Cancer risk among insulin users: comparing analogues with human insulin in the CARING five-country cohort study
Abstract
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ARTICLE
Cance isk among insulin use s: compa ing analogues
wi h human insulin in he CARING i e-coun y coho s udy
Anna Bu
1
&Ma ie L. De B uin
2,3
&Ma loes T. Bazelie
2
&Vida Hjell ik
4
&
Mo en Ande sen
5,6,7
&Anssi Au inen
8
&Jakob S a up-Linde
9
&
Ma janka K. Schmid
10,11
&Ka i Fu u
4
&F ank de V ies
2,12,13,14
&
Øys ein Ka ls ad
4
&Nils Eks öm
5
&Ja i Haukka
1
Recei ed: 13 Decembe 2016 /Accep ed: 24 Ap il 2017 /Published online: 1 June 2017
#The Au ho (s) 2017. This a icle is an open access publica ion
Abs ac
Aims/hypo hesis The aim o his wo k was o in es iga e he
ela ionship be ween use o ce ain insulins and isk o cance ,
when add essing he limi a ions and biases in ol ed in p e i-
ous s udies.
Me hods Na ional Heal h Regis ies om Denma k
(1996–2010), Finland (1996–2011), No way (2005–2010)
and Sweden (2007–2012) and he UK Clinical P ac ice
Resea ch Da alink da abase (1987–2013) we e used o conduc
a coho s udy on new insulin use s (N= 327,112). By using a
common da a model and semi-agg ega e app oach, we pooled
indi idual-le el eco ds om i e coho s and applied Poisson
eg ession models. Fo each o en cance si es s udied, we
es ima ed he a e a ios (RRs) by du a ion (≤0.5, 0.5–1, 1–2,
2–3, 3–4, 4–5, 5–6 and >6 yea s) o cumula i e exposu e o
insulin gla gine o insulin de emi ela i e o ha o human
insulin.
Resul s A o al o 21,390 cance cases occu ed du ing a mean
ollow-up o 4.6 yea s. No end wi h cumula i e ea men
ime o insulin gla gine ela i e o human insulin was obse ed
in isk o any o he en s udied cance ypes. O he 136
associa ions es ed in he main analysis, only a ew inc eased
and dec eased isks we e ound: among women, a highe isk
was obse ed o colo ec al (RR 1.54, 95% CI 1.06, 2.25) and
Elec onic supplemen a y ma e ial The online e sion o his a icle
(doi:10.1007/s00125-017-4312-5) con ains pee - e iewed bu unedi ed
supplemen a y ma e ial, which is a ailable o au ho ised use s.
*Anna Bu
anna.bu @helsinki. i
*Ma ie L. De B uin
M.L.deB [email protected]
1
Depa men o Public Heal h Clinicum, Uni e si y o Helsinki,
Tukholmanka u 8B, P.O. Box 20, 00014 Helsinki, Finland
2
Di ision o Pha macoepidemiology and Clinical Pha macology,
U ech Ins i u e o Pha maceu ical Sciences, U ech Uni e si y,
Uni e si ei sweg 99, 3584 CG U ech , he Ne he lands
3
Copenhagen Cen e o Regula o y Science (CORS), Depa men o
Pha macy, Uni e si y o Copenhagen, Copenhagen, Denma k
4
Depa men o Pha macoepidemiology, No wegian Ins i u e o
Public Heal h, Oslo, No way
5
Cen e o Pha macoepidemiology, Ka olinska Ins i u e ,
S ockholm, Sweden
6
Resea ch Uni o Gene al P ac ice, Uni e si y o Sou he n Denma k,
Odense, Denma k
7
Depa men o D ug Design and Pha macology, Uni e si y o
Copenhagen, Copenhagen, Denma k
8
Depa men o Epidemiology, School o Heal h Sciences, Uni e si y
o Tampe e, Tampe e, Finland
9
Depa men o Endoc inology and In e nal Medicine, Aa hus
Uni e si y Hospi al THG, Aa hus, Denma k
10
Di ision o Molecula Pa hology, The Ne he lands Cance Ins i u e –
An oni an Leeuwenhoek Hospi al, Ams e dam, he Ne he lands
11
Di ision o Psychosocial Resea ch and Epidemiology,
The Ne he lands Cance Ins i u e –An oni an Leeuwenhoek
Hospi al, Ams e dam, he Ne he lands
12
The Ne he lands Depa men o Clinical Pha macy and Toxicology,
Maas ich Uni e si y Medical Cen e, Maas ich , he Ne he lands
13
The Ne he lands Resea ch Ins i u e CAPHRI, Maas ich Uni e si y,
Maas ich , he Ne he lands
14
The Ne he lands MRC Li ecou se Epidemiology Uni , Uni e si y o
Sou hamp on, Sou hamp on, UK
Diabe ologia (2017) 60:1691–1703
DOI 10.1007/s00125-017-4312-5
endome ial cance (RR 1.78, 95% CI 1.07, 2.94) o ≤0.5 yea s
o ea men and o malignan melanoma o 2–3 yea s (RR
1.92, 95% CI 1.02, 3.61) and 4–5 yea s (RR 3.55, 95% CI 1.68,
7.47]); among men, a lowe isk was obse ed o panc ea ic
cance o 2–3 yea s (RR 0.34, 95% CI 0.17, 0.66) and o li e
cance o 3–4 yea s (RR 0.36, 95% CI 0.14, 0.94) and >6 yea s
(RR 0.22, 95% CI 0.05, 0.92). Compa isons o insulin de emi
wi h human insulin also showed no consis en di e ences.
