Background: Gene expression assays are increasingly used for decision-making regarding adjuvant chemotherapy in patients with hormone receptor-positive, HER2-negative breast cancer. There are some clinical situations in which there is also a need for better prognostic and predictive markers to better estimate the amount of benefit from adjuvant radiotherapy. The rising availability of gene expression analyses prompts the question whether their results can also be used to guide clinical decisions regarding adjuvant radiation. Summary: Multiple studies suggest a correlation between results from gene expression assays and locoregional recurrence rates. Only few publications addressed the predictive value of results from gene expression analysis for the role of adjuvant radiotherapy in different settings. Key Messages: To date, the available evidence on the possible predictive value of gene expression assays for radiotherapy does not support their inclusion into the decision-making process for adjuvant radiation. This is due to methodological weaknesses and limitations regarding patient selection, the nonrandomized design of all studies in terms of radiotherapy use, and limited availability of tissue from prospective trials. Thus, utilization of the present knowledge for clinical indication of radiotherapy should be very cautious.

1.
Perou
CM
,
Sørlie
T
,
Eisen
MB
,
van de Rijn
M
,
Jeffrey
SS
,
Rees
CA
, et al.
Molecular portraits of human breast tumours
.
Nature
.
2000
Aug
;
406
(
6797
):
747
52
.
[PubMed]
0028-0836
2.
Sørlie
T
,
Perou
CM
,
Tibshirani
R
,
Aas
T
,
Geisler
S
,
Johnsen
H
, et al.
Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications
.
Proc Natl Acad Sci USA
.
2001
Sep
;
98
(
19
):
10869
74
.
[PubMed]
0027-8424
3.
Fan
C
,
Oh
DS
,
Wessels
L
,
Weigelt
B
,
Nuyten
DS
,
Nobel
AB
, et al.
Concordance among gene-expression-based predictors for breast cancer
.
N Engl J Med
.
2006
Aug
;
355
(
6
):
560
9
.
[PubMed]
0028-4793
4.
Prat
A
,
Parker
JS
,
Fan
C
,
Cheang
MC
,
Miller
LD
,
Bergh
J
, et al.
Concordance among gene expression-based predictors for ER-positive breast cancer treated with adjuvant tamoxifen
.
Ann Oncol
.
2012
Nov
;
23
(
11
):
2866
73
.
[PubMed]
0923-7534
5.
Cardoso
F
,
van’t Veer
LJ
,
Bogaerts
J
,
Slaets
L
,
Viale
G
,
Delaloge
S
, et al.;
MINDACT Investigators
.
70-Gene Signature as an Aid to Treatment Decisions in Early-Stage Breast Cancer
.
N Engl J Med
.
2016
Aug
;
375
(
8
):
717
29
.
[PubMed]
0028-4793
6.
Sparano
JA
,
Gray
RJ
,
Makower
DF
,
Pritchard
KI
,
Albain
KS
,
Hayes
DF
, et al.
Adjuvant Chemotherapy Guided by a 21-Gene Expression Assay in Breast Cancer
.
N Engl J Med
.
2018
Jul
;
379
(
2
):
111
21
.
[PubMed]
0028-4793
7.
Abdel-Rahman
O
.
Impact of postmastectomy radiotherapy on the outcomes of breast cancer patients with T1-2 N1 disease : an individual patient data analysis of three clinical trials
.
Strahlenther Onkol
.
2019
Apr
;
195
(
4
):
297
305
.
[PubMed]
0179-7158
8.
Wenz
F
,
Budach
W
.
Personalized radiotherapy for invasive breast cancer in 2017 : national S3 guidelines and DEGRO and AGO recommendations
.
Strahlenther Onkol
.
2017
Aug
;
193
(
8
):
601
3
.
[PubMed]
0179-7158
9.
Corradini
S
,
Ballhausen
H
,
Weingandt
H
,
Freislederer
P
,
Schönecker
S
,
Niyazi
M
, et al.
