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Erschienen in: Strahlentherapie und Onkologie 6/2021

Open Access 05.05.2021 | Original Article

New clinical data on human spinal cord re-irradiation tolerance

verfasst von: Hiroshi Doi, MD, PhD, Keisuke Tamari, MD, PhD, Ryoong-Jin Oh, MD, Carsten Nieder, MD

Erschienen in: Strahlentherapie und Onkologie | Ausgabe 6/2021

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Abstract

Purpose

To provide additional clinical data about the re-irradiation tolerance of the spinal cord.

Methods

This was a retrospective bi-institutional study of patients re-irradiated to the cervical or thoracic spinal cord with minimum follow-up of 6 months. The maximum dose (Dmax) and dose to 0.1cc (D0.1cc) were determined (magnetic resonance imaging [MRI]-defined cord) and expressed as equivalent dose in 2‑Gy fractions (EQD2) with an α/β value of 2 Gy.

Results

All 32 patients remained free from radiation myelopathy after a median follow-up of 12 months. Re-irradiation was performed after 6–97 months (median 15). In 22 cases (69%) the re-irradiation spinal cord EQD2 Dmax was higher than that of the first treatment course. Forty-eight of 64 treatment courses employed fraction sizes of 2.5 to 4 Gy to the target volume. The median cumulative spinal cord EQD2 Dmax was 80.7 Gy, minimum 61.12 Gy, maximum 114.79 Gy. The median cumulative spinal cord D0.1cc EQD2 was 76.1 Gy, minimum 61.12 Gy, maximum 95.62 Gy. Besides cumulative dose, other risk factors for myelopathy were present (single-course Dmax EQD2 ≥51 Gy in 9 patients, single-course D0.1cc EQD2 ≥51 Gy in 5 patients).

Conclusion

Even patients treated to higher cumulative doses than previously recommended, or at a considerable risk of myelopathy according to a published risk score, remained free from this complication, although one must acknowledge the potential for manifestation of damage in patients currently alive, i.e., still at risk. Individualized decisions to re-irradiate after appropriate informed consent are an acceptable strategy, including scenarios where low re-irradiation doses to the spinal cord would compromise target coverage and tumor control probability to an unacceptable degree.

Introduction

Experimental animal data have suggested that spinal cord re-irradiation is a feasible approach [1, 2]. In clinical practice, several treatment planning and delivery techniques allow for sparing of the spinal cord [38]. However, it is not always possible to avoid limited re-irradiation doses, and sometimes high-dose re-irradiation is the only treatment option [9]. A simple method for calculating re-irradiation tolerance is to assume time-dependent recovery (25% after 6 months, 50% after 12 months), resulting in tolerance doses of 125% and 150%, respectively [10]. For example, an initial treatment course that resulted in an equivalent spinal cord dose (EQD2) close to 50 Gy in 2‑Gy fractions may be supplemented by a second course with spinal cord EQD2 of 25 Gy in 2‑Gy fractions 18 months later, i.e., 50% of the tolerance dose in the first-line setting. For occasional patients, such limited re-irradiation doses are not sufficient to achieve the desired outcome in terms of efficacy or local control [11]. A myelopathy risk score has been developed to inform treatment planning decisions under these special circumstances. The development cohort included 40 individual patients from eight different publications, and 11 of these patients had developed radiation myelopathy [12]. Later, 38 additional patients treated by the authors of that report or published in four different other publications were studied [13]. The risk score based on three variables (cumulative equivalent dose, highest equivalent dose of all treatment series in a particular individual, and time interval between first and second course), which discriminates three different risk groups, did not require modification after evaluation of these 38 new patients. Still <5% of the patients in the low-risk group had developed radiation myelopathy. A recent publication from Japan (74 patients) has provided additional clinical data [14]. In the present bi-institutional study, all Japanese data fulfilling certain eligibility criteria were pooled with new data collected by the first author of the risk score in order to confirm the safety of the previous recommendations. Neither institution has encountered any case of re-irradiation myelopathy in the cervical or thoracic spine so far.