Conclusions/in e p e a ion The p esen mul i-coun y s udy
ound no e idence o consis en di e ences in isk o en
cance s o insulin gla gine o insulin de emi use compa ed
wi h human insulin, a ollow-up exceeding 5 yea s.
Keywo ds Cance isk .Coho s udy .Common da amodel .
Cumula i e ea men ime .De emi .Gla gine .Human
insulin .Insulinanalogues .Newinsulinuse .Poissonmodel .
Ra e a io .Semi-agg ega e .Si e-speci ic
Abb e ia ions
ATC Ana omical The apeu ic Chemical
CARING Cance isk and insulin analogues
CPRD Clinical P ac ice Resea ch Da alink
DDD De ined daily dose
HRT Ho mone eplacemen ea men
NIAD Non-insulin an idiabe ic d ug
NSAID Nons e oidal an i-in lamma o y d ug
RR Ra e a io
In oduc ion
Diabe es melli us and cance a e common diseases wi h ising
incidence and p e alence globally [1,2]. Diabe es is associa -
ed wi h an inc eased isk o ce ain cance s [3]and hepa e n
and magni ude o he excess isk a e gene ally simila o ype
1 and 2 diabe es [4,5]. I has been sugges ed ha ce ain
diabe es isk ac o s, as well as glucose-lowe ing medica ions,
may con ibu e o his associa ion [6]. In 2009, he publica ion
o ou obse a ional s udies [7–10] spa ked conce ns abou
insulin gla gine as a po en ial modi ie o cance isk [11].
The oncogenic po en ial o a ious insulin analogues has
been sugges ed by p eclinical sa e y e alua ions showing ha
IGF and insulin ecep o signalling pa hways, which a e es-
sen ial o mi ogenic po ency, a e a ec ed by ligand-speci ic
ecep o dynamics, depending on he cell ype [12]. Ini ial
obse a ional s udies [7–10] we e c i icised o limi a ions
and biases [11,13,14] such as sho ollow-up, inclusion o
p e alen insulin use s and ime-lag bias [15]. Fu he a emp s
o ule ou o con i m he associa ion yielded inconsis en
indings, emphasising he impo ance o p ope ly designed
and conduc ed obse a ional s udies [16].
The e idence om he obse a ional s udies emains incon-
sis en [17,18], pa icula ly due o he in ol emen o me hod-
ological d awbacks, such as ime- ela ed biases and selec ion
bias [15]. Mo eo e , he indings om s udies ha igno e dose–
e ec aspec s, ime- a ying cha ac e o exposu e, si e-speci ic
isks o long la ency o cance a e limi ed in hei biological
plausibili y [16,19]. I was hough ha RCTs, he gold s an-
da d o ea men compa isons, would disen angle he associa-
ion. Howe e , he ORIGIN ial, which showed a null e ec
[20] and cons i u es pe haps he s onges RCT e idence
conce ning he use o insulin analogues and cance ou comes,
has been c i icised o e alua ion o cance isk wi h espec o
he ini ial insulin gla gine alloca ion bu no he cumula i e
insulin gla gine use [21]. O e all, he e is li le obus e idence
om obse a ional s udies o RCTs o d aw i m conclusions.
The p esen obse a ional s udy, which is a pa o he
Cance Risk and Insulin Analogues (CARING) p ojec ,
sough o in es iga e he e ec o exposu e o insulin gla gine
o insulin de emi on cance isk as compa ed wi h ha o
human insulin, mi iga ing h ough s udy design and analy ical
app oaches he limi a ions and biases in ol ed in he p e ious
s udies.
Me hods
O e iew This coho s udy on new insulin use s was conduc -
ed using na ionwide da a om he No wegian, Swedish,
Danish and Finnish Na ional Heal h Regis ies, as well as da a
om UK gene al p ac i ione s in he Clinical P ac ice Resea ch
Da alink (CPRD). P ojec pa ne s ob ained e hics app o al
om hei espec i e au ho i ies. The s udy p o ocol, whe e
da a sou ces and s udy coho s a e desc ibed in mo e de ail,
was egis e ed in he Eu opean Ne wo k o Cen es o
Pha macoepidemiology and Pha maco igilance (ENCePP)
elec onic egis e o s udies [22]. To synch onise de ini ions
o demog aphics, exposu es, ou comes and con ounde s, a
common da a model and concep dic iona y we e de eloped.
Table 1shows he s udy design and me hodological app oaches
o he da a analysis ha we implemen ed o mi iga e di e en
ypes o selec ion, in o ma ion and ime- ela ed biases o en
inhe en in he obse a ional esea ch [15,23–25].
