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Advanced hepatic vasculobiliary imaging segmentation and 3D reconstruction as an aid in the surgical management of high biliary stenosis

Abstract

Background: Three-dimensional (3D) models are increasingly used to help surgeons, guiding them through the complex hepatic vasculobiliary anatomy. The biliary tract is a relatively untapped territory with only a few case reports described in medical literature. Our aim is to present an innovative 3D reconstruction methodology for biliary imaging and surgical planning, applied to a case of iatrogenic biliary stricture, with fusion of segmented CT and MRI images. Case presentation: A selected case of Bismuth type III iatrogenic biliary stenosis for 3D planning. CT and MR studies were acquired with dedicated protocols for segmentation. Two radiologists performed segmentation and 3D model post-processing, fusing both imaging techniques to faithfully render the anatomical structures. Measurements of anatomical landmarks were taken in both the CT/MRI and the 3D model to assure its accuracy and differences in measurement were calculated. The 3D model replicates anatomical structures and pathology with high accuracy, with only 2.2% variation between STL, CT and MRI measurements. The model was discussed with the surgical team and used in the surgical planning, improving confidence in this delicate procedure, due to the detailed prior knowledge of the patient’s anatomy. Conclusion: Three-dimensional reconstructions are a rapidly growing area of research with a significant impact in the personalized and precision medicine. The construction of 3D models that combine vascular and biliary anatomy, using different imaging techniques, respectively CT and MRI, will predictably contribute to a more rigorous planning of complex liver surgeries.

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Advanced hepatic vasculobiliary imaging segmentation and 3D reconstruction as an aid in the surgical management of high biliary stenosis

Author: Pereira da Silva, Nuno,Abreu, Inês,Serôdio, Marco,Ferreira, Luís,Alexandrino, Henrique,Donato, Paulo
Publisher: Springer Nature
Year: 2020
DOI: 10.1186/s12880-020-00520-0
Source: https://estudogeral.uc.pt/bitstream/10316/105829/1/Advanced-hepatic-vasculobiliary-imaging-segmentation-and-3D-reconstruction-as-an-aid-in-the-surgical-management-of-high-biliary-stenosisBMC-Medical-Imaging.pdf
Pe ei adaSil ae al. BMC Med Imaging (2020) 20:120
h ps://doi.o g/10.1186/s12880-020-00520-0
CASE REPORT
Ad anced hepa ic asculobilia y imaging
segmen a ion and3D econs uc ion asanaid
in hesu gical managemen o high bilia y
s enosis
Nuno Pe ei a da Sil a1* , Inês Ab eu1, Ma co Se ôdio2, Luís Fe ei a2, Hen ique Alexand ino2,3,4,5
and Paulo Dona o1,3
Abs ac
Backg ound: Th ee-dimensional (3D) models a e inc easingly used o help su geons, guiding hem h ough he
complex hepa ic asculobilia y ana omy. The bilia y ac is a ela i ely un apped e i o y wi h only a ew case epo s
desc ibed in medical li e a u e. Ou aim is o p esen an inno a i e 3D econs uc ion me hodology o bilia y imaging
and su gical planning, applied o a case o ia ogenic bilia y s ic u e, wi h usion o segmen ed CT and MRI images.
Case p esen a ion: A selec ed case o Bismu h ype III ia ogenic bilia y s enosis o 3D planning. CT and MR s udies
we e acqui ed wi h dedica ed p o ocols o segmen a ion. Two adiologis s pe o med segmen a ion and 3D model
pos -p ocessing, using bo h imaging echniques o ai h ully ende he ana omical s uc u es. Measu emen s o
ana omical landma ks we e aken in bo h he CT/MRI and he 3D model o assu e i s accu acy and di e ences in
measu emen we e calcula ed. The 3D model eplica es ana omical s uc u es and pa hology wi h high accu acy, wi h
only 2.2% a ia ion be ween STL, CT and MRI measu emen s. The model was discussed wi h he su gical eam and
used in he su gical planning, imp o ing con idence in his delica e p ocedu e, due o he de ailed p io knowledge
o he pa ien ’s ana omy.
