Abstract
Aims/hypothesis
An inverse association has consistently been shown between diabetes and prostate cancer incidence. We investigated whether lower prostate cancer incidence among men with diabetes is attributable to lower detection due to prostate cancer screening patterns.
Methods
We studied a population-based historical cohort of 1,034,074 Israeli men aged 21–90 years, without a previous history of cancer. The cohort was followed-up from 2002 to 2012, according to diabetes morbidity, for frequency of prostate-specific antigen (PSA) testing, mean PSA values and detection of prostate cancer, after adjustment for age, ethnic origin, socioeconomic status and PSA testing.
Results
In January 2002, 74,756 men had prevalent diabetes. During the 11 year follow-up, 765,483 (74%) remained diabetes-free and 193,835 developed diabetes. Approximately 10% more PSA screening was performed in men with than without diabetes, but the rate of PSA positivity (>4 μg/l) was 20% lower in men with diabetes. PSA values were already significantly lower in men who developed diabetes than in those who did not, 3 years before diabetes diagnosis. Reduced prostate cancer risk was observed among men with incident diabetes only for low–moderate grade tumours (Gleason score 2–6: adjusted HR 0.83; 95% CI 0.77, 0.89). No association was observed for high-grade tumours (Gleason score 7–10: HR 0.99; 95% CI 0.88, 1.11).
Conclusions/interpretation
Our findings suggest that diabetes comorbidity is a factor to be considered in prostate cancer screening strategies, and specifically in the interpretation of PSA levels. Furthermore, our demonstration of reduced incidence of low–moderate grade but not high-grade prostate cancer tumours among men with diabetes supports the possibility that low PSA levels, rather than lower tumour risk, explains the observed reduced incidence of prostate cancer in men with diabetes.
Trial registration:
ClinicalTrials.gov NCT02072902
Keywords: Diabetes, Ethnic origin, Gleason score, Prostate cancer, PSA screening, PSA testing, Socioeconomic status
Introduction
Many studies have shown an inverse association between diabetes and prostate cancer incidence; recent publications include two large meta-analyses of case–control and cohort studies [1], the European Prospective Investigation into Cancer and Nutrition (EPIC) study [2], and nationwide studies from Sweden [3] and Australia [4]. Similar data have been reported in Israel [5–7]. A number of US investigations have reported that the strength of this negative association increases with increased duration of diabetes [8–10], while others have shown it to remain constant with diabetes duration [11]. By contrast, studies in Chinese populations have shown positive associations between diabetes and prostate cancer [12].
Only a few investigations of the association between diabetes and prostate cancer have stratified by grade of prostate cancer. The EPIC study did not find evidence that the inverse association differed by disease grade [2]; however, grade was available for fewer than half of the cases. Two Japanese studies [13, 14], a Korean study [15], a Swedish study [16] and a US retrospective study [17] reported positive associations between diabetes and aggressive prostate cancer. A prospective US study [18] with 9 years of follow-up showed that diabetes was inversely associated with early stage prostate cancer, but not associated with aggressive prostate cancer. A systematic review identified four studies that analysed the association between diabetes and prostate cancer according to grade. A meta-analysis of these studies revealed an inverse association for both low-grade and high-grade cancer, which was stronger for the former [19].
Studies conducted in the USA have reported increased screening rates for prostate cancer following diabetes diagnosis [20]. Cross-sectional studies conducted in Japan [21] and Germany [22] showed lower prostate-specific antigen (PSA) levels in men with diabetes than in men without the disease. In addition, a US prospective cohort study of randomly selected men reported less annual changes in PSA in men with than without diabetes [23]. Longer diabetes duration [24] and more severe diabetes [22] were found to be associated with lower PSA levels. However, none of the above studies investigated whether diabetes-specific patterns of surveillance or of PSA levels may contribute to an inverse association between diabetes and prostate cancer incidence.
We investigated whether the observed lower incidence of prostate cancer among men with diabetes may be a consequence of prostate cancer screening. To this end, we estimated HRs for prostate cancer among men with diabetes, according to grade of prostate cancer, and compared rates of prostate cancer screening and PSA level distributions among men with and without diabetes.