Da a sou ces, selec ion and ollow-up o pa icipan s
Na ional heal h egis ies in he No dic coun ies comp ise
compu e ised eco ds o he en i e popula ion o 26 million
people, each o whom a e assigned a unique pe sonal iden i-
ica ion numbe . The cance egis ies ha e a long adi ion o
p o iding compa able and high-quali y da a wi h almos
100% co e age o inciden cance cases [26]. P esc ip ion
egis ies, es ablished in 1995 in Denma k and Finland, in
2004 in No way and in 2005 in Sweden, ha e p o ided ample
da a o pha maco-epidemiological esea ch [27]. The CPRD,
1692 Diabe ologia (2017) 60:1691–1703
Table 1 Me hodological sho comings and biases mi iga ed, add essed by checking he obus ness o he esul s o disen angled by he design and analy ical ea u es used in he s udy
Design/analy ical ea u e Selec ion bias In o ma ion bias Time- ela ed bias Con ounding bias
Heal hca e
access bias
a
P e alen
use bias
b
Misclassi ica ion
o exposu e
c
Misclassi ica ion
o ou come
c
,
de ec ion bias
d
P o opa hic bias
( e e se
causa ion)
e
Immo al
ime bias
Time-lag bias
g
,
ime-window
bias
h
Con ounding
by indica ion
i
Residual
con ounding
j
Adjus men o ime since s a o
insulin use
––Mi iga ed –– –Mi iga ed
g
–Mi iga ed
Ac i e-compa a o app oach ––– Mi iga ed
d
–Mi iga ed Mi iga ed
g
Mi iga ed Mi iga ed
Cumula i e exposu e de ini ion ––Mi iga ed –Disen angled –– Mi iga ed –
Na ionwide No dic d ug egis e s Mi iga ed –– – – –– – –
Na ionwide No dic cance egis e s ––– Mi iga ed
c
–––––
New-use design –Mi iga ed Mi iga ed –– Mi iga ed Mi iga ed
h
Mi iga ed –
Sensi i i y analysis Checked
k
–– Checked
c,k
–– –Checked
l
Time- a ying exposu e de ini ion ––Mi iga ed –Disen angled Mi iga ed Mi iga ed
h,m
Mi iga ed
a
Heal hca e access bias: di e en ial deg ee o access o he heal hca e among pa ien s
b
P e alen use bias: isk o ou come is conside ably highe o lowe du ing he ea ly pe iod o d ug he apy; inclusion o p e alen use s may dis o he associa ion be ween he use o d ug and ou come
(including p e alen use s may also in oduce con ounding)
c
Misclassi ica ion (measu emen ) bias: inaccu a e measu emen o classi ica ion o key s udy a iables, such as exposu e, ou come o con ounde s: misclassi ica ion o exposu e may a ise om use o oo
simple (bina y) exposu e de ini ion, especially o he complex pa e n o use; misclassi ica ion o ou come may occu due o he use o incomple e eco ds o iden i y e en s
d
De ec ion bias: di e en p obabili y o ou come de ec ion du ing he ollow-up in he compa ed g oups
e
P o opa hic bias: symp oms ea ed by a d ug a e he mani es a ion o he ye -undiagnosed disease o in e es
Immo al ime bias a ises because o exclusion o misclassi ica ion o he ollow-up ime be ween he coho en y and i s exposu e o a d ug, be o e which he ou come o in e es canno occu
g
Time-lag bias: compa ed ea men s a e commonly used a di e en s ages o he disease ( i s -line he apy s second- o hi d-line he apy)
h
Time-window bias: unequal oppo uni y o become exposed be ween he compa ed g oups owing o he ime-window di e en ial
i
Con ounding by indica ion: di e ences be ween compa ed ea men s wi h espec o hei indica ions (o con aindica ions)
j
Residual con ounding: he dis o ion ha emains a e con olling o con ounding due o he unmeasu ed/uncon olled con ounde s
k
Res ic ion o he No dic coho s
l
Res ic ion o heindi iduals wi h ype 2 diabe es
m
Res ic ion o he calenda pe iod om 2000 onwa ds
Diabe ologia (2017) 60:1691–1703 1693
a la ge compu e ised da abase es ablished in he UK in 1987,
con ains anonymised medical eco ds, including demo-
g aphics, p esc ip ions and cance diagnoses, ha a e consid-
e ed o be o good quali y [28]. Cu en ly, 4.4 million indi id-
uals, 6.9% o he UK popula ion, mee he quali y c i e ia and
a e b oadly ep esen a i e o he en i e popula ion wi h ega d
o demog aphic cha ac e is ics [29].
Wi hin he s udy pe iod (Table 2) de ined as he pe iod o
alid da a collec ion [22], we iden i ied all indi iduals ha ing
a leas one insulin pu chase (No dic coun ies) o p esc ip ion
(CPRD). No dic coho s we e linked wi h he egis e ed da a
on cance , dea h and emig a ion; da a o he B i ish coho
we e compiled om in o ma ion on cance and dea h a ail-
able om he CPRD. New insulin use s, who we e de ined
based on a 1 yea lead-in pe iod, we e included i hey had no
his o y o cance (excep non-melanoma skin cance ) and
we e aged ≥18 yea s on he i s p esc ip ion o any insulin
(index da e). Follow-up s a ed a index da e and ended a he
da e o emig a ion (Sweden, Denma k and No way) o ans-
e ou o he CPRD, diagnosis o any cance (excluding non-
melanoma skin cance ), dea h o end o ollow-up, whiche e
occu ed i s .
Cance ou comes, insulin ea men s and po en ial con-
ounde s We elied on coding dic iona ies, compiled acco d-
ing o di e en coding sys ems (ICD-7, ICD-9 [www.
icd9da a.com/2007/Volume1], ICD-10 [www.who.in /
classi ica ions/icd/en/] and ICD-O-3 in he No dic coun ies;
Read code sys em in he CPRD), o iden i y inciden cance
cases de ined as he i s occu ence o any cance ype [22].