Conclusion: Th ee-dimensional econs uc ions a e a apidly g owing a ea o esea ch wi h a signi ican impac in
he pe sonalized and p ecision medicine. The cons uc ion o 3D models ha combine ascula and bilia y ana omy,
using di e en imaging echniques, espec i ely CT and MRI, will p edic ably con ibu e o a mo e igo ous planning
o complex li e su ge ies.
Keywo ds: Th ee-dimensional (3D) model, Bilia y s ic u e, Hepa obilia y imaging, P e-ope a i e planning,
Pe sonalized medicine, Image pos -p ocessing, Compu ed omog aphy, Magne ic esonance imaging, Case epo
© The Au ho (s) 2020. Open Access This a icle is licensed unde a C ea i e Commons A ibu ion 4.0 In e na ional License, which
pe mi s use, sha ing, adap a ion, dis ibu ion and ep oduc ion in any medium o o ma , as long as you gi e app op ia e c edi o he
o iginal au ho (s) and he sou ce, p o ide a link o he C ea i e Commons licence, and indica e i changes we e made. The images o
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o he ma e ial. I ma e ial is no included in he a icle’s C ea i e Commons licence and you in ended use is no pe mi ed by s a u o y
egula ion o exceeds he pe mi ed use, you will need o ob ain pe mission di ec ly om he copy igh holde . To iew a copy o his
licence, isi h p://c ea i eco mmons .o g/licen ses/by/4.0/. The C ea i e Commons Public Domain Dedica ion wai e (h p://c ea i eco
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Backg ound
Th ee-dimensional (3D) p in ing is a apidly g owing
a ea o esea ch wi h a signi ican impac in pe sonalized
and p ecision medicine. The design o 3D models and
3D p in ing ha e been de eloped o di e en medical
pu poses.
3D models, o en p in ed, a e widely used as su gical
aids in o hopedic and maxillo acial su ge y due o he
ela i e ease in bone segmen a ion [1]. Li e models a e
also inc easingly used o help su geons, guiding hem
h oughou he complex li e ana omy, namely in umo
esec ions and p e- ansplan s udies [2–6].
Open Access
*Co espondence: nunoapsil [email protected]
1 Medical Imaging Depa men , Coimb a Uni e si y Hospi al Cen e ,
P ace a P o . Mo a Pin o, 3000-075 Coimb a, Po ugal
Full lis o au ho in o ma ion is a ailable a he end o he a icle
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A sys ema ic e iew by Pe ica e al. [7] con i med he
added alues o he models on hese su gical p oce-
du es. The bilia y ac howe e is, as o ye , a ela i ely
un apped e i o y wi h only a ew case epo s desc ibed
in medical li e a u e [4, 8, 9].
Comple e bilia y s enosis esul ing om ia ogenic
inju y can be li e- h ea ening. Su gical epai wi h Roux-
en-Y hepa icojejunos omy is he gold s anda d he apy as
i ensu es bilia y ou low and econs i u es bilio-en e ic
d ainage. Gi en he high densi y and equen ana omic
a iabili y o asculo-bilia y s uc u es in he li e hilum,
me iculous p eope a i e planning is c ucial. This equi es
excellen p eope a i e imaging, usually wi h mul iple
modali ies, such as compu ed omog aphy (CT) and
magne ic esonance—wi h cholangiopanc ea og aphy
(MRCP). Howe e , hese di e en modali ies will p o ide
dis inc ea u es ha need h ee-dimensional in eg a ion
by he su gical eam o plan he app oach [10].
Fo ins ance, he a e ial and po al ascula ana omy
a e eliably demons a ed by he CT-angiog aphy, while
bilia y ana omy is bes depic ed by MRCP. An in eg a ed
app oach o hese images would be ex emely help ul as i
would p o ide a oadmap o his challenging ana omical
a ea, u he compounded wi h adhesions and in lamma-
o y changes.