Left-sided breast cancer and risks of secondary lung cancer and ischemic heart disease : effects of modern radiotherapy techniques
.
Strahlenther Onkol
.
2018
Mar
;
194
(
3
):
196
205
.
[PubMed]
0179-7158
10.
Piroth
MD
,
Baumann
R
,
Budach
W
,
Dunst
J
,
Feyer
P
,
Fietkau
R
, et al.
Heart toxicity from breast cancer radiotherapy : current findings, assessment, and prevention
.
Strahlenther Onkol
.
2018
Oct
;
88
:
1659
12
.
[PubMed]
0179-7158
11.
Strouthos
I
,
Chatzikonstantinou
G
,
Tselis
N
,
Bon
D
,
Karagiannis
E
,
Zoga
E
, et al.
Photobiomodulation therapy for the management of radiation-induced dermatitis : A single-institution experience of adjuvant radiotherapy in breast cancer patients after breast conserving surgery
.
Strahlenther Onkol
.
2017
Jun
;
193
(
6
):
491
8
.
[PubMed]
0179-7158
12.
Vasiljevic
D
,
Arnold
C
,
Neuman
D
,
Fink
K
,
Popovscaia
M
,
Kvitsaridze
I
, et al.
Occurrence of pneumonitis following radiotherapy of breast cancer - A prospective study
.
Strahlenther Onkol
.
2018
Jun
;
194
(
6
):
520
32
.
[PubMed]
0179-7158
13.
Krug
D
,
Baumann
R
,
Budach
W
,
Dunst
J
,
Feyer
P
,
Fietkau
R
, et al.;
Breast cancer expert panel of the German Society of Radiation Oncology (DEGRO)
.
Current controversies in radiotherapy for breast cancer
.
Radiat Oncol
.
2017
Jan
;
12
(
1
):
25
.
[PubMed]
1748-717X
14.
Sautter-Bihl
ML
,
Sedlmayer
F
,
Budach
W
,
Dunst
J
,
Feyer
P
,
Fietkau
R
, et al.;
Breast Cancer Expert Panel of the German Society of Radiation Oncology (DEGRO)
.
DEGRO practical guidelines: radiotherapy of breast cancer III—radiotherapy of the lymphatic pathways
.
Strahlenther Onkol
.
2014
Apr
;
190
(
4
):
342
51
.
[PubMed]
0179-7158
15.
Wenz
F
,
Sperk
E
,
Budach
W
,
Dunst
J
,
Feyer
P
,
Fietkau
R
, et al.;
Breast Cancer Expert Panel of the German Society of Radiation Oncology (DEGRO)
.
DEGRO practical guidelines for radiotherapy of breast cancer IV: radiotherapy following mastectomy for invasive breast cancer
.
Strahlenther Onkol
.
2014
Aug
;
190
(
8
):
705
14
.
[PubMed]
0179-7158
16.
Braunstein
LZ
,
Taghian
AG
.
Molecular Phenotype, Multigene Assays, and the Locoregional Management of Breast Cancer
.
Semin Radiat Oncol
.
2016
Jan
;
26
(
1
):
9
16
.
[PubMed]
1053-4296
17.
Kreike
B
,
Halfwerk
H
,
Kristel
P
,
Glas
A
,
Peterse
H
,
Bartelink
H
, et al.
Gene expression profiles of primary breast carcinomas from patients at high risk for local recurrence after breast-conserving therapy
.
Clin Cancer Res
.
2006
Oct
;
12
(
19
):
5705
12
.
[PubMed]
1078-0432
18.
Servant
N
,
Bollet
MA
,
Halfwerk
H
,
Bleakley
K
,
Kreike
B
,
Jacob
L
, et al.
Search for a gene expression signature of breast cancer local recurrence in young women
.
Clin Cancer Res
.
2012
Mar
;
18
(
6
):
1704
15
.