Mul iple cance s diagnosed on he same da e we e conside ed
as dis inc si e-speci ic endpoin s. Ou p ima y in e es was in
Table 2 Baseline and ollow-up cha ac e is ics o he s udy coho s o new use s o insulin
Cha ac e is ic Denma k
(N= 66,698)
Finland
(N= 105,945)
No way
(N= 21,541)
Sweden
(N=85,319)
UK (CPRD)
(N= 47,609)
S udy pe iod
a
1996–2010 1996–2011 2005–2010 2007–2012 1987–2013
Male sex, n(%) 38,292 (57) 57,691 (55) 12,053 (56) 48,931 (57) 25,589 (54)
Age yea s, mean (SD)
b
60.1 (16.0) 61.6 (15.9) 57.3 (17.8) 64.0 (16.4) 59.3 (16.3)
Age yea s, n(%)
b
18–30 3193 (4.8) 4481 (4.2) 1634 (7.6) 3121 (3.6) 2555 (5.4)
30–40 5075 (7.6) 7317 (6.9) 2653 (12.3) 4924 (5.8) 4540 (9.5)
40–50 8334 (12.5) 11,095 (10.5) 3088 (14.3) 8383 (9.8) 5825 (12.2)
50–60 14,432 (21.6) 22,928 (21.6) 4248 (19.7) 14,870 (17.4) 9351 (19.6)
60–70 16,306 (24.5) 25,254 (23.8) 4220 (19.6) 21,378 (25.1) 11,661 (24.5)
70–80 12,527 (18.8) 22,110 (20.9) 3194 (14.8) 17,176 (20.1) 9505 (20.0)
80+ 6831 (10.2) 12,760 (12.0) 2504 (11.6) 15,466 (18.1) 4172 (8.8)
Follow-up ime, yea s
Mean (SD) 5.3 (3.9) 5.6 (3.9) 2.7 (1.8) 2.7 (1.8) 5.7 (4.3)
Median (in e qua ile ange) 4.5 (1.9, 7.8) 4.7 (2.3, 8.3) 2.5 (1.1, 4.1) 2.6 (1.1, 4.1) 4.7 (1.9, 8.4)
No. o pe son-yea s/1000,
all (male sex)
331.2 (184.4) 589.1 (316.9) 57.8 (32.4) 226.6 (131.3) 265.3 (141.6)
E e -use, n(%)
c
Human insulin 54,216 (81) 68,894 (65) 17,579 (82) 48,976 (57) 23,183 (49)
Insulin gla gine 7151 (11) 43,741 (41) 1447 (7) 15,138 (18) 15,374 (32)
Insulin de emi 9520 (14) 24,593 (23) 868 (4) 4367 (5) 7373 (15)
O he insulin 33,388 (50) 48,280 (46) 14,376 (67) 53,810 (63) 27,491 (58)
Baseline use, n(%)
HRT
d
5187 (18) 6546 (14) 1641 (17) 6621 (18) 1530 (7)
NSAID
e
17,800 (27) 29,609 (28) 5437 (25) 16,485 (19) 8935 (18)
Any o al glucose-lowe ing he apy 49,569 (74) 83,935 (79) 15,051 (70) 62,522 (73) 37,239 (78)
S a in 22,948 (34) 38,493 (36) 9309 (43) 39,635 (46) 24,188 (51)
a
S a o s udy pe iod de ined acco ding o he s a o p esc ip ion egis y (No dic coun ies) o s a o alid da a collec ion (CPRD)
b
Age a baseline
c
E e -use o speci ic insulin du ing he ollow-up
d
Female sex only
e
Based on p esc ip ions only
1694 Diabe ologia (2017) 60:1691–1703
en si e-speci ic cance s. Based on NORDCAN da a (cance
s a is ics om No dic coun ies) [26], we selec ed he eigh
cance ypes wi h he highes incidence a es (ICD-10 codes):
achea and lung (C33, C34), melanoma o skin (C43), blad-
de (C67), colo ec al (C18-21), non-Hodgkin lymphoma
(C82-86, C88.4), b eas (C50), endome ial (C54) and p os a e
(C61). Li e (C22) and panc ea ic (C25) cance s we e also
included because o hei s ong associa ion wi h diabe es.
As a seconda y ou come o in e es , we in es iga ed he i s
occu ence o any cance .
Based on Ana omical The apeu ic Chemical (ATC) classi-
ica ion codes [30] (B i ish Na ional Fo mula ion codes o he
CPRD), we iden i ied use s o human insulin (A10AC01,
A10AB01, A10AD01, A10AE01, A10AF01) and he insulin
analogues insulin gla gine (A10AE04) and insulin de emi
(A10AE05). Any o he insulins and analogues we e consid-
e ed as a single g oup. P esc ip ion da a o m he No dic eg-
is ies included he da e and amoun pu chased, in de ined
daily doses (DDDs) [30], bu no in o ma ion on indi idual
dosage. Fo he CPRD coho , we de i ed DDDs om he
dosage in o ma ion (subs ance s eng h and amoun )
con ained wi hin p esc ip ion da a. We assumed a daily con-
sump ion o 1 DDD pe day and ans o med each d ug eco d
in o a pe iod co e ed by he numbe o DDDs.
Fo each insulin ype o in e es , we de ined insulin expo-
su e ime-dependen ly as a cumula i e ea men ime. A e
spli ing he indi idual ollow-up pe iod in o in e als o
120 days, he exposu e a he beginning o each in e al was
upda ed. The exposu e began on he da e o i s p esc ip ion/
pu chase, a e which poin an indi idual was conside ed ex-
posed. Cumula i e ea men ime acc ued un il exposu e
s opped and emained unchanged, unless ea men was e-
sumed (see elec onic supplemen a y ma e ial [ESM]
Me hods). We hen di ided cumula i e ea men ime in o
hal -yea ca ego ies o he i s yea and 1 yea ca ego ies
o longe exposu e; he las ca ego ies we e >6 yea s o he
b oadly ca ego ised exposu e and 9–10 yea s o he inely
ca ego ised exposu e. In addi ion, each exposu e a iable in-
co po a ed a non-exposed ca ego y assigned o indi iduals
emaining unexposed o he speci ic insulin.