We p esen a case o a pa ien wi h an ia ogenic bil-
ia y s ic u e in which we used an inno a i e 3D econ-
s uc ion me hodology, using images om wo dis inc
modali ies, one o ascula illus a ion (CT) and o he
o bilia y ee ana omy demons a ion (MRCP). We
belie e ha his app oach can be used in o he con-
ex s o complex su gical, endoscopic and in e en-
ional adiology p ocedu es, pa icula ly in cases o
benign o malignan bilia y s enosis, as well as in li e
ansplan a ion.
Case p esen a ion
A 50-yea -old male pa ien p esen ed o he eme gency
depa men wi h jaundice, e e (39°C) and cholu ia in
he p e ious 2days. The pa ien had unde gone cholecys-
ec omy o cholecys oli hiasis and Mi izzi synd ome
wo yea s ea lie (Fig.1). He epo ed simila episodes in
he p e ious mon hs, wi h milde symp oms.
He also had pe sonal medical his o y o G a es’ dis-
ease, ulce a i e coli is and clea cell ca cinoma o he
kidney (ha ing unde gone lapa oscopic igh pa ial
neph ec omy 10yea s ea lie ).
The labo a o y s udies showed ele a ion o li e
enzymes, mainly gamma glu amyl anspep idase (GGT)
and o al and di ec bili ubin, o 789 U/L [N: < 55U/L],
10.1mg/dL [N:0.3–1.2mg/dL] and 6.7mg/dL [N:0.1–
0.3mg/dL], espec i ely, and a sligh ele a ion o aspa -
a e amino ans e ase (AST), alanine amino ans e ase
(ALT) and alkaline phospha ase (ALP). C- eac i e p o-
ein was also ele a ed (7.12mg/dL; N:0–0,.mg/dL).
The pa ien was admi ed o medical ea men o
cholangi is and unde wen imaging es s o cha ac e ize
he bile duc s, wi h suspicion o ia ogenic/pos in lam-
ma o y bilia y s enosis.
A MRI was pe o med wi h MRCP p o ocol and wi h
hepa obilia y con as , con i ming dila a ion o he
in ahepa ic bile duc s wi h an ab up s op nea he bil-
ia y con luence, in close con ac wi h he i s po ion
o he duodenum. In he hepa obilia y phase, con as
was exc e ed o he duodenal bulb and no con as was
p esen in he choledochal duc , seemingly con i ming
Fig. 1 Co onal and Axial Abdominal in he po al enous phase. A calci ied gallbladde s one is isible in he in undibulum (a ow) causing
comp ession and dila ion o he common bile duc (a owhead), he Mi izzi synd ome
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Pe ei adaSil ae al. BMC Med Imaging (2020) 20:120
hepa icoduodenal is ula. S enosis o he main bilia y
ac was con i med, wi h app oxima ely 3cm in leng h
(Figs.2, 3).
The pa ien was diagnosed wi h Bismu h ype III s e-
nosis a e cholecys ec omy, associa ed wi h hepa i-
coduodenal is ula. Gi en he young pa ien age and a e
discussion in a mul idisciplina y se ing, he pa ien was
o e ed su gical econs uc ion. Abdominal iphasic CT
was also pe o med o de ec po en ial associa ed ascu-
la inju y and o ob ain a p eope a i e ana omical map-
ping. The imaging p o ocols used in MRI and CT a e
de ailed below.
3D planning‑CT andMR p o ocols
P e-con as and iphasic pos -con as abdomi-
nal CT was pe o med on a 64-slice CT scanne (GE
Ligh Speed VCT) wi h he ollowing scanning p o-
ocol: de ec o collima ion 64-slice × 0.625 mm wi h
gan y o a ion o 500 ms, 120 kVp and 134 mAs, a
slice hickness o 0.625mm wi h esul ing oxel size o
0.625 × 0.625 × 0.625 mm3 (Fig.4).