Methods
The study is based on electronic records from the largest health maintenance organisation in Israel, Clalit Health Services, which insures and provides healthcare to 53% (4.3 million) of the nation’s population. All men aged 21 to 89 years on 1 January 2002 (the date of study entry), without a previous history of cancer, were included in a closed historical cohort that was followed until 31 December 2012 for the incidence of diabetes. All men were followed-up for prostate cancer incidence, which was ascertained by record linkage to the Israel National Cancer Registry (INCR). The INCR maintains records of all solid malignancies diagnosed since 1960, and is updated annually according to mortality records. Reporting to the registry has been mandated by law since 1982, and the data come from multiple sources: pathological reports, hospital discharge medical files, oncology institutes, and outpatient and private clinics. Completeness of reporting reaches 95% for solid tumours [25].
Definitions of diabetes
We separately classified prevalent and incident diabetes. Incident diabetes was defined as fulfilment of at least one of the following six criteria after January 1, 2002: (1) case of diabetes included in the Clalit Chronic Disease Registry; (2) a physician’s diagnosis of diabetes, together with one plasma glucose test >6.9 mmol/l within 12 months; (3) two plasma glucose measurements >6.9 mmol/l within 12 months; (4) one measurement of HbA1c ≥6.5%; (5) 2 h plasma glucose level during an oral glucose tolerance test ≥11.1 mmol/l; and (6) three or more purchases of glucose-lowering medication within 12 months. The date of the earliest defining criterion was considered the date of diabetes diagnosis. The prevalent diabetes group comprised patients who were recorded in the Clalit Chronic Disease Registry as having diabetes on 1 January 2002 or who fulfilled criterion no. 6 above (information on medication use was available from 1998) before 1 January 2002.
The classification of diabetes used in the current study is similar to that used by Clalit Health Services in a study of diabetes incidence and prevalence that reported high internal validity of the definition of diabetes [26].
Grading of prostate cancer
Grading of prostate cancer was according to the method defined by the Middle East Cancer Consortium [27]. Well differentiated prostate cancers (i.e. Gleason scores 2–4; Gleason patterns 1,2; histological grade I) were coded 1; moderately differentiated prostate cancers (i.e. Gleason scores 5,6; Gleason pattern 3; histological grade II) were coded 2; and poorly differentiated prostate cancers (i.e. Gleason scores 7–10; Gleason patterns 4,5; histological grade III) were coded 3.
Calculating HRs for prostate cancer among men with diabetes
Preliminary analyses were performed to examine distributions of the main variables, check the plausibility of the values reported and determine categories to be used in the analysis. To estimate HRs for prostate cancer between those with and without diabetes, Cox regression models were applied, with adjustments for age (in 5 year age groups), ethnic origin (country of birth or mother’s country of birth: Ashkenazi Jews [those born in Russia, Eastern Europe, Europe, America or South Africa]; Sephardic Jews [those born in mid and northern Africa or the Middle East]; Yemenite Jews; Ethiopian and Central African Jews; Israeli Jews [including also Israeli-born Jews whose mothers’ birthplaces were unknown]; and Israeli Arabs) and socioeconomic status (SES) according to affiliation to local Clalit Health Services clinics (low, medium, high). Missing information on SES was categorised as ‘missing’.
The time origin for the model was 1 January 2002. The HR for individuals with prevalent diabetes (diagnosed before 2002) was estimated separately from that of those with incident diabetes. For incident diabetes, diabetes status (yes/no) was included in the model as a time-dependent covariate. This approach avoids the problem of immortal time bias that has affected other research investigations of the relationship between diabetes and cancer [28]. To account for potential reverse causation, further time-dependent variables were entered to distinguish between the first year, the second year and the subsequent years following diabetes diagnosis. Men who were not diagnosed with prostate cancer were censored at the earliest of the following events: date of death, 90th birthday or 31 December 2012. When estimating the HR for prostate cancer of a certain grade, all cases of prostate cancer with a different grade were censored at the time of diagnosis.
An additional analysis was performed that also adjusted for PSA screening. For this analysis, only follow-up years 2005–2012 were considered, with adjustment for PSA screening during 2002–2003. The rationale was that if PSA was tested in 2002–2003, at least 2 years before prostate cancer ascertainment, then the test was evidently indicated for screening and not for diagnostic purposes. Only men without a diagnosis of prostate cancer as of 1 January 2005 were included in this analysis. Men who reached the age of 90 years or died before 1 January 2005 were excluded.