We conside ed only con ounde s a ailable in all i e
da ase s [22]. In addi ion o age, sex and calenda ime, his
included use o non-insulin glucose-lowe ing d ugs (ATC
code A10B), s a ins (C10A), nons e oidal an i-in lamma o y
d ugs (NSAIDs; M01A) and ho mone eplacemen ea men
(HRT; G03), de ined as a leas one p esc ip ion wi hin 1 yea
be o e he index da e. We also de i ed se e al o he po en ial
con ounde s: ype 1 diabe es melli us was assigned o hose
aged ≤30 yea s wi h no non-insulin glucose-lowe ing d ug on
he index da e; ype 2 diabe es melli us was assigned o hose
aged ≥40 yea s wi h o wi hou non-insulin glucose-lowe ing
d ugs; unspeci ied diabe es ype was assigned o he es o he
coho . We speci ied he du a ion o insulin- ea ed diabe es as
ime since he index da e (in 1 yea in e als) and de ined
menopausal s a us ime-dependen ly based on cu -o o
50 yea s o age. Fu he mo e, he coun y o he da a o igin
se ed as a co a ia e.
S a is ical me hods The indi idual-le el da a om he i e
coho s we e s anda dised by each esea ch pa ne locally
using he common da a model. We hen conduc ed cen alised
analyses by uploading he uni ied da a o a se e a S a is ics
Denma k, whe e o each coho we cons uc ed he indi idual-
le el da ase o assess insulin exposu e and o he a iables in
exac ly he same way. We employed a semi-agg ega e le el
app oach [31] o combine he da ase s, which we e abula ed
by cance si e as he numbe o cance cases and pe son-yea s
agg ega ed by ca ego ical a iables. To es ima e he incidence
a es, we i ed mul i a iable Poisson eg ession models o he
e en numbe s wi h he na u al log o pe son-yea s as an o se .
Each model included all h ee ime-dependen insulin exposu e
a iables and was adjus ed o ime-dependen age and du a ion
o insulin- ea ed diabe es, sex (no in he sex-s a i ied analysis),
baseline calenda ime, use o non-insulin an idiabe ic d ugs
(NIADs), o he co-medica ion (when ele an [22]) and coun y.
We conduc ed an ac i e-compa a o analysis [25], whe e
he d ug o in e es is compa ed wi h ano he d ug commonly
used o he same indica ion a he han wi h no ea men .
Inclusion o all h ee insulin exposu es in he same model
allowed us o calcula e he a e a ios (RRs) and 95% CIs o
a pa icula exposu e ca ego y by con as ing he incidence
a es, which we e es ima ed o each insulin ype and du a ion.
In he p ima y analyses, we examined sex- and si e-speci ic
cance endpoin s wi hou sepa a ing be ween diabe es ypes
and using insulin exposu es wi h a b oade ca ego y
(>6 yea s) o he longe cumula i e ea men ime. Fo he
seconda y analyses, we pe o med simila e alua ions wi hou
s a i ying on sex and using insulin exposu es wi h ine
ca ego ies.
Sensi i i y analysis We also pe o med se e al sensi i i y
analyses. We es ic ed he analyses o hose who me ype 2
diabe es c i e ia o check whe he he esul s change by diabe-
es ype (da a o indi iduals wi h ype 1 diabe es we e limi -
ed). In Eu ope, ma ke ing au ho isa ion o he long-ac ing
insulin analogues insulin gla gine and insulin de emi was
g an ed in June 2000 and June 2004, espec i ely [32,33].
Coinciden ally, usage o wo al eady-app o ed apid-ac ing
insulin analogues, insulin lisp o and insulin aspa , gained
popula i y in he ea ly 2000s. To accoun o he changes in
he p o iles o new insulin use s, we excluded hose en e ed
be o e 2000. By excluding he CPRD, we add essed he po-
en ial o unde es ima ing cance incidence due o case asce -
ainmen h ough he CPRD only wi hou linkage o he na-
ional cance egis a ion da a. Fo b eas and endome ial can-
ce , we u he adjus ed o menopausal s a us.
Diabe ologia (2017) 60:1691–1703 1695
We used e sion 3.2.2 o R (www.R-p ojec .o g)[34] o
pe o m all s a is ical analyses, he Epi package, e sion 1.1.
71 (h ps://c an. -p ojec .o g/web/packages/Epi/index.h ml)
[35] o ca y ou exposu e calcula ions and he o es plo
package, e sion 1.7 (h ps://c an. -p ojec .o g/web/
packages/ o es plo /index.h ml)[36] o he g aphical ou pu .
Resul s
In he i e coho s o alling 327,112 new insulin use s, men
p edomina ed and he mean age a baseline a ied be ween 57
and 64 yea s (Table 2). Fo he combined da a, he mean
ollow-up ime was 4.6 yea s (median 3.7, in e qua ile ange
1.7–6.3). A he end o ollow-up, he e was 212,848, 82,851
and 46,721 e e -use s o human insulin, insulin gla gine and
insulin de emi , espec i ely. In all coho s, human insulin
p edomina ed in e e -use pa e ns. E e -use o insulin
gla gine and insulin de emi was mos common in he
Finnish coho , as was he baseline use o non-insulin glu-
cose-lowe ing he apy. Baseline use o o he medica ion also
di e ed be ween he coho s.
