Highlights
- •Provide update clinical recommendations for BRCA testing for preventive purpose.
- •Offer testing clinical guidelines for personalised management of early and metatstatic breast cancer.
- •Actualize germline and tumor testing indications for PARPi-approved therapies.
- •Address the issues of rapid process and tumor analysis.
Abstract
Keywords
1. Introduction
2. Methods
2.1 Guideline development and composition of the working group
- Pujol P.
- De La Motte Rouge T.
- Penault-Llorca F.
Guideline development checklist n.d. http://cebgrade.mcmaster.ca/guidecheck.html [accessed 1 September 2020].
Welcome to G-I-N — guidelines international Network n.d. https://g-i-n.net/ [accessed 1 September 2020].
Class | lBRCAm |
---|---|
A | ≥10% |
B | ≥7.5 to <10% |
C | ≥5 to <7.5% |
D | ≥2.5 to <5% |
E | <2.5% |
Level | Definition | Commentary |
---|---|---|
I | Concordant data on the lBRCAm available in level 1 publication | Level 1 publication: prospective or large retrospective studies, cohort studies with control, pooled studies |
II | Data available in level 2 publication or discordant data in the literature | Level 2 publication: cohort study with non-contemporaneous control, case–control series, subgroup analysis |
III | Data available in level 3 publication | Level 3 publication: case series without control, small series, series with selection bias |
IV | No data available in the literature | Only model assessment of risk available |
Grade | Definition | Recommendation |
---|---|---|
A | High lBRCAm (≥7.5%, supported by LOE I/II) and/or therapeutic value | Recommended |
B | Moderate lBRCAm (2.5–7.5%) and no therapeutic value | Considered |
C | Low lBRCAm (<2.5%) and no therapeutic value | Not routinely proposed |
2.2 Parameters evaluated
2.3 Literature selection process
2.4 Criteria of evaluation
2.5 Model estimation of lBRCAm and expert quotation
BRCAPRO n.d. https://projects.iq.harvard.edu/bayesmendel/brcapro [accessed 31 August 2020].
BOADICEA web application - centre for cancer genetic epidemiology n.d. https://ccge.medschl.cam.ac.uk/boadicea/boadicea-web-application/ [accessed 31 August 2020].
2.6 Theragnostic value, treatment personalisation
OncologyPRO. Making a difference for advanced breast cancer patients n.d. https://oncologypro.esmo.org/meeting-resources/eso-esmo-advanced-breast-cancer-fifth-international-consensus-conference-abc5/making-a-difference-for-advanced-breast-cancer-patients [accessed 1 September 2020].
2.7 Grading recommendations
3. Results
3.1 Single or personal criteria related to breast cancer
Criteria | lBRCAm (%) | References | Guidelines | LOE | Quotation |
---|---|---|---|---|---|
Age | |||||
≤35 | 6–20 | 1,2,3,4,5,6,7,8,9,10,11,12 | 13,14,15,16,17,18 | I | A |
≤40 | 3.8–23 | 5,19,20,21,22,23,24,25,26,27,28,29,30 | 31,32,33,16,33,34,35 | I | A |
≤45 | 1.6–12.2 | 5,23,36,37,38,39,40 | 41,42,43 | II | B |
≤50 | 4–12.4 | 26,27,44,45,46,47,48 | 41,49,50,51 | II | B |
≤55 | 2 | 5 | III | C | |
>50 | 1.2 | 52,53,54 | III | C | |
Any age | 0.4–7.5 | 55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,27,54,71,36,72,73,74,75,76,48 | None | II | C |
TNBC | |||||
≤40 | 23–36 | 77,20,78 | 31,18 | I | A |