The MRI was pe o med in a 3T machine (Magne om
p isma i -Siemens Medical Solu ions, E langen, Ge -
many) using axial and co onal HASTE; axial in-phase and
ou -o -phase T1-weigh ed imaging; axial T2-weigh ed a
Fig. 2 MRI one yea a e cholecys ec omy. Co onal HASTE (a) shows in a-hepa ic bile duc dila ion wi h an ab up s op a he con luence, in
close con ac wi h he duodenum (a ow). In he hepa obilia y phase (b) con as was exc e ed o he duodenal bulb (a ow) and no con as was
depic ed in he choledochus (a owhead), con i ming is ulisa ion
Fig. 3 MR cholangiog aphy. a Volume ende ing (VR); b maximum in ensi y p ojec ion (MIP) 50 mm. Bo h e o ma ions show in a-hepa ic bile
duc dila ion wi h ab up s op a he con luence. On B, he dis al choledochus is iden i ied (a ow) wi h no signs o choledocholi hiasis. A s enosis o
he common bile duc wi h a leng h o 3 cm was diagnosed
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Pe ei adaSil ae al. BMC Med Imaging (2020) 20:120
sa u a ed sequence; 3D colangiog aphic sequence; axial
DWI b-50-100-800 and a p econ as and pos con as
T1-weigh ed 3D VIBE a e 10mL endo enous gadox-
e ic acid injec ion on a e ial, po al, ansi ional and
hepa obilia y phases. The segmen a ion was pe o med
in he hepa obilia y phase, a 3D Dixon sequence, 20min
a e injec ion, wi h a 320 × 320 ma ix and ield o iew
(FOV) o 320 × 280 (Figs.2,3).
3D planning: image pos ‑p ocessing andsegmen a ion
O iginal CT and MRCP images in Digi al Imaging and
Communica ions in Medicine (DICOM) o ma we e
expo ed o a sepa a e wo ks a ion wi h In elliSpace Po -
al, e sion 9 (Phillips Heal hca e, Bes , The Ne he lands)
o pos -p ocessing and segmen a ion.
Two adiologis s ained in 3D p in ing pe o med seg-
men a ion o MR and CT images. The li e , po al and
hepa ic eins we e segmen ed using in he po al enous
phase, he coeliac unk and hepa ic a e y using he
a e ial phase imaging. The in ahepa ic bile duc s we e
segmen ed in bo h he CT (po al enous phase) and he
hepa obilia y phase o he hepa ic MR. Rega ding he
segmen a ion echniques, bo h manual and semi-au o-
ma ic segmen a ion echniques we e used wi h di e -
en me hods in o de o ai h ully ende he ana omical
s uc u es including h esholding echnique, edge de ec-
ion, egion g owing and mul iple slice in e pola ion.
The la ge olume s uc u es, such as he li e and po al
ein, we e ini ially segmen ed wi h semi-au oma ic selec-
ion ools o edge de ec ion and h esholding, he con-
ou s we e de ined and adjus ed manually. The smalle
calibe essels and bilia y duc s we e segmen ed s ep-by-
s ep, wi h high p ecision selec ion ools equi ing manual
delinea ion using egion g owing echnique.
The inal da ase was expo ed in o S anda d Tessella-
ion Language (STL) o be iewed and p ocessed wi h he
Meshmixe 3.5 (Au odesk, Inc). Using he CT STL as a
e e ence, he MRI STL was ini ially supe imposed using
h ee-dimensional Ca esian coo dina es and hen manu-
ally adjus ed o achie e a eliable o e lap, using e e ence
poin s placed along he igh and le hepa ic duc s, he
pos e io b anch o he igh hepa ic duc and on he
con e gences o mo e dis al sec o al duc s on bo h CT
and MR STLs.