A o al o 1.47 million pe son-yea s accumula ed and
21,390 new cance cases occu ed du ing he ollow-up.
Table 3shows coun y- and sex-speci ic c ude incidence a es
o he en si e-speci ic cance s and any cance . P os a e cance
in men and b eas cance in women showed he highes inci-
dence a es in all coho s excep he No wegian, whe e pan-
c ea ic cance was he mos common cance . Abou 32% o all
cance cases and he majo i y o panc ea ic cance cases (63%)
we e diagnosed du ing he i s yea o insulin ea men .
The esul s o he sex- and si e-speci ic analyses showed no
sys ema ic di e ences ac oss si es and exposu e ca ego ies
(Figs 1,2and ESM Table 1). In women, a highe isk o
colo ec al (RR 1.54, 95% CI 1.06, 2.25) and endome ial
(RR 1.78, 95% CI 1.07, 2.94) cance was obse ed o he
i s hal -yea o cumula i e ea men ime on insulin gla gine
ela i e o ha on human insulin and a highe isk o mela-
noma o skin o 2–3 yea s (RR 1.92, 95% CI 1.02, 3.61) and
4–5 yea s (RR 3.55, 95% CI 1.68, 7.47). In men, simila
compa isons yielded a lowe isk o panc ea ic cance o
2–3 yea s o exposu e (RR 0.34, 95% CI 0.17, 0.66), and
o li e cance o 3–4 yea s (RR 0.36, 95% CI 0.14, 0.94)
and >6 yea s (RR 0.22, 95% CI 0.05, 0.92). In addi ion, he
esul s sugges ed an inc ease in he isk o bladde (RR 1.41,
95% CI 0.92, 2.17) and colo ec al cance (RR 1.28, 95% CI
0.94, 1.75) in men o <0.5 yea s and o b eas cance o
<0.5 yea s (RR 1.32, 95% CI 0.98, 1.79) and 0.5–1 yea s
(RR1.32, 95% CI 0.95, 1.85) in women.
In simila analyses pe o med using he 1 yea ca ego ies
o longe du a ion o exposu e (≥6 yea s) and bo h sexes
combined (no sex-speci ic cance s), esul s emained simila
(ESM Fig. 1): RR (95% CI) 1.41 (1.11, 1.79) o colo ec al
cance o <0.5 yea , 0.67 (0.43, 1.03) o panc ea ic cance
o 2–3 yea s, 0.44 (0.21, 0.91) o li e cance o 3–4yea s
and 1.60 (1.05, 2.43) o melanoma o he skin o 4–5yea s
o insulin gla gine s human insulin use. Compa isons o
insulin de emi s human insulin and insulin gla gine s
insulin de emi also showed no consis en di e ences in sex-
and si e-speci ic incidence a es (ESM Table 1)aswellasin
he analyses combining bo h sexes (ESM Figs 2and3).
Fo any cance in women, we ound an ele a ed isk o
0.5 yea o insulin gla gine use ela i e o human insulin (RR
1.17, 95% CI 1.03, 1.32); in men, he e was a lowe isk o
0.5–1 yea (RR 0.87, 95% CI 0.77, 1.00), 1–2yea s(RR0.84,
95% CI 0.73, 0.95) and >6 yea s (RR 0.61, 95% CI 0.48, 0.78)
o exposu e (Figs 1,2and ESM Table 1). Analysis pe o med
wi hou s a i ying on sex (Fig. 3) yielded an ele a ed isk o
any cance o insulin gla gine use ela i e o human insulin
o 0.5 yea (RR 1.12, 95% CI 1.03, 1.20) and a lowe isk o
1–2 yea s (RR 0.90, 95% CI 0.83, 0.98), 6–7y
ea s(RR0.72,
95% CI 0.56, 0.91) and 7–8 yea s (RR 0.62, 95% CI 0.44,
0.86). O he analyses yielded a lowe isk o any cance in
men o 0.5–1, 2–3 and >6 yea s o insulin de emi use ela i e
o ha o human insulin (ESM Table 1), and an inc eased isk
in men and women combined (RR 1.18, 95% CI 1.05, 1.33)
o <0.5 yea s o insulin gla gine use ela i e o ha o insulin
de emi (Fig. 3).
Resul s we e obus ac oss a ange o sensi i i y analyses
(ESM Tables 2, 3). Inclusion o he popula ion wi h ype 2
diabe es (1.31 million pe son-yea s [90%], 21,151cance
cases [99%]) yielded simila esul s o hose o he p ima y
analysis. The esul s did no change a e ei he es ic ion o
he s udy pe iod o he ime a e insulin gla gine’s launch
(1.12 million pe son-yea s [77%], 16,838 cance cases
[79%]) o es ic ion o he s udy popula ion o he No dic
coho s. Fo b eas and endome ial cance s, he esul s
emained unchanged a e u he adjus men o menopausal
s a us.
Discussion
In he coho s udy o 327,112 new insulin use s om i e
Eu opean coun ies, we add essed he ela ionship be ween
insulin use and cance incidence o en si e-speci ic cance s
and any cance , when mi iga ing me hodological sho com-
ings and biases in ol ed in p e ious s udies. Compa isons
o cance incidence by cumula i e ea men ime using ac i e
compa a o s showed no consis en di e ences in he cance
isk o insulin gla gine o insulin de emi use ela i e o ha
o human insulin use. Al hough we obse ed inc eased and
dec eased cance isks o some si es and ea men du a ions,
no ends in he isk wi h du a ion o use we e seen.