The analyses were performed using PROC PHREG of SAS version 9.3 for PC (SAS Institute, Cary, NC, USA). We overcame the problem of excessively long run-times that could occur in the application of this model to a massive dataset, by grouping events into 6 month periods and using the Breslow method for handling tied event times [29]. This approach is similar to using an exponential piecewise model with periods of 6 months.
Assessment of prostate cancer screening according to diabetes duration
To investigate whether men with diabetes in our study population underwent increased surveillance for prostate cancer, we assessed the proportions of men aged 50 years and older who underwent PSA testing during a given year (2008) according to the year of diabetes diagnosis (2003, 2007, 2008 and 2009) as well as of men who remained diabetes-free during the study period 2002–2012. The years of diabetes diagnosis were selected to depict PSA screening in the period just before and just after diagnosis (2007, 2009), as well as several years after (2003).
Comparison of PSA values between men with and without diabetes
To compare mean PSA values between men with and without diabetes, before and after diagnosis, we examined for each year during 2002–2012, mean PSA values of men diagnosed with diabetes in 2008 and of those not diagnosed with diabetes by the end of 2008. To make the same comparison over a longer period following the diagnosis of diabetes, we examined mean PSA values during 2002–2012 in men diagnosed with diabetes before 2002 (prevalent diabetes group), men diagnosed in 2002 and men not diagnosed by the end of 2012. Differences between groups were tested statistically using mixed linear models applied to log-transformed PSA values, adjusted for age.
Our investigations have been approved by the responsible ethics committee (institutional review board) and were carried out in accordance with the Declaration of Helsinki as revised in 2008.
Results
Among the 1,034,074 men included, 765,483 (74%) remained diabetes-free during the 11-year follow-up, 74,756 had prevalent diabetes and 193,835 incident diabetes (Table 1). A total of 14,099 prostate cancer events were registered in INCR during that time. Among men diagnosed with prostate cancer, the proportion of high Gleason scores (7–10) was greater for those with than without diabetes, both for those with follow-up in 2002–2012 and the subgroup followed in 2005–2012 (Table 2). After adjusting for age, SES and ethnic origin, the HR for all prostate cancer was 1.65 for men with incident diabetes (compared with men without diabetes) during the first year following diabetes diagnosis (95% CI 1.55, 1.76); however, the HR decreased and was significantly lower than 1 by the third and subsequent years following diabetes diagnosis (HR 0.89, 95% CI 0.84, 0.95), as it was for the prevalent diabetes group (HR 0.80, 95% CI 0.76, 0.85; Table 3). An HR significantly lower than 1 during the third and subsequent years following diagnosis was also observed for low-medium grade prostate cancer (Gleason score 2–6; HR 0.83, 95% CI 0.77, 0.89); however, for high-grade cancer (Gleason score 7–10), the estimated risk from the third year on after diagnosis was hardly different from that of men without diabetes, with HR 0.99 (95% CI 0.88, 1.11; Table 3). The results of the sub-analysis that controlled for PSA testing during 2002–2003 were similar to those for the full period analysis (Table 3).
Table 1.
Characteristics | Diabetes-free n = 765,483 |
Prevalent diabetes n = 74,756 |
Incident diabetes n = 193,835 |
---|---|---|---|
Age (years), mean ± SD | 41.6 ± 15.9 | 62.6 ± 12.8 | 56.1 ± 14.5 |
Ethnic origina (%) | |||
Ashkenazi Jews | 27.05 | 33.13 | 31.74 |
Sephardic Jews | 25.47 | 29.38 | 27.94 |
Israeli Jews | 24.45 | 16.80 | 18.23 |
Israeli Arabs | 19.12 | 14.95 | 16.70 |
Yemenite Jews | 2.54 | 4.93 | 4.01 |
Ethiopian and Central African Jews | 1.37 | 0.81 | 1.38 |
SES (%) | |||
Low | 40.57 | 40.85 | 42.31 |
Medium | 38.24 | 39.82 | 37.91 |
High | 17.43 | 16.54 | 17.00 |
Missing | 3.77 | 2.78 | 2.78 |
Smoking (%) | |||
Never smoker + missing | 57.73 | 58.87 | 49.48 |
Past + current smoker | 42.27 | 41.13 | 50.52 |
aAccording to country of birth or mother’s country of birth
Table 2.