≤50 | 7.6–27.6 | 79,80,81,77,82 | 83,16 | I | A |
≤60 | 11.4–16.8 | 80,78 | 42,41,84,49,15,14,50 | II | A |
>60 | 4.9–5.7 | 80,85,78,86 | II | B | |
Any age | 2.9–17.5 | 36,87,78,82,88 | 43 | II | B |
Bilateral | |||||
1st ≤ 40 | 26.7–33.3 | 25,89,90,24 | 16 | II | A |
1st ≤ 50 | 9–22.7 | 91,6,92 | 32,41,31,33,14,15 | II | A |
1st ≤ 60 | 15.3 (<55) | 93 | 43,49 | III | C |
Any age | 6.6–34 | 6,94,20,95,25,96,97,98,89,90 | 33,99,31,50 | III | C |
Male | 7.4–33 | 100,101,102,103,104,105,106,107,108,109,110,111 | 41,32,43,99,112,31,50,18,14 | I | A |
Criteria | lBRCAm (%) | References | Guidelines | LOE | Quotation |
---|---|---|---|---|---|
Ashkenazi heritage | |||||
No cancer | 1.1–2.9 | 1,2,3,4,5,6,7,8,9,10,11,12 | I | C | |
Unselected breast cancer | 4.5–25 | 13,14,15,16,17,18,19,20,21,22,23 | 24,25,26,27,28,29,30,31,32,33 | I | B |
Early onset ≤40 | 19.5–43.3 | 14,15,17,18,21,34,35,36 | I | A | |
≤50 | 8.7–18.7 | 14,37 | 38 | I | A |
Male BC | 6.4–19.1 | 37,39,40,41 | I | A | |
Ovarian cancer | 35.7–62 | 18,42,43 | II | A | |
Icelandic heritage | |||||
No cancer | 0.4–0.6 | 44,45 | II | C | |
Unselected BC | 7.7–10.4 | 44,45,46,47,48 | 29 | II | B |
Male BC | 38–40 | 46,47,49 | II | A | |
Polish heritage | |||||
No cancer | 0.25–0.4 | 50,51 | III | C | |
Unselected BC | 3.1 | 51 | III | B | |
BC age >50 | 8.3 | 50 | III | B | |
BC age <50 | 6–13 | 52,50 | III | B | |
TNBC | 9.9 | 53 | III | B | |
Unselected ovarian cancer | 6.3–21 | 54,55,56,57,58,59 | II | A | |
French-Canadian heritage | |||||
No cancer | 0.2 | 60,61 | II | C | |
Unselected BC | 3.1–3.8 | 60,63 | II | B | |
BC age < 40 | 13 | 64 | II | A | |
BC age < 45 | 9.3 | 60 | III | B | |
BC age < 50 | 4.7–5.1 | 61,62 | II | B | |
BC and FH | 45 | 65 | II | A | |
Unselected OC | 7.7–8 | 66,67,68 | II | A | |
Hungarian heritage | 69,70 | ||||
BC | 3.6 | III | B | ||
BC and FH | 18 | III | B | ||
OC | 11 | II | A | ||
Mexican heritage | 71,72 | ||||
TNBC <50 | 23 | III | B | ||
BC and FH | 6 | III | B |
3.2 Family and combined criteria
Family/combined£ criteria | lBRCAm literature (%) | lBRCAm models∗(%) | References | Existing guidelines | LOE | Quotation |
---|---|---|---|---|---|---|
1 case of BC with 2 cases of BC in a CR∗∗ | 1,2,3,4,5,6,7,8,9,10 | II | A | |||
Any CR | 3.8–10.6 | 11,12,13,14 | ||||
1st/1st | 13 | 0.2–10.5 | 12 | III | A | |
1st/2nd | 6 | 0.1–7 | 12 | III | B | |
2nd/2nd | 4 | <0.1–6 | 12 | III | B | |
1 case of BC and 1 of BC in CR with one age ≤ 50 | 4–22 | 11,12,13,15,16,17,18 | 2,19,20,21,22,6 | II | A | |
1st | 0.2–3.8 | |||||
2nd | <0.1–3.8 | |||||
1 case of BC and bilateral BC in a CR | 12.8–21 (age <50) | 11,13 | 19 (first age <50),20,23 (both age <60) | III | A | |
1st | 5–8 | |||||
2nd | 1.1 | |||||
1 case of BC and a CR with ovarian cancer | 4.3–55 | 11,12,13,14,15,16,18 | 21,20,9,23,19,24,22,2,3,25,5,6,26 | II | A | |
1st | 0.4–8 | |||||
2nd | <0.1–4. | |||||
1 case of BC and a CR with one male BC | 16.5 | 11 | 2,19,24,20,23,22,9,6,27,28 | II | A | |
1st | 1.2–14 | |||||
2nd | 0.3–7 | |||||
1 case of BC and a CR with prostate cancer | 13.6–19 | 0.1–7 | 29 | 24 (prostate age <60 and BC age <50), 2,3 (Gleason score ≥7), 4,5 (prostate age <55) | III | B |