[PubMed]
1078-0432
19.
Sjöström
M
,
Chang
SL
,
Fishbane
N
,
Davicioni
E
,
Zhao
SG
,
Hartman
L
, et al.
Clinicogenomic Radiotherapy Classifier Predicting the Need for Intensified Locoregional Treatment After Breast-Conserving Surgery for Early-Stage Breast Cancer
.
J Clin Oncol
.
2019
Dec
;
37
(
35
):
3340
9
.
[PubMed]
0732-183X
20.
Torres-Roca
JF
,
Fulp
WJ
,
Caudell
JJ
,
Servant
N
,
Bollet
MA
,
van de Vijver
M
, et al.
Integration of a Radiosensitivity Molecular Signature Into the Assessment of Local Recurrence Risk in Breast Cancer
.
Int J Radiat Oncol Biol Phys
.
2015
Nov
;
93
(
3
):
631
8
.
[PubMed]
0360-3016
21.
Tramm
T
,
Mohammed
H
,
Myhre
S
,
Kyndi
M
,
Alsner
J
,
Børresen-Dale
AL
, et al.
Development and validation of a gene profile predicting benefit of postmastectomy radiotherapy in patients with high-risk breast cancer: a study of gene expression in the DBCG82bc cohort
.
Clin Cancer Res
.
2014
Oct
;
20
(
20
):
5272
80
.
[PubMed]
1078-0432
22.
Krug
D
,
Baumann
R
,
Budach
W
,
Dunst
J
,
Feyer
P
,
Fietkau
R
, et al.;
Breast Cancer Expert Panel of the German Society of Radiation Oncology (DEGRO)
.
Neoadjuvant chemotherapy for breast cancer-background for the indication of locoregional treatment
.
Strahlenther Onkol
.
2018
Sep
;
194
(
9
):
797
805
.
[PubMed]
0179-7158
23.
Paik
S
,
Shak
S
,
Tang
G
,
Kim
C
,
Baker
J
,
Cronin
M
, et al.
A multigene assay to predict recurrence of tamoxifen-treated, node-negative breast cancer
.
N Engl J Med
.
2004
Dec
;
351
(
27
):
2817
26
.
[PubMed]
0028-4793
24.
Parker
JS
,
Mullins
M
,
Cheang
MC
,
Leung
S
,
Voduc
D
,
Vickery
T
, et al.
Supervised risk predictor of breast cancer based on intrinsic subtypes
.
J Clin Oncol
.
2009
Mar
;
27
(
8
):
1160
7
.
[PubMed]
0732-183X
25.
Albain
KS
,
Barlow
WE
,
Shak
S
,
Hortobagyi
GN
,
Livingston
RB
,
Yeh
IT
, et al.;
Breast Cancer Intergroup of North America
.
Prognostic and predictive value of the 21-gene recurrence score assay in postmenopausal women with node-positive, oestrogen-receptor-positive breast cancer on chemotherapy: a retrospective analysis of a randomised trial
.
Lancet Oncol
.
2010
Jan
;
11
(
1
):
55
65
.
[PubMed]
1470-2045
26.
Dowsett
M
,
Cuzick
J
,
Wale
C
,
Forbes
J
,
Mallon
EA
,
Salter
J
, et al.
Prediction of risk of distant recurrence using the 21-gene recurrence score in node-negative and node-positive postmenopausal patients with breast cancer treated with anastrozole or tamoxifen: a TransATAC study
.
J Clin Oncol
.
2010
Apr
;
28
(
11
):
1829
34
.
[PubMed]
0732-183X
27.
Sparano
JA
,
Gray
RJ
,
Makower
DF
,
Pritchard
KI
,
Albain
KS
,
Hayes
DF
, et al.
Prospective Validation of a 21-Gene Expression Assay in Breast Cancer
.
N Engl J Med
.
2015
Nov
;
373
(
21
):
2005
14
.
[PubMed]
0028-4793
28.
