826NR20NR
 RCS without HWSE adjustment0.710.33 to 1.670.99NRNR
 Fully adjusted loglinear1.230.50 to 3.41NRNR
 Fully adjusted RCS2.660.67 to 14.70.14NRNR
MN skinC43-C44, C46.0, C46.9
 Loglinear without HWSE adjustment481.100.59 to 2.13390.960.58 to 1.5125NR
 RCS without HWSE adjustment1.090.52 to 2.550.961.000.56 to 1.840.78NR
 Fully adjusted loglinear0.990.45 to 2.310.940.54 to 1.54NR
 Fully adjusted RCS0.830.32 to 2.460.591.010.52 to 2.000.72NR
MN brainC47, C70-C72
 Loglinear without HWSE adjustment451.160.58 to 2.43311.010.58 to 1.6917NR
 RCS without HWSE adjustment0.670.32 to 1.52 0.02 1.070.55 to 2.140.78NR
 Fully adjusted loglinear1.040.44 to 2.690.990.53 to 1.76NR
 Fully adjusted RCS0.460.18 to 1.38 0.02 1.070.50 to 2.380.76NR
NHLC46.3, C82-C85, C88.0, C88.3, C91.4, C96
 Loglinear without HWSE adjustment760.940.60 to 1.50650.700.47 to 1.01400.610.35 to 1.04
 RCS without HWSE adjustment0.960.54 to 1.820.920.710.45 to 1.110.900.790.39 to 1.680.24
 Fully adjusted loglinear1.100.60 to 2.110.740.47 to 1.120.640.34 to 1.17
 Fully adjusted RCS1.080.49 to 2.640.950.760.45 to 1.290.850.830.38 to 1.930.29
LeukemiaC91.0-C91.3, C91.5-C91.9, C92-C95
 Loglinear without HWSE adjustment721.260.77 to 2.11641.070.74 to 1.52411.070.63 to 1.77
 RCS without HWSE adjustment1.120.61 to 2.190.561.460.90 to 2.430.051.410.71 to 2.970.23
 Fully adjusted loglinear 2.32 1.13 to 5.19 1.150.77 to 1.671.170.65 to 2.05
 Fully adjusted RCS2.390.91 to 7.370.93 1.89 1.06 to 3.48 0.02 1.740.78 to 4.150.15
Ischaemic heart diseaseI20-I22, I24-I25, I51.3, I51.6
 Loglinear without HWSE adjustment1165 0.74 0.65 to 0.84 10500.870.78 to 0.967390.860.75 to 0.99
 RCS without HWSE adjustment 0.80 0.68 to 0.93 0.060.870.77 to 0.980.840.970.82 to 1.16 0.01
 Fully adjusted loglinear1.060.88 to 1.271.010.91 to 1.131.010.86 to 1.18
 Fully adjusted RCS1.180.95 to 1.470.061.060.93 to 1.210.231.180.97 to 1.44 0.006
Cerebrovascular diseaseG45.0-G45.2, G45.4-G45.9, I60-I69
 Loglinear without HWSE adjustment2010.860.64 to 1.151800.850.67 to 1.071190.870.62 to 1.20
 RCS without HWSE adjustment1.020.71 to 1.500.111.020.76 to 1.38 0.03 1.000.66 to 1.520.27
 Fully adjusted loglinear1.220.81 to 1.860.940.72 to 1.201.000.69 to 1.42
 Fully adjusted RCS1.620.96 to 2.880.091.210.86 to 1.70 0.02 1.210.76 to 1.950.18
COPDJ40-J44
 Loglinear without HWSE adjustment2130.780.60 to 1.021860.880.72 to 1.081300.950.71 to 1.26
 RCS without HWSE adjustment0.830.60 to 1.180.520.910.71 to 1.180.671.370.92 to 2.07 0.006
 Fully adjusted loglinear1.140.79 to 1.671.050.84 to 1.311.140.82 to 1.56
 Fully adjusted RCS1.460.88 to 2.500.151.190.88 to 1.600.22 1.76 1.13 to 2.82 0.004
Cirrhosis and other chronic liver diseaseK70, K73-K74, K76.0
 Loglinear without HWSE adjustment1480.960.63 to 1.501280.820.58 to 1.12830.950.60 to 1.49
 RCS without HWSE adjustment0.960.62 to 1.540.980.760.52 to 1.100.421.100.63 to 1.930.34
 Fully adjusted loglinear 1.90 1.02 to 3.70 1.040.72 to 1.481.150.68 to 1.91
 Fully adjusted RCS 2.39 1.18 to 5.13 0.141.030.67 to 1.580.931.480.78 to 2.840.16
  • Findings in bold font are statistically significant with a 95% confidence interval that excludes 1.0.

  • *All models were adjusted by age (time scale) and race, birthdate (within 5 years) and fire department by matching; results for mesothelioma and multiple myeloma are not reported because there was less than 30 observed cases.

  • †P based on LRT comparing the RCS and loglinear models to assess for non-linearity.

  • CFD, Chicago Fire Department; COPD, chronic obstructive pulmonary disease; HR, hazard ratio; HWSE, healthy worker survivor effect; ICD, International Classification of Diseases; LRT, likelihood ratio test; MN, malignancy; NHL, non-Hodgkin's lymphoma; NR, not calculated because there are less than 30 observed cases; PFD, Philadelphia Fire Department; RCS, restricted cubic spline.