Materials and methods

For the present retrospective study, the Japanese authors provided expanded individual patient data that originated from their previous publication [14]. The Norwegian data, which have not been published previously, were extracted and converted to EQD2 according to the same methods. The Institutional Review Board at Miyakojima IGRT clinic approved the study. Only patients who were followed for at least 6 months from re-irradiation to the cervical or thoracic spinal cord were eligible. The follow-up information, e.g., clinical symptoms of radiation myelopathy, was obtained from the institutional electronic patient records. Re-irradiation was performed in the time period between 2007 and 2018, with different treatment planning systems and linear accelerators in use. Image guidance, e.g., cone beam computed tomography (CBCT), was not mandatory. Fractionation and total dose were at the discretion of the treating team of radiation oncologists and physicists. Spinal cord EQD2 was calculated according to the linear-quadratic model with an α/β value of 2 Gy [15, 16], based on the dose–volume histograms of the three-dimensional treatment plans where the true spinal cord had been contoured, as opposed to surrogate structures such as the spinal canal. Both maximum dose (Dmax) and dose to 0.1 cc (D0.1cc) of the re-irradiated spinal cord were tabulated. In case of two-dimensional treatment techniques, spinal cord doses were reconstructed on fused computed tomography (CT) and magnetic resonance imaging (MRI) scans. Coregistered treatment planning scans from the first and second courses were used to assess the cumulative doses in the overlapping region. The risk score was calculated as described previously [12, 13] (displayed in Table 1).
Table 1
Risk factors for radiation myelopathy after re-irradiation
Risk factor
Characteristic
Points
Time interval
 <6 months
4.5
≥6 months
0
EQD2 for first or second course
≥51 Gy
4.5
EQD2 for both courses
<51 Gy
0
Cumulative EQD2, both courses
  60.1–65 Gy
1
  65.1–70 Gy
2
  70.1–75 Gy
3
  75.1–80 Gy
4
  80.1–85 Gy
5
  85.1–90 Gy
6
EQD2 equivalent dose in 2‑Gy fractions. For doses >90 Gy the same principle of adding one point per dose interval applies. Low risk: point sum 0‑3, intermediate risk: point sum 4–6, high risk: point sum >6.