Dowsett
M
,
Sestak
I
,
Lopez-Knowles
E
,
Sidhu
K
,
Dunbier
AK
,
Cowens
JW
, et al.
Comparison of PAM50 risk of recurrence score with oncotype DX and IHC4 for predicting risk of distant recurrence after endocrine therapy
.
J Clin Oncol
.
2013
Aug
;
31
(
22
):
2783
90
.
[PubMed]
0732-183X
29.
Gnant
M
,
Filipits
M
,
Greil
R
,
Stoeger
H
,
Rudas
M
,
Bago-Horvath
Z
, et al.;
Austrian Breast and Colorectal Cancer Study Group
.
Predicting distant recurrence in receptor-positive breast cancer patients with limited clinicopathological risk: using the PAM50 Risk of Recurrence score in 1478 postmenopausal patients of the ABCSG-8 trial treated with adjuvant endocrine therapy alone
.
Ann Oncol
.
2014
Feb
;
25
(
2
):
339
45
.
[PubMed]
0923-7534
30.
Gnant
M
,
Sestak
I
,
Filipits
M
,
Dowsett
M
,
Balic
M
,
Lopez-Knowles
E
, et al.
Identifying clinically relevant prognostic subgroups of postmenopausal women with node-positive hormone receptor-positive early-stage breast cancer treated with endocrine therapy: a combined analysis of ABCSG-8 and ATAC using the PAM50 risk of recurrence score and intrinsic subtype
.
Ann Oncol
.
2015
Aug
;
26
(
8
):
1685
91
.
[PubMed]
0923-7534
31.
Sinn
P
,
Aulmann
S
,
Wirtz
R
,
Schott
S
,
Marmé
F
,
Varga
Z
, et al.
Multigene Assays for Classification, Prognosis, and Prediction in Breast Cancer: a Critical Review on the Background and Clinical Utility
.
Geburtshilfe Frauenheilkd
.
2013
Sep
;
73
(
9
):
932
40
.
[PubMed]
0016-5751
32.
Filipits
M
,
Rudas
M
,
Jakesz
R
,
Dubsky
P
,
Fitzal
F
,
Singer
CF
, et al.;
EP Investigators
.
A new molecular predictor of distant recurrence in ER-positive, HER2-negative breast cancer adds independent information to conventional clinical risk factors
.
Clin Cancer Res
.
2011
Sep
;
17
(
18
):
6012
20
.
[PubMed]
1078-0432
33.
van de Vijver
MJ
,
He
YD
,
van’t Veer
LJ
,
Dai
H
,
Hart
AA
,
Voskuil
DW
, et al.
A gene-expression signature as a predictor of survival in breast cancer
.
N Engl J Med
.
2002
Dec
;
347
(
25
):
1999
2009
.
[PubMed]
0028-4793
34.
Bueno-de-Mesquita
JM
,
van Harten
WH
,
Retel
VP
,
van ’t Veer
LJ
,
van Dam
FS
,
Karsenberg
K
, et al.
Use of 70-gene signature to predict prognosis of patients with node-negative breast cancer: a prospective community-based feasibility study (RASTER)
.
Lancet Oncol
.
2007
Dec
;
8
(
12
):
1079
87
.
[PubMed]
1470-2045
35.
Knauer M, Mook S, Rutgers EJ, Bender RA, Hauptmann M, van de Vijver MJ, et al. The predictive value of the 70-gene signature for adjuvant chemotherapy in early breast cancer. Breast Cancer Res Treat. 2010 Apr;120(3):655–61.
36.
Mamounas
EP
,
Tang
G
,
Fisher
B
,
Paik
S
,
Shak
S
,
Costantino
JP
, et al.
Association between the 21-gene recurrence score assay and risk of locoregional recurrence in node-negative, estrogen receptor-positive breast cancer: results from NSABP B-14 and NSABP B-20
.
J Clin Oncol
.