Characteristics | Follow-up: 2002–2012 n = 1,034,074 |
Follow-up: 2005–2012 n = 997,440 |
||||
---|---|---|---|---|---|---|
Diabetes-free n = 765,483 |
Prevalent diabetes n = 74,756 |
Incident diabetes n = 193,835 |
Diabetes-free n = 746,551 |
Prevalent diabetes n = 65,001 |
Incident diabetes n = 185,888 |
|
Person-years | 9,002,033 | 640,388 | 982,263 | 6,268,686 | 431,200 | 876,460 |
Prostate cancer frequency, n (crude rate per annum × 103) | 9,714 (1.08) | 1,672 (2.61) | 2,713 (2.76) | 6,939 (1.11) | 1,113 (2.58) | 2,283 (2.60) |
Gleason score for prostate cancer; n (%) | ||||||
2, 3, 4 (1a) | 177 (1.8) | 33 (2.0) | 31 (1.1) | 81 (1.2) | 14 (1.3) | 15 (0.7) |
5, 6 (2a) | 5,983 (61.6) | 852 (51.0) | 1,567 (57.8) | 4,666 (67.2) | 623 (56.0) | 1,375 (60.2) |
7–10 (3a) | 1,742 (17.9) | 358 (21.4) | 623 (23.0) | 1,319 (19.0) | 269 (24.2) | 539 (23.6) |
Unknown | 1,812 (18.7) | 429 (25.6) | 492 (18.1) | 873 (12.6) | 207 (18.6) | 354 (15.5) |
PSA screening in 2002–2003 | ||||||
No PSA screening | 677,412 (90.7) | 47,025 (72.4) | 144,003 (77.5) | |||
PSA screen in 1 out of 2 years | 50,505 (6.8) | 12,990 (20.0) | 29,671 (16.0) | |||
PSA screen in 2 out of 2 years | 18,634 (2.5) | 4,986 (7.7) | 12,214 (6.6) |
a1, 2, 3: According to Middle East Cancer Consortium manual of coding and staging [27]
Table 3.
Gleason score category | Follow-up: 2002–2012a
HR (95% CI) 14,099 prostate cancer events including those in non-diabetics |
Follow-up: 2005–2012a
PSA-adjustedb HR (95% CI) 10,335 prostate cancer events including those in non-diabetics |
||||||||
---|---|---|---|---|---|---|---|---|---|---|
Incident diabetes n=193,835 |
Prevalent diabetes n=74,756 |
Incident diabetes n=185,888 |
Prevalent diabetes n=65,001 |
|||||||
1st year | 2nd year | 3rd year+ | First 10 years | 1st year | 2nd year | 3rd year+ | First 7 years | |||
All: | ||||||||||
NC | 767 | 354 | 1, 592 | 1, 672 | 460 | 276 | 1, 547 | 1, 113 | ||
HR | 1.65 | 0.93 | 0.89 | 0.97 | 0.80 | 1.48 | 0.94 | 0.89 | 0.98 | 0.77 |
(95% CI) | (1.55, 1.76) | (0.84, 1.03) | (0.84, 0.95) | (0.93, 1.02) | (0.76, 0.85) | (1.37, 1.61) | (0.83, 1.06) | (0.84, 0.94) | (0.94, 1.02) | (0.72, 0.82) |
2–6: | ||||||||||
NC | 420 | 217 | 961 | 885 | 271 | 179 | 940 | 637 | ||
HR | 1.47 | 0.89 | 0.83 | 0.90 | 0.71 | 1.32 | 0.90 | 0.82 | 0.91 | 0.68 |
(95% CI) | (1.35, 1.60) | (0.77, 1.01) | (0.77, 0.89) | (0.85, 0.95) | (0.66, 0.76) | (1.19, 1.47) | (0.78, 1.05) | (0.77, 0.89) | (0.85, 0.96) | (0.62, 0.74) |
7–10: | ||||||||||
NC | 180 | 66 | 377 | 358 | 119 | 51 | 369 | 269 | ||
HR | 2.09 | 0.86 | 0.99 | 1.08 | 0.92 | 2.05 | 0.88 | 1.00 | 1.13 | 0.93 |
(95% CI) | (1.83, 2.38) | (0.66, 1.10) | (0.88, 1.11) | (0.98, 1.20) | (0.82, 1.03) | (1.75, 2.39) | (0.67, 1.17) | (0.89, 1.13) | (1.02, 1.25) | (0.82, 1.06) |
Unknown: | ||||||||||
NC | 167 | 71 | 254 | 429 | 70 | 46 | 238 | 207 | ||
HR | 1.78 | 1.18 | 1.09 | 1.17 | 0.98 | 1.51 | 1.21 | 1.08 | 1.16 | 0.96 |
(95% CI) | (1.56, 2.03) | (0.94, 1.48) | (0.94, 1.26) | (1.03, 1.31) | (0.88, 1.09) | (1.23, 1.86) | (0.92, 1.61) | (0.93, 1.25) | (1.01, 1.30) | (0.82, 1.12) |
aAdjusted for age category (5 year increments), SES and ethnic origin
bAdjusted for PSA screening during 2002–2003
NC, number of cases
Among men with incident diabetes aged 50 years and older, PSA screening percentages in 2008 were 33.8% for those diagnosed 5 years earlier (2003), 35.1% for those diagnosed in the previous year (2007), 42.4% for those diagnosed with diabetes in the same year (2008) and 33.0% for those diagnosed the year after (2009). By contrast, for men not diagnosed with diabetes during the study period, 30.6% were screened for PSA in 2008 (Fig. 1). Thus, among men diagnosed with diabetes several years earlier, the proportion screened in 2008 (33.8%) was 10% higher than among those who were not diagnosed with diabetes during the study (30.6%). Adjusting for age, SES and ethnic origin in a regression model did not change this finding (not shown).