1 case of BC and a CR with pancreatic cancer | 19.7–37.5 | 0.1–12 | 30,31,32,33,34 | 3,4, (BC age <50), 2 | III | B |
1 case of BC and an FDR with individual grade A criteria and no possibility for testing ∗∗∗ | theoretically >50% of lBRCAm of FDR | II | A | |||
Asymptomatic person with individual grade A criteria in an FDR | theoretically 50% of lBRCAm of FDR | II | B |
3.3 Treatment personalisation of breast cancer
Treatment personalisation | Option | Treatment phase | Criteria for rapid testing | Personalisation | References |
---|---|---|---|---|---|
Putative impact on surgery for women considering preventive surgery | mastectomy versus conservative surgery | prior surgery neoadjuvant chemotherapy |
| breast conservative surgery or radical preventive surgery (ipsilateral or bilateral). Both acceptable options. | 1 2 3,4,5,6,7,8 |
Putative impact on radiation therapy for women considering preventive surgery | no radiation therapy versus radiation therapy | after ipsilateral or bilateral mastectomy | high lBRCAm with age >35, T1/T2, N0, HR+ and HER2- |
| 9 2 |
Putative impact on chemotherapy | platinum | neoadjuvant | no evidence of benefit | no recommendations | 2 5 6 |
platinum versus taxane | metastatic in platinum-naive patient | TNBC or hormone resistant | platinum-containing regimen | 10 11,6 | |
Putative impact on targeted therapy | PARPi | neoadjuvant | no evidence of benefit | ongoing trial | 12 |
PARPi | metastatic | TNBC or hormone resistant | olaparib, talazoparib | 13,6,14,2,5 |
Institut National Du Cancer. Thésaurus - Femmes porteuses d’une mutation de BRCA1 ou BRCA2/Détection précoce du cancer du sein et des annexes et stratégies de réduction du risque - ref : RECOBRCATHES17 n.d. http://www.e-cancer.fr/ [accessed 28 August 2020].
OncologyPRO. Making a difference for advanced breast cancer patients n.d. https://oncologypro.esmo.org/meeting-resources/eso-esmo-advanced-breast-cancer-fifth-international-consensus-conference-abc5/making-a-difference-for-advanced-breast-cancer-patients [accessed 1 September 2020].
3.4 Theragnostic value for PARPi
Organ | State | Rapid testing | Drug | Germline or tumour BRCAm, HRD | Approval | Study/Reference |
---|---|---|---|---|---|---|
Ovary ∗ | Maintenance (after first line) | Platinum sensitive High-grade serous | olaparib | Tumour or germline | FDA, EMA | SOLO11 (NCT01844986) PAOLA2 (NCT02477644) |
Platinum sensitive High-grade serous or endometrioid | olaparib plus bevacizumab | Tumour or germline HRD | FDA, EMA | |||
Platinum sensitive High-grade serous or endometrioid | niraparib | All-comers | FDA, EMA | PRIMA3 (NCT02655016) | ||
Front line and maintenance | High grade serous or endometrioid | veliparib | Tumour or germline, HRD | FDA UR EMA UR | VELIA4 (NCT02470585) | |
Recurrence | Platinum sensitive High-grade serous or endometrioid | olaparib | Tumour or germline All-comers | FDA, EMA FDA, EMA | 5 (NCT00753545),6 (NCT00753545), SOLO7 (NCT01874353), STUDY 198 (NCT00753545) | |
Platinum sensitive High-grade serous or endometrioid | rucaparib | All-comers | FDA, EMA | ARIEL 39,10 (NCT01968213), (NCT01968213) | ||
Platinum sensitive | niraparib | All-comers | EMA FDA | NOVA11 (NCT01847274) QUADRA12 (NCT02354586) | ||