2010
Apr
;
28
(
10
):
1677
83
.
[PubMed]
0732-183X
37.
Mamounas
EP
,
Liu
Q
,
Paik
S
,
Baehner
FL
,
Tang
G
,
Jeong
JH
, et al.
21-Gene Recurrence Score and Locoregional Recurrence in Node-Positive/ER-Positive Breast Cancer Treated With Chemo-Endocrine Therapy
.
J Natl Cancer Inst
.
2017
Jan
;
109
(
4
):
djw259
8
.
[PubMed]
0027-8874
38.
Solin
LJ
,
Gray
R
,
Goldstein
LJ
,
Recht
A
,
Baehner
FL
,
Shak
S
, et al.
Prognostic value of biologic subtype and the 21-gene recurrence score relative to local recurrence after breast conservation treatment with radiation for early stage breast carcinoma: results from the Eastern Cooperative Oncology Group E2197 study
.
Breast Cancer Res Treat
.
2012
Jul
;
134
(
2
):
683
92
.
[PubMed]
0167-6806
39.
Turashvili
G
,
Chou
JF
,
Brogi
E
,
Morrow
M
,
Dickler
M
,
Norton
L
, et al.
21-Gene recurrence score and locoregional recurrence in lymph node-negative, estrogen receptor-positive breast cancer
.
Breast Cancer Res Treat
.
2017
Nov
;
166
(
1
):
69
76
.
[PubMed]
0167-6806
40.
Turashvili
G
,
Brogi
E
,
Morrow
M
,
Dickler
M
,
Norton
L
,
Hudis
C
, et al.
Breast carcinoma with 21-gene recurrence score lower than 18: rate of locoregional recurrence in a large series with clinical follow-up
.
BMC Cancer
.
2018
Jan
;
18
(
1
):
42
.
[PubMed]
1471-2407
41.
Jegadeesh
NK
,
Kim
S
,
Prabhu
RS
,
Oprea
GM
,
Yu
DS
,
Godette
KG
, et al.
The 21-gene recurrence score and locoregional recurrence in breast cancer patients
.
Ann Surg Oncol
.
2015
Apr
;
22
(
4
):
1088
94
.
[PubMed]
1068-9265
42.
Jayasekera
J
,
Schechter
CB
,
Sparano
JA
,
Jagsi
R
,
White
J
,
Chapman
JW
, et al.;
CISNET-BOLD Collaborative Group
.
Effects of Radiotherapy in Early-Stage, Low-Recurrence Risk, Hormone-Sensitive Breast Cancer
.
J Natl Cancer Inst
.
2018
Dec
;
110
(
12
):
1370
9
.
[PubMed]
0027-8874
43.
Fitzal
F
,
Filipits
M
,
Fesl
C
,
Rudas
M
,
Dubsky
PC
,
Bartsch
R
, et al.
Predicting local recurrence using PAM50 in postmenopausal endocrine responsive breast cancer patients
.
J Clin Oncol
.
2014
May
;
32
15_suppl
:
1008
. 0732-183X
44.
Ole Eriksen
J
,
Jensen
MB
,
Laenkholm
A-V
,
Kibøll
T
,
Bruun Rasmussen
B
,
Knoop
AS
, et al.
: Abstract P2-08-10: Validation of prediction of local recurrence (LR) by Prosigna® (PAM50) in a Danish breast cancer cooperative group (DBCG) cohort of hormone receptor positive (HR+), postmenopausal early breast cancer (EBC) patients allocated to 5yr of endocrine therapy (ET). Cancer Research
2016
Feb 18;76:P2–08–10–P2–08–10.
45.
Fitzal
F
,
Filipits
M
,
Rudas
M
,
Greil
R
,
Dietze
O
,
Samonigg
H
, et al.
The genomic expression test EndoPredict is a prognostic tool for identifying risk of local recurrence in postmenopausal endocrine receptor-positive, her2neu-negative breast cancer patients randomised within the prospective ABCSG 8 trial
.