Mean PSA values were significantly lower for men with diabetes, even prior to diabetes diagnosis (e.g. 2005 in Fig. 2). Moreover, although mean values increased over time as individuals aged, they increased more rapidly among men without diabetes than among men with diabetes (Figs 2, 3). For men diagnosed with diabetes 10 years previously, mean PSA values were similar to those of men with long-term diabetes (the prevalent diabetes group; Fig. 3), and for both were approximately 20% lower than in men who were diabetes-free. Over the period 2002–2012, the proportion of men with positive PSA values (above 4 μg/l) was 16–18% among those diagnosed with diabetes in 2002, 13–18% among those with prevalent diabetes and 17–23% in men free of diabetes. Among men with incident diabetes, compared with men who remained diabetes-free, the proportion with positive PSA tests was 8% lower (ratio 0.92) in the year they were diagnosed (2002) and decreased to about 20% lower (ratio ∼0.80) at about 6–8 years after diagnosis, thus reaching the same ratio as for men with prevalent diabetes (Table 4).
Table 4.
Year | Diabetes-free during follow-up | Diabetes diagnosed in 2002 | Prevalent diabetes: diagnosed before 2002 | |||
---|---|---|---|---|---|---|
n a | %PSA >4 μg/l | n a | %PSA >4 μg/lb | n a | %PSA >4 μg/lb | |
2002 | 39,860 | 17.2 | 5,515 | 15.9 (0.92) | 11,217 | 12.6 (0.73) |
2003 | 42,357 | 18.5 | 4,592 | 16.7 (0.90) | 11,367 | 15.0 (0.81) |
2004 | 49,951 | 18.3 | 5,395 | 16.8 (0.92) | 12,718 | 15.2 (0.83) |
2005 | 54,578 | 17.4 | 5,598 | 15.4 (0.89) | 13,587 | 14.0 (0.80) |
2006 | 59,112 | 19.1 | 5,890 | 16.9 (0.88) | 14,246 | 15.7 (0.82) |
2007 | 67,459 | 19.2 | 6,498 | 17.3 (0.90) | 15,420 | 15.1 (0.79) |
2008 | 74,330 | 19.8 | 7,044 | 15.9 (0.80) | 16,726 | 16.1 (0.81) |
2009 | 76,419 | 21.2 | 6,883 | 17.4 (0.82) | 16,347 | 17.7 (0.83) |
2010 | 80,547 | 21.2 | 7,267 | 18.3 (0.86) | 16,584 | 17.0 (0.80) |
2011 | 82,751 | 21.9 | 7,465 | 17.6 (0.80) | 16,565 | 17.2 (0.79) |
2012 | 81,461 | 22.6 | 7,010 | 18.3 (0.81) | 16,710 | 17.6 (0.78) |
aNumbers with a PSA test
bIn parentheses, ratio of %PSA >4 μg/l to that in men without diabetes
Discussion
The main findings of this study were as follows: (1) in the third and subsequent years following diabetes diagnosis, the HR for prostate cancer was significantly less than 1 for low–moderate grade prostate cancer (HR 0.83, 95% CI 0.77, 0.89) but not for high-grade prostate cancer (HR 0.99, 95% CI 0.88, 1.11); (2) an approximately 10% higher PSA screening rate was found among men with diabetes; (3) men who developed diabetes had lower PSA levels prior to a diagnosis of diabetes, with the gap widening during the first 10 years following diagnosis; and (4) an approximately 20% lower rate of PSA positivity (>4 μg/l) was found in men with diabetes from 6–8 years after diagnosis onwards. Other factors being equal, the increased rate of screening among men with diabetes would be expected to result in an HR >1 for screening-detected cancers. However, together with the lower PSA positivity, an HR <1 would be expected. In fact, one would expect an overall HR for prostate cancer of approximately 0.8 × 1.1 = 0.88 among men with diabetes, similar to the observed results.
Lower androgen levels have been suggested as an explanation for lower PSA levels in men with diabetes [30]. Testosterone has been shown to be positively associated with PSA levels [31], and men with type 2 diabetes are known to have lower testosterone levels [32].