Recurrence >2 lines | In patients intolerant to platinum | rucaparib | Tumour or germline | EMA UR | ARIEL 2 (NCT01891344) | |
Prostate | Metastatic | Castration resistant (who received taxane and abiraterone/enzalutamide) | olaparib | Tumour or germline, HRD | FDA EMA | PROfound13 (NCT02987543) |
rucaparib | Tumour or germline | FDA | TRITON 214 (NCT02952534) | |||
niraparib | Tumour or germline | FDA BTD | GALAHAD15 (NCT02854436) | |||
talazoparib | All-comers | NA | TALAPRO 1/216,17 (NCT03148795), (NCT03395197) | |||
Pancreas | Metastatic Maintenance | Platinum sensitive (with no progression at 16 weeks) | olaparib | Germline | FDA, EMA | POLO18 (NCT02184195) |
Breast | Metastatic or locally advanced | TNBC or HR + HER2- hormone-resistant | olaparib talazoparib | Germline Germline | EMA FDA EMA FDA | OlympiAD19 (NCT02000622) EMBRACA20 (NCT01945775) |
Site/Stage | BRCA 1 (%) | BRCA 2 (%) | BRCA 1/2 (%) | References | gBRCAm found although unmet testing criteria∗ (%) | References |
---|---|---|---|---|---|---|
Breast Cancer | ||||||
Any disease stage | 0.2–4.1 | 0.8–2.5 | 1.6–10.7 | 1,2,3,4,5,6,7,8 | 20–77 | 2,9,3,4,5,6,7 |
Metastatic only | 1.1–2.0 | 1.0–2.9 | 3.0–4.3 | 10,11,12 | – | – |
Prostate Cancer | ||||||
Any disease stage | 0–1.25 | 1.1–4.7 | 1.0–5.9 | 13,14,15,16 | 37–64 | 15,17 |
Metastatic | 0–1.3 | 4.2–9 | 4.2–10 | 13,18,19,20,21,22,23,24,25,26,27,28 | 44–53 | 22,23 |
Pancreatic Cancer | ||||||
Any disease stage | 0–1.4 | 1.3–4.2 | 1.8–7.1 | 29,30,31,32,33,34,35,36,37,38,39,40 | 12–57 | 29,31,33,41,39,40 |
Metastatic | 1.5 | 1.5 | 3–7.5 | 13,42,43,44 | – | – |
Ovarian Cancer | ||||||
Any disease stage | 4–13.3 | 0.6–8 | 5.8–25.8 | 8,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59 | 8–77 | 48,49,47,46,55,51,56,58 |
- Litton J.
- Rugo H.S.
- Ettl J.
- Hurvitz S.
- Gonçalves A.
- Lee K.-H.
- et al.
Program Planner n.d. https://www.abstractsonline.com/pp8/#!/9045/presentation/10773 [accessed 1 September 2020].
- Robson M.
- Domchek S.
3.5 Sequence analysis
- Richards S.
- Aziz N.
- Bale S.
- Bick D.
- Das S.
- et al.
Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American college of medical genetics and genomics and the association for molecular pathology.
- Li M.M.
- Datto M.
- Duncavage E.J.
- Kulkarni S.
- Lindeman N.I.
- Roy S.
- et al.
Describing sequence variants n.d. http://www.hgvs.org/mutnomen [accessed 1 September 2020].
- Richards S.
- Aziz N.
- Bale S.
- Bick D.
- Das S.
- et al.
Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American college of medical genetics and genomics and the association for molecular pathology.
- Li M.M.
- Datto M.
- Duncavage E.J.
- Kulkarni S.
- Lindeman N.I.
- Roy S.
- et al.
4. Guidelines bottom line
4.1 Guideline questions
4.2 Target population
4.3 Breast cancer patient
4.4 Target audience
4.5 Guideline aims
4.6 Methods
Guideline development checklist n.d. http://cebgrade.mcmaster.ca/guidecheck.html [accessed 1 September 2020].
4.7 Recommendations
- 1.Preventive
- 1.1.For patients presenting a personal or family history of high lBRCAm (grade A, Table 7), BRCA testing should be offered after genetics information is provided and discussed with a specialist in genetics.Table 7Grade A BRCA testing criteria.