The indings o p e ious obse a ional s udies on he ela-
ionship be ween cance isk and use o insulin gla gine a e
1696 Diabe ologia (2017) 60:1691–1703
Table 3 Sex- and si e-speci ic numbe s o cance cases, c ude incidence a es wi h 95% con idence in e als
Cance ype Denma k Finland No way Sweden UK (CPRD)
No. IR (95% CI) No. IR (95% CI) No. IR (95% CI) No. IR (95% CI) No. IR (95% CI)
Li e cance
Men 144 0.78 (0.66, 0.92) 308 0.97 (0.87, 1.09) 15 0.46 (0.26, 0.76) 89 0.68 (0.54, 0.83) 74 0.52 (0.41, 0.65)
Women 28 0.19 (0.13, 0.28) 102 0.37 (0.31, 0.45) <6 NS 23 0.24 (0.15, 0.36) 21 0.17 (0.11, 0.26)
Panc ea ic cance
Men 315 1.71 (1.52, 1.91) 531 1.68 (1.54, 1.82) 76 2.35 (1.85, 2.94) 238 1.81 (1.59, 2.06) 129 0.91 (0.76, 1.08)
Women 233 1.59 (1.39, 1.80) 417 1.53 (1.39, 1.69) 64 2.52 (1.94, 3.21) 199 2.09 (1.81, 2.40) 109 0.88 (0.72, 1.06)
Lung cance
Men 466 2.53 (2.30, 2.77) 623 1.97 (1.81, 2.13) 55 1.70 (1.28, 2.21) 192 1.46 (1.26, 1.68) 218 1.54 (1.34, 1.76)
Women 244 1.66 (1.46, 1.88) 174 0.64 (0.55, 0.74) 33 1.30 (0.89, 1.82) 112 1.17 (0.97, 1.41) 116 0.94 (0.77, 1.12)
Melanoma o skin
Men 59 0.32 (0.24, 0.41) 130 0.41 (0.34, 0.49) 27 0.83 (0.55, 1.21) 80 0.61 (0.48, 0.76) 69 0.49 (0.38, 0.62)
Women 53 0.36 (0.27, 0.47) 77 0.28 (0.22, 0.35) 9 0.35 (0.16, 0.67) 45 0.47 (0.34, 0.63) 35 0.28 (0.20, 0.39)
Bladde cance
Men 106 0.57 (0.47, 0.70) 281 0.89 (0.79, 1.00) 43 1.33 (0.96, 1.79) 183 1.39 (1.20, 1.61) 117 0.83 (0.68, 0.99)
Women 34 0.23 0.16, 0.32) 77 0.28 (0.22, 0.35) <6 NS 40 0.42 (0.30, 0.57) 28 0.23 (0.15, 0.33)
Colo ec al cance
Men 423 2.29 (2.08, 2.52) 484 1.53 (1.39, 1.67) 68 2.10 (1.63, 2.66) 312 2.38 (2.12, 2.66) 219 1.55 (1.35, 1.77)
Women 258 1.76 (1.55, 1.99) 366 1.34 (1.21, 1.49) 46 1.81 (1.32, 2.41) 145 1.56 (1.31, 1.83) 102 0.82 (0.67, 1.00)
Non-Hodgkin lymphoma
Men 52 0.28 (0.21, 0.37) 180 0.57 (0.49, 0.66) 14 0.43 (0.24, 0.73) 68 0.52 (0.40, 0.66) 31 0.22 (0.15, 0.31)
Women 47 0.32 (0.24, 0.43) 132 0.48 (0.41, 0.58) 7 0.28 (0.11, 0.57) 46 0.48 (0.35, 0.64) 35 0.28 (0.20, 0.39)
B eas cance
a
462 3.15 (2.87, 3.45) 729 2.68 (2.49, 2.88) 51 2.00 (1.49, 2.64) 250 2.62 (2.31, 2.97) 301 2.43 (2.17, 2.72)
Endome ial cance 152 1.04 (0.88, 1.21) 289 1.06 (0.94, 1.19) 29 1.14 (0.76, 1.64) 107 1.12 (0.92, 1.36) 57 0.46 (0.35, 0.60)
P os a e cance 501 2.72 (2.48, 2.97) 1339 4.23 (4.00, 4.46) 100 3.09 (2.51, 3.76) 582 4.43 (4.08, 4.81) 290 2.05 (1.82, 2.30)
Any cance
Men 2733 14.82 (14.27, 15.39) 5315 16.77 (16.33, 17.23) 542 16.74 (15.36, 18.21) 2272 17.31 (16.60, 18.04) 1918 13.54 (12.94, 14.16)
Women 1950 13.29 (12.70, 13.89) 3618 13.29 (12.86, 13.73) 333 13.09 (11.73, 14.58) 1361 14.27 (13.52, 15.05) 1348 10.89 (10.32, 11.49)
a
Women only
IR, incidence a e; NS, no shown (in cells whe e numbe o e en s <6 he IR and CI a e no shown acco ding o con iden iali y p inciples)
Diabe ologia (2017) 60:1691–1703 1697
con lic ing and may in ol e me hodological limi a ions and
biases [15,17]. Mos o he cu en e idence is based on sho
ollow-up and use o an elemen a y ep esen a ion o expo-
su e, igno ing he dose o du a ion o insulin exposu e. The
la e may esul in he inadequa e isk es ima es, especially
when ea men du a ions o widely di e ing leng hs a e con-
side ed equi alen [15,19]. O he ecen s udies wi h a sho
ollow-up as a main limi a ion [15], only ou we e buil on a
new-use coho [37–40], and wo assessed cance isk by
ea men du a ions using an ac i e-compa a o app oach
[37,38].