Results

Sixteen adult patients received re-irradiation at the Norwegian center and 16 at the Japanese center. All 32 patients were re-irradiated to the cervical or thoracic spinal cord and were followed for at least 6 months from re-irradiation (median 12 months, maximum 90 months), Table 2. The median age was 60.5 years. Twenty-four patients (75%) were re-irradiated for bone metastases (diagnosis code C79.5). Other indications included multiple myeloma, leptomeningeal spinal metastases, and intrathoracic primary tumors, among others. The most common primary tumors were lung cancer (C34.9) in 10 patients (31%), hepatic cancer (19%), and kidney cancer (12.5%). Re-irradiation was performed after 6–97 months (median 15). The cervical cord was re-irradiated in 9 patients (28%), including those with treatment of the cervicothoracic region such as level C7-Th2. A single vertebra was re-irradiated in 12 patients (37.5%), two in 9 patients (28%), and three or more in 11 patients (34%).
Table 2
Patient characteristics (1–16 Norway, 17–32 Japan)
Number
Gender
Follow-up (months)
Aged
(years)
Primary tumor
Interval to reRT (months)
Secondary diagnosis
Treated region
Dose per fraction (Gy), number of fractions
Technique
Spinal cord Dmax
Spinal cord D0.1cc
EQD2 Dmax (Gy)
EQD2 D0.1cc (Gy)
Cumulative EQD2 Dmax (Gy)
Cumulative EQD2 D0.1cc (Gy)
Risk score (points)
Risk group
 1
Female
53
C54.2
C79.5
Th11/12
3 × 13
3‑D conformal
101%
101%
49.53
49.53
 81.26
81.26
5
 9
16
Th11/12
3 × 10
2‑D dose reconstructed
 90%
 90%
31.73
31.73
Intermediate
 2
Male
65
C18.9
C79.5
Th12-L2
3.5 × 10
2‑D dose reconstructed
 87%
 87%
38.41
38.41
 68.49
68.49
2
11
14
Th12-L2
3 × 10
2‑D dose reconstructed
 87%
 87%
30.08
30.08
Low
 3
Male
54
C64.9
C79.5
Th4‑6
3 × 10
2‑D dose reconstructed
 89%
 89%
31.17
31.17
 62.34
62.34
1
48
18
Th4‑6
3 × 10
2‑D dose reconstructed
 89%
 89%
31.17
31.17
Low
 4
Female
67
C25.9
C77.2
Paraaortic nodes (Th 12)
2.5 × 15
2‑D dose reconstructed
 98%
 98%
40.88
40.88
 73.16
73.16
3
 6
10
Paravertebral (Th12)
3 × 10
3‑D conformal
 91%
 91%
32.28
32.28
Low
 5
Female
53
C34.9
Mediastinum (Th12)
2.8 × 15
3‑D conformal
 93%
 93%
44.96
44.96
 78.96
78.96
4
 6
 6
C79.3
Th12-S2
4 × 7
2‑D dose reconstructed
 88%
 88%
34.00
34.00
Intermediate
 6
Female
64
C34.9
Right lung (Th5-8)
8.5 × 2
2‑D dose reconstructed
 95%
 95%
40.68
40.68
 61.12
61.12
1
11
 9
Right lung (Th5-8)
2.8 × 15
3‑D conformal
 55%
 55%
20.44
20.44
Low
 7
Male
55
C34.9
C79.5
C5‑7
2 × 15 + SIB 0.7 × 15
3‑D conformal
 97%a
 97%
28.66
28.66
 61.50
61.50
1
24
 8
C5‑7
3 × 10
2‑D dose reconstructed
 92%
 92%
32.84
32.84
Low
 8
Female
61
C04.9
C79.5
C2‑5
8 × 1
2‑D dose reconstructed
 99%
 99%
19.64
19.64
 64.95
64.95
1
 9
26
Head & neck (C2-3)
2 × 35
3‑D conformal
 99%b
 99%
45.31
45.31
Low
 9
Male
50
C15.5
C77.1
Mediastinum
3 × 10
3‑D conformal
 85%
 85%
29.01
29.01
 63.72
63.72
1