The finding of lower PSA levels among men with diabetes supports later detection, as well as a lower probability of biopsy performance, as plausible explanations for lower incidence rates of prostate cancer in men with diabetes. These explanations are supported by our observation that the inverse association was found only for low–moderate grade tumours, and not for high-grade tumours. Assuming that the PSA-level threshold for referral for biopsy is the same for men with and without diabetes, then men with diabetes would presumably be less likely to be referred for biopsies than men without diabetes, for the same potential tumour severity. Among men with low-grade tumours, fewer men with diabetes would be expected to be referred for biopsy; yet, no such difference would be expected between men with and without diabetes for high-grade tumours. In the REDUCE trial, in which all participants underwent biopsies at 2 and 4 years after trial initiation, regardless of PSA concentrations, diabetes was not associated with prostate cancer risk [33]. Other studies that compared biopsies of men with and without diabetes reported higher grade tumours for the former group [34]. The implication is that different interpretations of PSA levels may be relevant to men with diabetes.
Similar to the findings and implications presented herein, a lower PSA concentration in obese men has been suggested as an explanation for delayed tumour detection, resulting in more aggressive disease at presentation [22, 35]. Furthermore, obesity was found to be a risk factor for prostate cancer at the time of biopsy, after adjusting for PSA levels and other clinical characteristics [36]. Lower PSA levels among overweight and obese men were shown to result in fewer biopsies [37]. Nevertheless, a sensitivity analysis on data from 2009 to 2012 that adjusted for BMI showed only modest, insubstantial changes in HRs of diabetes vs no diabetes for prostate cancer [7].
Differences in secondary prevention practices across geographical regions may explain some of the discrepancies observed among studies of diabetes and prostate cancer. In our population, the increased PSA surveillance among men with diabetes was dominated by the reduction in PSA positivity. However, the impact of PSA screening on the detection rate of prostate cancer among men with diabetes may differ according to regional and temporal trends in screening practice. High rates of prostate screening in the USA during the past 1–2 decades [37] may be related to the large number of US studies that reported an increased protective effect on prostate cancer with longer diabetes duration [7–9]. By contrast, diabetes duration was reported to be associated with an increased risk of prostate cancer in Taiwan [13]. Prostate screening in Taiwan was found to be more than twofold higher among men with than without diabetes. However, since the screening rate did not exceed 1%, a great effect of screening on incidence rates would not be expected. The rates of PSA screening in Israel, reported in this study, are similar to those in the USA [38]. Recently published data show that prostate cancer screening, as well as prostate cancer incidence, decreased following publication of the 2012 US Preventive Services Task Force Recommendations [39, 40]. Yet to be determined is whether this trend affects the association between diabetes and prostate cancer incidence, as changes may have occurred in the proportions of men with and without diabetes who are screened. Moreover, owing to the indolent nature of prostate cancer, it will take several years to verify the effect of current screening trends on prostate cancer mortality and on differences in rates between men with and without diabetes.