Br J Cancer
.
2015
Apr
;
112
(
8
):
1405
10
.
[PubMed]
0007-0920
46.
Drukker
CA
,
Elias
SG
,
Nijenhuis
MV
,
Wesseling
J
,
Bartelink
H
,
Elkhuizen
P
, et al.
Gene expression profiling to predict the risk of locoregional recurrence in breast cancer: a pooled analysis
.
Breast Cancer Res Treat
.
2014
Dec
;
148
(
3
):
599
613
.
[PubMed]
0167-6806
47.
Fastner
G
,
Sedlmayer
F
,
Widder
J
,
Metz
M
,
Geinitz
H
,
Kapp
K
, et al.
Antihormones with or without irradiation in breast cancer: 10-year results of the ABCSG 8A trial
.
Radiother Oncol
.
2019
;
133
:
OC–0270
. 0167-8140
48.
Dong
Y
,
Zhang
WW
,
Wang
J
,
Sun
JY
,
He
ZY
,
Wu
SG
.
The 21-gene recurrence score and effects of adjuvant radiotherapy after breast conserving surgery in early-stage breast cancer
.
Future Oncol
.
2019
May
;
15
(
14
):
1629
39
.
[PubMed]
1479-6694
49.
Goodman CR, Seagle BL, Kocherginsky M, Donnelly ED, Shahabi S, Strauss JB. 21-Gene Recurrence Score Assay Predicts Benefit of Post-Mastectomy Radiotherapy in T1-2 N1 Breast Cancer. Clin Cancer Res. 2018 Aug;24(16):3878–3887.
50.
Zhang
WW
,
Tong
Q
,
Sun
JY
,
Hua
X
,
Long
ZQ
,
Deng
JP
, et al.
21-Gene Recurrence Score Assay Could Not Predict Benefit of Post-mastectomy Radiotherapy in T1-2 N1mic ER-Positive HER2-Negative Breast Cancer
.
Front Oncol
.
2019
Apr
;
9
:
270
.
[PubMed]
2234-943X
51.
Mamtani
A
,
Patil
S
,
Stempel
M
,
Morrow
M
.
Axillary Micrometastases and Isolated Tumor Cells Are Not an Indication for Post-mastectomy Radiotherapy in Stage 1 and 2 Breast Cancer
.
Ann Surg Oncol
.
2017
Apr
;
23
:
561
7
.1068-9265
52.
Wu
SP
,
Tam
M
,
Shaikh
F
,
Lee
A
,
Chun
J
,
Schnabel
F
, et al.
Post-mastectomy Radiation Therapy in Breast Cancer Patients with Nodal Micrometastases
.
Ann Surg Oncol
.
2018
Sep
;
25
(
9
):
2620
31
.
[PubMed]
1068-9265
Copyright / Drug Dosage / Disclaimer
Copyright: All rights reserved. No part of this publication may be translated into other languages, reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, microcopying, or by any information storage and retrieval system, without permission in writing from the publisher.
Drug Dosage: The authors and the publisher have exerted every effort to ensure that drug selection and dosage set forth in this text are in accord with current recommendations and practice at the time of publication. However, in view of ongoing research, changes in government regulations, and the constant flow of information relating to drug therapy and drug reactions, the reader is urged to check the package insert for each drug for any changes in indications and dosage and for added warnings and precautions. This is particularly important when the recommended agent is a new and/or infrequently employed drug.
Disclaimer: The statements, opinions and data contained in this publication are solely those of the individual authors and contributors and not of the publishers and the editor(s). The appearance of advertisements or/and product references in the publication is not a warranty, endorsement, or approval of the products or services advertised or of their effectiveness, quality or safety. The publisher and the editor(s) disclaim responsibility for any injury to persons or property resulting from any ideas, methods, instructions or products referred to in the content or advertisements.
You do not currently have access to this content.