14
32
Esophagus (Th6-7)
2 × 25
3‑D conformal
 78%
 78%
34.71
34.71
Low
10
Male
81
C34.9
C79.5
Th5‑8
2.8 × 7
2‑D dose reconstructed
 92%
 92%
20.63
20.63
 72.64
72.64
7.5
50
20
Mediastinum
2.8 × 15
3‑D conformal
102%
102%
52.01
52.01
High
11
Female
54
C50.9
C79.5
Th11-L1
4 × 5
2‑D dose reconstructed
101%
101%
30.50
30.50
 67.40
67.40
2
10
13
Th11-L1
3 × 10
2‑D dose reconstructed
 99%
 99%
36.90
36.90
Low
12
Female
68
C90.0
Th6-10
2.8 × 10
2‑D dose reconstructed
 96%
 96%
31.50
31.50
 67.81
67.81
2
 8
12
Th8-10
3 × 10
2‑D dose reconstructed
 98%
 98%
36.31
36.31
Low
13
Male
58
C34.9
C77.1
Mediastinum (Th7-8)
2 × 15 + boost 2.5 × 3
3‑D conformal
 97%c
 97%
33.15
33.15
 68.77
68.77
2
 7
 8
Mediastinum
2.8 × 15
3‑D conformal
 80%
 80%
35.62
35.62
Low
14
Female
55
C50.9
C79.5
C6-Th4
3 × 10
2‑D dose reconstructed
 98%
 98%
36.31
36.31
 74.41
74.41
3
57
27
C7-Th5
3 × 10
2‑D dose reconstructed
101%
101%
38.10
38.10
Low
15
Male
82
C90.0
C7-Th2
3 × 10
3‑D conformal
101%
101%
38.10
38.10
 73.82
73.82
3
16
50
C6-Th3
3 × 10
2‑D dose reconstructed
 97%
 97%
35.72
35.72
Low
16
Male
73
C34.9
Mediastinum
3 × 9
3‑D conformal
 98%
 98%
32.68
32.68
 82.76
82.76
5
 6
13
Mediastinum
1.5 × 2 (BID) x15 + boost 2 × 4
3‑D conformal
Different
Different
50.08
50.08
Intermediate
17
Male
60
C64.9
C79.5
C1‑3
2 × 20
3‑D conformal
 99%
 98%
39.40
38.81
108.86
89.21
14.5 for Dmax, 6 for D0.1cc
61
29
C2‑3
4.5 × 10
IMRT
 97%
 80%
69.46
50.40
High (Dmax), intermediate
18
Male
60
C73.9
C79.5
Th2‑6
3 × 12
Single beam
112%
112%
54.03
54.03
104.43
95.53
13.5 for Dmax, 12.5 for D0.1cc
18
97
Th3‑5
4.5 × 10
IMRT
 80%
 71%
50.40
41.50
High
19
Female
65
C34.9
C79.5
Th8
2.5 × 16
3‑D conformal
105%
105%
48.56
48.56
 80.15
74.21
5 for Dmax, 3 for D0.1cc
15
13
Th8
3 × 15
IMRT
 69%
 60%
31.59
25.65
Intermediate (Dmax), low
20
Male
82
C34.9
C79.5
Th7‑9
3 × 10
3‑D conformal
110%
109%
43.73
43.08
 91.86
82.61
7 for Dmax, 5 for D0.1cc
35
14
Th6‑7
5 × 10
IMRT
 70%
 62%
48.13
39.53
High (Dmax), intermediate
21
Female
47
C22.0
C79.5
Th7‑9
3 × 10
3‑D conformal
103%
102%
39.32
38.71
 92.31
81.41
11.5 for Dmax, 5 for D0.1cc
90
18
Th8‑9
4 × 13
IMRT
 79%
 69%
52.99
42.70
High (Dmax), intermediate
22
Male
74
C22.0
C79.5
Skull base-C4
3 × 10
3‑D conformal
 99%
 99%
36.90
36.90
 87.68
80.88
6 for Dmax, 5 for D0.1cc
 7
 7
C2
3 × 20
IMRT
 78%
 71%
50.78
43.98
Intermediate
23
Male
67
C22.0
C79.5
Th12
2 × 20
3‑D conformal
 61%
 55%
19.64
17.05
 77.17
72.15
8.5 for Dmax, 7.5 for D0.1cc
 8
12
Th12
5 × 10
IMRT
 78%
 76%
57.53
55.10
High
24
Male
82
C22.0
C79.5
C7-Th2
3 × 10
Single beam
103%
103%
39.32
39.32
 82.37
77.83
5 for Dmax, 4 for D0.1cc
12
20
Th1‑3
3 × 20
IMRT
 70%
 65%
43.05
38.51
Intermediate
25
Male
64
C34.9
C79.5
Th9-10
3 × 10
Single beam
105%
105%
40.56
40.56
114.79
95.62
15.5 for Dmax, 12.5 for D0.1cc
 8
70
Th8-10
4 × 15
IMRT
 89%
 74%
74.23
55.06
High
26
Male
43
C34.9
Mediastinum