The o iginal (CT) model and he used model
(CT + MR) we e e iewed join ly by he adiologis s and
he su gical eam, concluding ha he bile duc s we e
mo e accu a ely segmen ed using MRCP han CT, due o
i s supe io con as esolu ion. Du ing he edi ing p o-
cess, some de o mi ies and ee objec s we e emo ed
and he bo de s we e smoo hed (Fig.5).
3D planning: esul s
Measu emen s o ana omical landma ks we e aken in
bo h he CT/MRI and he 3D model o assu e i s accu-
acy. The s uc u es we e measu ed h ee imes by bo h
Radiologis s o each echnique and he mean alue was
used. The s uc u es measu ed we e: he igh and le
hepa ic duc , main po al ein, p ope hepa ic a e y and
igh and le b anches o he hepa ic a e y. Di e ences
in measu emen s o he diame e o he a o emen ioned
s uc u es we e calcula ed be ween bo h MR, CT and
STL (Fig. 6), using he ollowing o mula:
%
di e ence =
(A
−
B)
(A+B)
2
×
100
. The pe cen age o di e ence
in he measu emen using CT only and used CT/MR
we e low bu he ag eemen was sligh ly be e when
using used imaging (5.2% and 2.1% espec i ely)
(Table1).
Fig. 4 Abdominal CECT wi h co onal e o ma ion. a A e ial phase; b po al enous phase. The in ica e ana omical ela ions be ween he s enosis,
he duodenal loop and essels a e appa en bu i s cha ac e iza ion is somewha insu icien . Close con ac be ween he igh hepa ic a e y and
s enosis is depic ed
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Fig. 5 3D models on Meshmixe (STL o ma ). The segmen ed issues a e isualized in a on al iew (abo e) and a bo om iew (below). On he
igh , he li e was excluded o easie isualiza ion o he ana omy o he in e nal s uc u es. Colou legend: anspa en —li e ; da k blue—hepa ic
eins and in e io ena ca a; ligh blue—po al ein; ed—ao a and hepa ic a e y; g een—bile duc s
Fig. 6 Measu emen s o he hepa ic a e y ( op ow) and main po al ein (bo om ow) in bo h CT and STL

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The pa ien had an in e es ing ana omical a ia ion, an
accesso y hepa ic ein appa en ly d aining S6, which was
also segmen ed and included in ou model. This howe e
did no p esen any clinical consequences.
The ensuing 3D models we e discussed and analyzed
wi h he su gical eam and used in he planning o he
su ge y, emphasizing i s use ulness o he mapping
o ascula ela ions wi h he s enosis and bilia y ee
(Fig.7).
Du ing su ge y, a e dissec ion o adhesions, he
hepa icoduodenal is ula was iden i ied and he duo-
denal o i ice closed. Thanks o he p eope a i e 3D
econs uc ions, he igh hepa ic a e y was ound and
only minimally dissec ed away om he bilia y con e -
gence, hus a oiding de ascula iza ion o he bile duc s.
The hila pla e was lowe ed, and he bilia y con e gence
was dissec ed in a densely in lamed hepa ic hilum, wi h
he usual ana omical landma ks obscu ed (Fig.8). A e
cholangioscopic explo a ion con i med all main bilia y
duc s we e pa en , a Roux-en-Y hepa icojejunos omy
was pe o med. Gi en he pa ien ’s medical his o y o
ulce a i e coli is a hepa ic biopsy was pe o med o
exclude p ima y scle osing cholangi is (PSC).