Criteria Individual (BC) Age ≤ 40 Age ≤ 50: bilateral£, founder effect$
Age ≤ 60 triple negativeMale Family history BC with BC in two FDR∗ BC with any of individual above criteria in a FDR∗∗ Any relative of a known BRCA mutation carrier Theragnostic Epithelial ovarian cancer∗∗∗ Metastatic HR and TN BC Metastatic HR prostate cancer Metastatic platinum-sensitive pancreatic cancer BC, breast cancer; FDR, first-degree relative; HR, hormone resistant; £bilateral BC with one ≤50 years; $ Ashkenazi Jewish or Icelandic heritages; ∗ within maternal or paternal side; ∗∗ anytime possible the affected relative would be the most relevant to test first; ∗∗∗ also fulfil individual preventive grade A criteria; non-mucinous, including primary peritoneal and fallopian tube; TN, triple negative. - 1.2.For patients with moderate lBRCAm (grade B, Table 8), testing should be considered taking into account specificities of the family history and personal criteria, and issues should be discussed with the patient in a dedicated and personalised genetic consultation.Table 8Grade B BRCA testing criteria.
Criteria Individual (BC) - •Age 41-45
- •TNBC age >60
- •Bilateral (first after age 50)
- •BC >50 with founder effect*
- Family history or combined
- •BC with 2 cases of BC in a second- or third-degree relative
- •BC with individual grade A criteria (TNBC, age ≤ 40, male, ovarian cancer) in a second- or third-degree relative
- •BC and 1 case of BC in first-degree relative with one age ≤ 50
- •BC and a bilateral BC in first-degree relative (first after age 50)
- •BC and 1 case of prostate cancer (Gleason score ≥ 7, metastatic or age ≤ 60) in an FDR
- •BC and 1 case of pancreas cancer in an FDR
- •BC with association of 2 cases of prostate (Gleason score ≥ 7, metastatic or age ≤ 60 years), pancreas or melanoma cancer in a CR
- •Prostate or pancreatic cancer with AJ or Icelandic heritage
- •Family history of pancreatic and/or prostate cancer
- •Person with an FDR with one of individual grade A criteria and no possibility for testing
CR, close relative; FDR, first-degree relative; If not specify BC, breast cancer any age. ∗ founder effect: Ashkenazi Jewish or Icelandic heritages.a Association of two or more of these types of cancer in a CR on maternal or paternal side.b Death or other reason. - •
- 1.3.Independently of the lBRCAm, testing should be performed in a non-directive manner, and the patient’s autonomy and desire to know or to ignore the mutational status must be respected. The individual should make an informed decision with a written consent on whether they want to pursue genetic testing at the dedicated consultation.
- 1.4.For patients with low lBRCAm (grade C) and for whom the mutational status does not have a proven therapeutic value, BRCA testing is not routinely recommended in clinical practice. However, the working group raised the question of the ethical issue of denying access to a BRCA genetic test for informed individuals with low lBRCAm who wish to be tested, given that up to 50% of breast cancer mutation carriers have low lBRCAm. In this situation, genetic counselling before and after the test is highly recommended. The test should be performed in a qualified laboratory fulfilling quality criteria for testing (see below). This option raises unsolved issues of cost-efficiency, medical benefit and testing reimbursement.
- 1.5.Genetic counselling is highly recommended before and after a BRCA predictive test for a known familial mutation.
- 1.1.
- 2.Breast cancer treatment personalisation
- 2.1.For patients with newly diagnosed breast cancer and meeting criteria of high lBRCAm, germline testing (gBRCA) should be considered when BRCAm status could affect the management of breast cancer (Table 4). For women with heredity-associated increased risk of a second cancer, particularly in the context of a cancer-dense family history, TNBC, young age or a relative with a known BRCAm, who are willing to consider the option of risk-reducing surgery, BRCA testing should be offered as a fast-track process after receiving complete information pertaining to the possible outcome of the test. The information should be given by a multidisciplinary team, including an oncologist, surgeon and genetic counsellor, to foster an autonomous choice and optimise the oncoplastic surgical decision and sequence. Appropriately trained non-geneticists involved in breast cancer such as oncologists and surgeons could give adequate information in coordination with genetic professionals.
- 2.2.For metastatic breast cancer patients requiring chemotherapy, gBRCAm testing is recommended because platinum chemotherapy should be preferred to taxane in platinum-naive patients.
- 2.3.In HER2-negative metastatic breast cancer, gBRCAm testing is recommended because olaparib or talazoparib should be offered as an alternative to first-to third-line chemotherapy for women with gBRCAm.
- 2.1.