2 × 30
3‑D conformal
 68%
 67%
34.27
33.57
 97.65
86.29
12.5 for Dmax, 10.5 for D0.1cc
20
38
C79.5
Th2
4.2 × 13
IMRT
 84%
 75%
63.38
52.72
High
27
Male
72
C22.0
C79.5
Th2‑3
2 × 23
3‑D conformal
105%
104%
49.51
48.80
 95.39
88.20
8 for Dmax, 6 for D0.1cc
12
35
Th2
3 × 20
IMRT
 73%
 66%
45.88
39.40
High (Dmax), intermediate
28
Male
57
C64.9
C79.5
C2-Th2
3 × 10
3‑D conformal
102%
102%
38.71
38.71
 87.50
79.92
6 for Dmax, 4 for D0.1cc
47
64
Th2
3 × 20
IMRT
 76%
 68%
48.79
41.21
Intermediate
29
Male
58
C15.9
C79.5
C6-Th1
3 × 10
3‑D conformal
 97%
 97%
35.72
35.72
 89.48
73.71
10.5 for Dmax, 3 for D0.1cc
 9
 9
C6-Th1
3.5 × 16
IMRT
 80%
 64%
53.76
37.99
High (Dmax), low
30
Male
57
C64.9
C79.5
C2-Th2
3 × 10
3‑D conformal
106%
105%
41.18
40.56
103.3
88.67
13.5 for Dmax, 6 for D0.1cc
41
70
C2
3.2 × 19
IMRT
 86%
 73%
62.12
48.11
High (Dmax), intermediate
31
Female
46
C20.9
C79.5
Th2‑9
2.5 × 15
3‑D conformal
104%
104%
44.85
44.85
 92.96
86.71
7 for Dmax, 6 for D0.1cc
 9
 6
Th3‑8
4 × 14
IMRT
 71%
 65%
48.11
41.86
High (Dmax), intermediate
32
Male
69
C22.1
C79.5
C2
2 × 20
3‑D conformal
102%
101%
41.21
40.60
 89.01
83.46
6 for Dmax, 5 for D0.1cc
26
 7
C2
3.3 × 18
IMRT
 73%
 68%
47.80
42.86
Intermediate
ReRT re-irradiation, SIB simultaneous integrated boost, BID two fractions per day with 6 h interval, EQD2 equivalent dose in 2‑Gy fractions, IMRT intensity-modulated radiotherapy, Dmax maximum dose
aSIB did not contribute, based on 2 Gy x 15
bonly the first 23 fractions contributed
cboost contributed less (1.67 Gy per fraction)
dat start of re-irradiation
The most common fractionation regimen was 10 fractions of 3 Gy (21 of 64 treatment courses, 33%). Forty-eight of 64 treatment courses (75%) employed fraction sizes of 2.5 to 4 Gy to the target volume. In 22 cases (69%), the re-irradiation spinal cord equivalent Dmax was higher than that of the first treatment course. In most cases, Dmax was similar to D0.1cc (difference within 5%); however, in 15 of 64 treatment courses (23%) larger differences were registered, in line with the fact that many Japanese patients received cord-sparing intensity-modulated radiotherapy (IMRT), whereas the Norwegian center utilized simpler techniques with more homogeneous doses throughout the entire spinal canal.
The median cumulative spinal cord Dmax EQD2 was 80.7 Gy, minimum 61.12 Gy, maximum 114.79 Gy. The median cumulative spinal cord D0.1cc EQD2 was 76.1 Gy, minimum 61.12 Gy, maximum 95.62 Gy. Besides cumulative dose, other risk factors were present (single-course Dmax EQD2 ≥51 Gy in 9 patients, single-course D0.1cc EQD2 ≥51 Gy in 5 patients). The risk score (Table 1) was calculated both for Dmax and D0.1cc. For Dmax, 12 patients (37.5%) were low risk, 8 (25%) intermediate risk, and 12 (37.5%) high risk. For D0.1cc, 14 patients (44%) were low risk, 13 (41%) intermediate risk, and 5 (16%) high risk.