Table 1 Di e ences inmeasu emen inMR, CT andSTL
N/A no applicable
Landma ks Measu emen s (mm) Di e ences (%) inmeasu emen s
(STL/MRI) Di e ences (%)
inmeasu emen s
(STL/CT)
MRI CT STL
Righ hepa ic duc 5.9 5.1 5.7 3.448 11.111
Le hepa ic duc 7.9 7.1 7.9 0 10.667
Main po al ein N/A 16.2 16.8 N/A 3.636
Hepa ic a e y N/A 4.8 4.9 N/A 2.062
Righ hepa ic a e y N/A 4.5 4.6 N/A 2.198
Le hepa ic a e y N/A 4.8 4.9 N/A 2.062
Di e ences in measu emen s using CT as e e ence (%) 5.2
Di e ences in measu emen s using MR as e e ence o bile duc s and CT o o he s uc u es (%) 2.2
Fig. 7 3D models on Meshmixe (STL o ma ). A de ailed iew o he bilia y ee on he le and wi h he a e ial ela ions on he igh . On he
bo om, a zoomed caudal iew o he close ela ionship o he bilia y con e gence and he igh hepa ic a e y. The o he ana omical s uc u es
we e hidden o be e depic he in ica e ana omy. All issues can be o a ed 360º. Colou legend: ed—ao a and hepa ic a e y; g een—bile duc s
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The pa ien made an une en ul eco e y and was dis-
cha ged i e days a e su ge y. On pa hology, he li e
biopsy was nega i e o PSC. Th ee mon hs a e su ge y
he pa ien is well and symp om ee, wi h no mal li e
biochemis y.
Discussion andconclusion
Mos benign bilia y s ic u es a e ia ogenic, ollow-
ing cholecys ec omy o li e ansplan a ion. The main
symp oms include jaundice, p u i us, and da kened
u ine, weigh loss, e e , nausea and omi ing. Compli-
ca ions such as ascending cholangi is, abscess o ma ion
and sepsis can occu [10].
Benign bilia y s ic u es may be loca ed acco ding o
he Bismu h classi ica ion (Fig.9). Type I s ic u es a e
loca ed > 2cm dis al o he con luence o igh and le
hepa ic duc s; ype II s ic u es a e loca ed < 2cm om
he con luence; ype III s ic u es in ol e he con luence
bu he ceiling o he bilia y con luence is in ac ; ype
IV s ic u es cause in e up ion a he con luence; ype
V co espond o a lesion o an abe an igh hepa ic
duc alone o in associa ion wi h inju y o he common
hepa ic duc [11].
Bile duc inju y esul ing in s enosis can be ea ed by
i e a i e pe cu aneous anshepa ic dila ion, wi h las ing
pa ency o he bilia y duc . Biodeg adable s en s may also
p o e o be an in e es ing ea men op ion o benign
bilia y s ic u es, po en ially o e ing be e echnical
esul s and quali y o li e o pa ien s [10, 12].
Endoscopic e og ade dila ion and s en ing is ano he
op ion. Howe e , in his pa icula case, due o he young
age o he pa ien and he p esence o a long s enosis and
Fig. 8 Ope a i e ield a e he comple ion o he dissec ion,
demons a ing he bilia y con e gence (whi e a ow). Su ounding
issue is densely in lamed, making dissec ion di icul and po en ially
haza dous. In his case, he 3D econs uc ion p o ided he ope a i e
eam wi h an accu a e ep esen a ion o pa hology and ana omical
ela ionships
Fig. 9 The Bismu h classi ica ion o bilia y s ic u es—3D models
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associa ed is ula, a su gical app oach was p e e ed a e
mul idisciplina y discussion. The p esence o he is ula
may explain he la e p esen a ion a e cholecys ec omy,
and he p e ious episodes o cholangi is, since i would
allow an in e mi en d ainage o bile o he duodenum.
As usual in ia ogenic bile duc inju ies, associa ed ascu-
la inju y should be suspec ed and can also be esponsi-
ble o la e s enosis, due o ischemic cholangi is [13].