This was a population study, eliminating the problem of selection bias. Reverse causation was addressed by calculating HRs for prostate cancer among men with incident diabetes separately for the first and second years, and for the third year and after. The internal validity of this study was high, owing to the uniformity and standardised treatment in Israeli healthcare, especially in a single and the largest health maintenance organisation. There was no loss to follow-up and a relatively low frequency of missing data in the main studied variables.
In this analysis, we did not investigate the role of glycaemic control. Poor glycaemic control in men with type 1 diabetes was recently reported to be associated with lower PSA levels, independent of age, BMI, androgen levels, medication use and measures of diabetes severity [41]. In men with type 2 diabetes, poor glycaemic control has been found to be associated with a higher risk of prostate cancer detection [42] and with more aggressive prostate tumours [43]. Another limitation to the current study is that the proportion of prostate biopsies with undetermined Gleason grading reached 18–26%. In addition, we could not distinguish between non-smokers and men with missing smoking information in our database. We presume that such missing data would be more likely for non- or light-smokers. Nevertheless, a pooled analysis of 24 prospective cohort studies with over 21,579 prostate cancer cases found no association between smoking and prostate cancer incidence [44]. An effect of physical activity was not examined, as relevant data were not available in the database. No information on type of diabetes was available, but using age as a proxy for type 1 diabetes, the proportion of men younger than 35 years at diabetes incidence or at study entry was very low (3.1% and 2.3%, respectively) and no prostate cancer events occurred among these men.
Data on prostate cancer stage and fatality were lacking due to the absence of data on cause of death. Nonetheless, cause of death data is not always reliable [45]. Moreover, death following prostate cancer is dependent on age, comorbid conditions and length of follow-up. Since diabetes is one of the comorbid conditions to be considered, an assessment of death following prostate cancer diagnosis would be biased. Thus, high Gleason grade, as applied in this study, may be the most appropriate way to assess prostate cancer severity.
The relationship between diabetes, prostate cancer screening and incidence of prostate cancer is complex, and may differ across populations. Personalised screening strategies that are tailored to men’s individual risks and preferences have been advocated [46]. The findings of our current work suggest that diabetes comorbidity is a factor to be considered in prostate cancer screening strategies, and specifically in the interpretation of PSA levels. Furthermore, our demonstration of reduced incidence of low–moderate grade but not high-grade prostate cancer among men with diabetes supports the possibility that low PSA levels, rather than lower tumour risk, may explain the observed reduced incidence of prostate cancer. Prospective investigations are needed that assess PSA testing and concentrations, as well as biopsy performance and findings, in men with and without diabetes, in populations with different screening practices.
Abbreviations
- EPIC
European Prospective Investigation into Cancer and Nutrition
- INCR
Israel National Cancer Registry
- PSA
Prostate-specific antigen
- SES
Socioeconomic status
Funding
This work was supported by a grant from the European Foundation for the Study of Diabetes (EFSD).
Duality of interest
The authors declare that there is no duality of interest associated with this manuscript.
Contribution statement
RD conceived the study, led the acquisition of funding for this work, played a major role in its design and in interpretation of results, and drafted the manuscript. PB participated in the design of the study, acquisition of funding, interpretation of results and helped to draft the manuscript. LKB participated in the design of the study, acquisition of the outcome data and interpretation of results, and helped to draft the manuscript. RB was in charge of acquisition of data, participated in the design of the study and helped to draft the manuscript. AB, LO and HM performed the statistical analysis and contributed to interpretation of the data and drafting of the manuscript. MH and BS contributed to acquisition of data, interpretation of the findings and drafting the manuscript. LSF participated in the design of the study, designed the statistical analysis plan, and played a major role in acquisition of the funding, interpreting the results and drafting the manuscript. All authors approved the final version of the manuscript. RD is responsible for the integrity of the work as a whole and is the guarantor of this work.
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