- 3.PARPi
- 3.1.BRCA testing should be offered for PARPi theragnostic purposes to patients with HER2-negative metastatic breast and castrate-resistant prostate cancer, platinum-sensitive metastatic pancreatic cancer and newly diagnosed FIGO stage III/IV or recurrent high-grade epithelial ovarian cancer in a fast-track process after specific genetic information is provided.
- 3.2.For targeted therapy with PARPi agents, BRCA testing is recommended regardless of moderate or high lBRCAm criteria because 10%–75% of patients with breast, ovarian, prostate or pancreatic cancer, and gBRCAm do not fulfil these criteria (Table 6).
- 3.3.Epithelial ovarian cancer fulfils criteria of high lBRCAm for risk-reducing purposes and major theragnostic value. Therefore, gBRCA testing should be offered to any woman with epithelial non-borderline non-mucinous ovarian cancer at the time of diagnosis in a fast-track process. Additional tumour testing should be proposed to ovarian cancer patients who do not carry gBRCAm.
- 3.4.Appropriately trained non-geneticists involved in cancer care such as oncologists and surgeons could give adequate initial information in coordination with a multidisciplinary team, including geneticists.
- 3.1.
- 4.Tumour testing
- 4.1.When tumour testing for theragnostic purposes is the preferred initial approach, the patient should be aware of inherited genetic aspects, including family and prevention issues that might emerge from genetic tumour testing, because most tumour BRCAm findings reflect a germline predisposition. Thus, genetic information and informed consent are required before any BRCA tumour testing. In case of therapeutic value, the information should be given by trained healthcare providers such as oncologists familiar with the genetic diagnosis and management of hereditary breast cancer, working in conjunction with a genetic consultation.
- 4.2.For appropriate interpretation of tumour DNA sequencing results, specific consideration should be given to the cellularity of tumour sample, depth of coverage, ability to detect long-scale rearrangement and variant allele fraction. Techniques and pipelines enabling both SNV and CNV detection such as next-generation sequencing should be preferred
- 4.3.Germline testing should be offered to any patient with an identified pathogenic or likely pathogenic tumour BRCA mutation.
- 4.4.Educational programs should be developed to increase the awareness and training of healthcare providers in oncology, particularly oncologists, surgeons, organ specialists and patient advocacy representatives, to improve their skills to provide adequate explanations for BRCA testing for therapeutic purposes and personalised care according to the genetic results.
- 4.1.
- 5.General recommendations
- 5.1.Clinical decisions, including preventive issues, management of breast cancer or PARPi treatment, should be based on pathogenic or likely pathogenic variants but not variants of unknown significance (VUS).
- 5.2.BRCA sequence analysis should be performed and reported according to laboratory guidelines. For both germline and tumour DNA sequencing and interpretation of results, particular attention should be paid to sequence coverage (at least 100% of exonic sequence and intronic sequence adjacent to the splice site) and read coverage (at least 30× for SNV and 200× for CNV in germline DNA sequencing, at least 300× for tumour DNA sequencing). Results should use an unambiguous nomenclature for variant designation and classification (HGVS, ACMG).
- 5.3.For germline or tumour BRCA genetic testing for theragnostic use, the information should be given by a clinician trained and aware of genetics, including the interpretation of results, regulations and risk-reducing strategies. The information given to the patient may include the medical implications of a positive, negative or non-informative result (i.e., VUS); the risk of transmission of genetic predisposition to offspring and family relatives (and according to regulations of certain countries in Europe, the legal obligation to transmit the information to close relatives); and the risk and benefit of risk-reducing strategies and the psychological consequences of knowing a genetic predisposition.
- 5.1.
5. Discussion
- Dewdney S.
- Potter D.
- Haidle J.L.
- Hulick P.J.
- Riffon M.
- Monzon F.A.
- et al.
- Sun L.
- Brentnall A.
- Patel S.
- Buist D.S.M.
- Bowles E.J.A.
- Evans D.G.R.
- et al.
- Pujol P.
- De La Motte Rouge T.
- Penault-Llorca F.
- Pujol P.
- De La Motte Rouge T.
- Penault-Llorca F.
Conflicts of interest
Acknowledgements
Appendix A. Supplementary data
- Multimedia component 1
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☆This work was commissioned and supported by the French Society of Predictive and Personalized Medicine (Société Française de Médecine Prédcitive et Personnalisée) (grant no. 11SFMPP201902), an independent nonprofit learned society.
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