When p epa ing o a complex bilia y econs uc ion,
he su gical eam is dependen upon op imal p eope a-
i e imaging. This should p o ide he ascula and bilia y
ana omy, he ela ionship o hese s uc u es, as well as
de ec po en ial equen ana omical a ia ions. How-
e e , in eg a ing he ascula and bilia y ana omy is di -
icul since bo h a e bes depic ed in wo dis inc exams,
CT and MR. This complex case beau i ully illus a es he
way in which in es men in 3D models o su gical plan-
ning p o ed o be essen ial. The su geons epo ed ha
he addi ional planning eased he su gical app oach and
imp o ed con idence in his delica e p ocedu e, due o
he de ailed p io knowledge o he pa ien ’s ana omy,
especially in he close ela ions be ween he bilia y ac
and he ascula s uc u es a he le el o a densely
in lamed hepa ic hilum. In Bismu h ype III inju ies he
main bile duc is usually only supplied by he hila com-
ponen o he epicoledochal a e ial plexus, since he
usual 3 and 9 o’clock ma ginal a e ies a e in e up ed
[13]. This makes he a e ial supply o he bile duc s
ex emely agile in hese ci cums ances. Since success-
ul su gical econs uc ion wi h a Roux-en-Y hepa icoje-
junos omy elies on a well ascula ized bile duc s ump,
excessi e dissec ion be ween he bilia y con e gence
and he hepa ic a e y b anches should be a oided. By
e iewing he 3D model he su gical eam managed o
keep dissec ion a he li e hilum o a minimum o sa ely
pe o m he anas omosis. This is pa icula ly ele an
since ana omy was highly dis o ed by dense adhesions
and local in lamma ion.
Ou 3D model eplica es ana omical s uc u es and
pa hology wi h high accu acy be ween STL, CT and MRI
wi hou signi ican disc epancy be ween measu emen s
o he selec ed ana omical landma ks. A ecen sys emic
e iew by Pe ica e al. [7] highligh ed he limi ed s udies
in ol ing quan i a i e assessmen o he accu acy o 3D
p in ed li e models and indica es di e ences be ween
he 3D p in ed li e model and o iginal CT da a o
be ween 0.20% and 20.8%. Ou measu emen s demon-
s a ed high accu acy, wi h only 2.2% a ia ion, al hough
we mus ake in conside a ion ha ou model was no
p in ed, a ac ha migh ha e con ibu ed o he lowe
disc epancy epo ed.
The design o 3D models and 3D p in ing ha e been
de eloped o di e en medical pu poses, s eng hened
by he g ow h o imaging echniques and so wa e o
he acquisi ion, p ocessing and segmen a ion o he
image in Radiology, especially applied o CT and MRI
[14].
The cons uc ion o 3D models ha combine ascu-
la and bilia y ana omy, using di e en imaging ech-
niques, espec i ely CT and MRI, will p edic ably
con ibu e o a mo e igo ous planning o complex
li e su ge ies, such as hepa ic esec ion, li ing-dono
ansplan a ion o , as in he p esen case, bilia y econ-
s uc ion su ge y. In hepa obilia y su ge y, ana omical
a ia ions a e he no m ins ead o he excep ion, and
su gical mishaps can ha e se ious consequences.
The e is scien i ic e idence ha suppo s he bene i s
o 3D models in clinical p ac ice, wi h educed su gi-
cal ime, and subsequen ly anes he ic ime; educ ion
in he numbe and se e i y o complica ions, educed
hospi aliza ion ime and, in u n, lowe cos s wi h each
pa ien ; imp o emen in he p ecision o su ge ies by
be e p eope a i e planning, esul ing in be e ou -
come; echnical imp o emen h ough he possibili y o
simula ion wi h app op ia e models and also imp o ed
communica ion be ween heal hca e p o essionals and
pa ien s and amily membe s [14–19].
Resea ch on 3D gene a ed models in bilia y pa hol-
ogy is s ill limi ed, wi h only a ew cases epo ed in he
li e a u e and no la ge-scale s udies o accu a ely assess
i s ue clinical alue. Howe e , ou 3D model was con-
side ed o be o g ea alue o su gical planning.
Ou 3D model eplica es ana omical s uc u es and
pa hology wi h high accu acy, wi h only 2.2% a ia ion
be ween STL,CT and MRI measu emen s.