Discussion

In contrast to previous publications that mainly included dosimetric data from the two-dimensional era without MRI-based spinal cord contouring [12, 13, 17], the present bi-institutional study attempted to assess the “true” spinal cord Dmax and D0.1cc. If the actual treatment planning did not include MRI and/or 3D dose–volume histograms, the respective plans were calculated by the authors in the context of this study. Ideally, the true dose–volume histograms would form the basis of future recommendations. Our group limited inclusion to patients re-irradiated to the cervical or thoracic spine. As already discussed by Sahgal et al. [18], the Dmax has a high degree of dose uncertainty, and therefore other dose–volume histogram parameters should also be analyzed. In a previous seminal paper, Sahgal et al. compared five cases of re-irradiation-induced myelopathy to a control group of 14 re-irradiated patients with 16 spinal segments treated [19]. In the small myelopathy cohort, the median EQD2 Dmax for the SBRT component and cumulative EQD2 were 61.7 Gy (range, 44.1–104.9 Gy) and 99.6 Gy (range, 77.2–154.9 Gy), respectively (α/β-value 2 Gy). In the cohort without myelopathy, the median EQD2 Dmax for the SBRT component and cumulative EQD2 were 12.5 Gy (range 1.9–58.7 Gy) and 52.4 Gy (range 39.1–111.2 Gy), respectively. For re-irradiation SBRT delivered in 1 to 5 fractions, Sahgal et al. have recommended that the cumulative thecal sac EQD2 Dmax should not exceed 70 Gy [19]. According to the older risk score, 75 Gy to the thecal sac would still result in a low risk of myelopathy, as long as the time interval is ≥6 months and neither of the two courses results in a single-course EQD2 ≥51 Gy [12, 13].
Both institutions reporting the present data chose to exceed previous recommendations in selected cases where the administration of lower doses to the target volume was not desirable (lack of local control) and where better cord sparing could not be achieved. Of course, such individual decisions require appropriate informed consent from the patients. Fortunately, radiation myelopathy has not been observed after re-irradiation courses that were considered intermediate or high risk according to the risk score displayed in Table 1 [12, 13]. For the low-risk group, the risk of myelopathy was indistinguishable from that of first-line radiotherapy in the previous reports (<5%) [12, 13] and zero in the present study, which thereby validates the original findings. If one puts aside the methodological differences between the previous and the present reports, and chooses to add the new intermediate-risk patients to the 8 previous patients (2/8 had radiation myelopathy for a risk of 25%), the new risk estimate would read 2/16 (based on Dmax) and 2/21 (based on D0.1cc), respectively. The resulting risks of 12.5 and 9.5%, respectively, would then appear lower than previously estimated. We feel that the new results lend support to the authors’ current clinical practice of loosening the dose constraints for spinal cord re-irradiation if lower doses cannot be achieved, despite the limited number of patients eligible for this study. Importantly, all excluded patients who died within 6 months from re-irradiation or have shorter, ongoing follow-up also remained free from myelopathy. This finding strengthens our current policy and leads us to believe that we are not gambling with patient safety. The pros and cons of a conservative, low-myelopathy-risk dose prescription and a possibly slightly more risky “prioritize local control” prescription that involves higher doses must be explained to the patients in sufficient detail. In the Japanese re-irradiation study, which also included patients with short follow-up and/or lumbosacral re-irradiation, the 3‑year local control rate was 84% [14]. This figure is in line with other results in the literature [4].
In clinical routine, different treatment planning and delivery techniques should be considered when preparing a new patient for treatment to make sure one avoids unnecessary risks, e.g., by achieving steep dose gradients so that only a small volume of the spinal cord receives a high cumulative dose. It is also necessary to minimize the risk of geographical miss, ensuring that high-dose areas do not move in unintended ways [20]. Despite several advantages of the present study compared to its predecessors, limitations must also be considered. We acknowledge that several of these are present, including the retrospective design, the limited number of eligible participants, their heterogeneous baseline and treatment characteristics, and the uncertainty of reconstructed dose distributions. Most re-irradiation courses employed moderate hypofractionation rather than typical SBRT fractionation. Of course, patients whose follow-up is still ongoing may be at risk of radiation myelopathy at later timepoints. Despite several experimental approaches, this severe complication, which may still be observed in the clinic [21], is difficult to modulate pharmacologically [2224]. Hopefully, our study will encourage other institutions to publish their experiences with spinal re-irradiation, because further research is needed to confirm the limited tolerance data.

Conclusion

Even patients treated to higher cumulative doses than previously recommended, or at considerable risk of myelopathy according to a published risk score, remained free from this complication, although one must acknowledge the potential for subsequent manifestation of damage in patients currently alive, i.e., still at risk while being followed. Individualized decisions to re-irradiate after appropriate informed consent are an acceptable strategy, including scenarios where low re-irradiation doses to the spinal cord would compromise target coverage and tumor control probability to an unacceptable degree.

Conflict of interest

H. Doi, K. Tamari, R.-J. Oh, and C. Nieder declare that they have no competing interests.
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://​creativecommons.​org/​licenses/​by/​4.​0/​.

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Strahlentherapie und Onkologie

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•Übersichten, Originalien, Kasuistiken

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Metadaten
Titel
New clinical data on human spinal cord re-irradiation tolerance
verfasst von
Hiroshi Doi, MD, PhD
Keisuke Tamari, MD, PhD
Ryoong-Jin Oh, MD
Carsten Nieder, MD
Publikationsdatum
05.05.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Strahlentherapie und Onkologie / Ausgabe 6/2021
Print ISSN: 0179-7158
Elektronische ISSN: 1439-099X
DOI
https://doi.org/10.1007/s00066-021-01772-7

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