In he obse a ional s udy on new use s o insulin gla gine
(n= 43,306) and human insulin (n= 9147) en olled in a US
heal h plan, no associa ion wi h he isk o p os a e, b eas ,
colon and any cance was ound o ea men du a ions o 0–
6, 6–12, 12–24 o ≥24 mon hs [38]. Howe e , he isk es i-
ma es epo ed in his s udy we e imp ecise due o he small
e e ence g oup. An obse a ional s udy on a coho o 70,027
new insulin use s in F ance ound no di e ences in isk a
median ollow-up <3 yea s o bladde , b eas , colo ec al,
head and neck, li e , lung and kidney cance be ween new
use s o insulin gla gine and o he basal insulins, when
excluding he i s yea o use and de ining exposu e as
e e -use o cumula i e dose [40]. A s udy o a coho o
19,337 inciden insulin use s om he Ne he lands ound a
dec eased isk o o e all and colon cance bu no di e ence
in isk o bladde , espi a o y ac and p os a e cance , when
compa ing ime-dependen ly de ined cumula i e ime using
insulin gla gine o ha using human insulin, hough wi hou
u he dis inc ion be ween di e en ea men du a ions [39].
In he p esen s udy, we ound ha 22–63% o cance cases
we e diagnosed wi hin he i s yea a e s a ing insulin ea -
men . Exclusion o 0.5–1 yea o insulin use, o analysis o
sho - e m use only, may p eclude obse ing he ac ual dynam-
ics o cance incidence among insulin use s and hus may hin-
de a be e unde s anding o he na u e o he link be ween
diabe es and cance . Fo he i s hal -yea o cumula i e ea -
men ime on insulin gla gine ela i e o ha on human insulin,
we ound an inc eased isk o colo ec al and any cance in
women and bo h sexes combined, and o endome ial cance
in women. These indings sugges possible in ol emen o
de ec ion o p o opa hic bias [41].Thela e ismo elikely o
Fig. 1 RR (adjus ed o age,
calenda ime, NIADs, du a ion o
insulin- ea ed diabe es, coun y;
o li e and colo ec al cance s,
addi ional adjus men o ele an
co-medica ions) wi h 95% CI o
si e-speci ic cance s and any
cance in men by cumula i e
ea men ime (yea s) on insulin
gla gine s human insulin
1698 Diabe ologia (2017) 60:1691–1703
a ec he p esen s udy, whe ein use o insulin gla gine was less
common han ha o human insulin and ini ia ion o insulin
gla gine was o en p eceded by use o o he insulins, p edom-
inan ly human insulin. Acco ding o he cu en guidelines,
swi ching om human insulin o insulin gla gine should be
conside ed i an indi idual has hypoglycaemia o ails o each
he a ge glucose le el [42]. Poo glycaemic con ol may be a
sign o unde lying cance and hus swi ching insulins because
o highly a iable blood glucose could be associa ed wi h mo e
equen ly de ec ed cance .
Al hough he esul s o he p esen s udy sugges a shi
owa ds inc eased isk o b eas cance o he ini ial yea o
insulin gla gine s human insulin use, no di e ences we e
ound o longe du a ions o ea men , when using app op i-
a e compa a o s and adjus ing o he o e all ime on insulin.
In con as o ou s udy, h ee ecen s udies ound an associ-
a ion be ween use o insulin gla gine and inc eased isk o
b eas cance [37,39,43]. Howe e , hose indings may e-
lec an imbalance in compa a o and exposu e cha ac e is ics
a he han di e ences in cance isk due o insulin use i sel .
A s udy on he UK’s Gene al P ac ice Resea ch Da abase
coho e ealed an ele a ed isk o >5 yea s since he s a
o insulin gla gine, when compa ing insulin gla gine use s
wi h p e ious use o insulin s p e alen use s o o he insu-
lins, ma ched on p io insulin du a ion a baseline [37].
Compa ison by ime since s a o insulin gla gine use is likely
o p o ide an unbiased es ima e o sho - e m use bu no o
longe use whe e he ac ual ime on insulin and ime since he
ini ia ion may di e no iceably be ween compa a o s. A s udy
om he Ne he lands epo ed an ele a ed isk o b eas can-
ce when using cumula i e du a ions wi hou di e en ia ion
be ween hem, hus igno ing an imbalance be ween compa a-
o s in he ollow-up imes (median o 2.2 yea s o insulin
gla gine use s and 3.8 yea s o human insulin use s) [39]. A
ecen s udy on a coho o 12,468 new insulin use s om he
UK’s CPRD also epo ed an inc eased isk o b eas cance
among new use s o insulin gla gine wi h ex ensi e pas ex-
posu e o o he insulins, when compa ing insulin gla gine use
o >3 yea s wi h e e -use o o he insulins [43]. Compa ison
o speci ic du a ion wi h e e -use may yield a biased esul ,
especially when he ime pe iod co e ed by speci ic du a ion
di e s conside ably om he pe iod co e ed by e e -use.
Fig. 2 RR (adjus ed o age,
calenda ime, NIADs, du a ion o
insulin- ea ed diabe es, coun y;
o li e , colo ec al, b eas and
endome ial cance s, addi ional
adjus men o ele an
co-medica ions) wi h 95% CI o
si e-speci ic cance s and any
cance in women by cumula i e
ea men ime (yea s) on insulin
gla gine s human insulin
Diabe ologia (2017) 60:1691–1703 1699