A 3D p in ed model could no be ob ained as we do
no ye possess he adequa e p in ing equipmen in ou
ins i u ion. Howe e , i is he au ho s opinion ha he
added alue o a p in ed model would no be signi i-
can , in his case. Fu he mo e, he de elopmen and
a ailabili y o new i ual eali y echnologies in he
nea u u e may limi he need o p in ed models, in
some ins ances.
We belie e ha 3D models o he bilia y ac can
become aluable ools in daily su gical p ac ice. In he
cu en medical landscape, whe e a “one size i s all”
app oach is inc easingly ou da ed, hese ools can help
ake in o conside a ion pa ien -speci ic needs and p o-
ide a much mo e pe sonalized app oach o hepa obil-
ia y in e en ions.
Abb e ia ions
3D: Th ee-dimensional; ALP: Alkaline phospha ase; ALT: Alanine amino ans-
e ase; AST: Aspa a e amino ans e ase; CT: Compu ed omog aphy; GGT
: Gamma-glu amyl ans e ase; MRCP: Magne ic esonance cholangiopan-
c ea og aphy; MRI: Magne ic esonance imaging; PSC: P ima y scle osing
cholangi is; STL: S anda d essella ion language.
Page 9 o 9
Pe ei adaSil ae al. BMC Med Imaging (2020) 20:120
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Acknowledgemen s
The au ho s would like o acknowledge “Expe 3D—Comp ehensi e T ans-
e sal P og amme in Medical Image Pos P ocessing: 3D P in sing and A i icial
In elligence” and hank co-di ec o s D . Josep Munue a and A nau Valls o
hei excellen eaching cou se.
Au ho s’ con ibu ions
NPS: p ojec de elopmen , da a collec ion and managemen , manusc ip
w i ing, image segmen a ion and pos -p ocessing. IA: p ojec de elopmen ,
da a collec ion and managemen , manusc ip w i ing, image segmen a ion
and pos -p ocessing. MS: clinical and su gical managemen . LF: clinical and
su gical managemen . HA: clinical and su gical managemen , manusc ip
edi ing, p ojec de elopmen . PD: manusc ip edi ing, p ojec de elopmen .
All au ho s ead and app o ed he inal manusc ip .
Funding
This publica ion was unded by Cen o Hospi ala e Uni e si á io de Coimb a.
A ailabili y o da a and ma e ials
The da ase s used and/o analysed du ing he cu en s udy a e a ailable om
he co esponding au ho on easonable eques .
E hics app o al and consen o pa icipa e
No applicable.
Consen o publica ion
W i en in o med consen was ob ained om he pa ien o publica ion o
his case epo and any accompanying images. A copy o he w i en consen
is a ailable o e iew by he Edi o o his jou nal.
Compe ing in e es s
The au ho s decla e ha hey ha e no compe ing in e es s.
Au ho de ails
1 Medical Imaging Depa men , Coimb a Uni e si y Hospi al Cen e , P ace a
P o . Mo a Pin o, 3000-075 Coimb a, Po ugal. 2 Depa men o Su ge y,
Coimb a Uni e si y Hospi al Cen e , P ace a P o . Mo a Pin o, 3000-075 Coim-
b a, Po ugal. 3 Facul y o Medicine, Uni e si y o Coimb a, Rua La ga,
3004-504 Coimb a, Po ugal. 4 Uni e si y o Coimb a, Coimb a Ins i u e
o Clinical and Biomedical Resea ch (iCBR), Rua La ga, 3004-504 Coimb a,
Po ugal. 5 Uni e si y o Coimb a, Cen e o Inno a i e Biomedicine and Bio-
echnology (CIBB), Rua La ga, 3004-504 Coimb a, Po ugal.
Recei ed: 30 June 2020 Accep ed: 13 Oc obe 2020
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Publishe ’s No e
Sp inge Na u e emains neu al wi h ega d o ju isdic ional claims in pub-
lished maps and ins i u ional a ilia ions.