Back to Authors

Lambertini, Matteo

0000-0003-1797-5296

Mayo Clinic

Medical Oncology Unit, Ente Ospedaliero Ospedali Galliera, Genova, Italy.

Citations 8

Outcomes and treatment patterns in germline BRCA1/2 carriers from two matched cohort studies
Morganti, Stefania , Kim, Se Eun , Jin, Qingchun , Cha, Jaeyoon , Zeigler, Jacqueline E, Newman, Alexandra Bili, Kirkner, Gregory J. , Snow, Craig , Zheng, Yue, Vincuilla, Julie, Parker, Tonia , Buehler, Ryan M. , Bychkovsky, Brittany L , Dibble, Kate E. , Sella, Tal , Ruddy, Kathryn J, Rosenberg, Shoshana M, Collins, Laura C. , Peppercorn, Jeffrey, Schapira, Lidia, Guzman-Arocho, Yaileen D, Come, Steven E. , Warner, Ellen, Poorvu, Philip D. , Lambertini, Matteo, Curigliano, G, Hughes, Melissa E. , Mittendorf, Elizabeth A, King, Tari A, Lin, Nancy U, Garber, Judy E, Tayob, Nabihah, Tolaney, S M, Partridge, Ann H, Zheng, Yue , Newman, Alexandra B , Zheng, Yue , Ruddy, Kathryn J , Peppercorn, Jeffrey M , Borges, Virginia F , Guzman-Arocho, Yaileen D , Come, Steven , Poorvu, Philip D , Lambertini, Matteo , Curigliano, Giuseppe , Mittendorf, EA , King, Tari A , Lin, Nancy U , Garber, J. E. , Tayob, Nabihah , Tolaney, Sara , Partridge, Ann H , Lynce, Filipa , Kirkner, Gregory , Snow, Craig , Vincuilla, Julie, Ruddy, Kathryn J. , Rosenberg, Shoshana M. , Peppercorn, Jeffrey , Schapira, Lidia , Borges, Virginia F. , Guzmán‐Arocho, Yaileen D. , Warner, Ellen , Lambertini, Matteo , Curigliano, Giuseppe , King, Tari A. , Lin, Nancy U. , Garber, Judy E. , Partridge, Ann H.

JNCI Cancer Spectrum | May 23, 2026 | Volume: 10 | Issue: 4 | Pages: No page available

10.1093/jncics/pkag055 Get It

Abstract Background Whether outcomes of germline BRCA1/2 (gBRCA1/2)-associated breast cancer differ compared with sporadic tumors is controversial. We explored the impact of gBRCA1/2 pathogenic variant (PV) status beyond established prognostic features. Methods We conducted 2 retrospective, matched cohort studies comparing gBRCA1/2 PV carriers and noncarriers with HER2-negative, stage I-III breast cancer (Clinical Outcomes Quality Database [COQD] cohort: 185 carriers, 555 noncarriers; Young Women’s Breast Cancer Study [YWS] cohort: 113 carriers, 226 noncarriers). Matching factors were age, stage, hormone receptor status, and year of diagnosis. Clinicopathological features, treatments, and survival outcomes were compared between carriers and noncarriers. Results Most patients in COQD had stage I-II disease (87.2%), and more carriers than noncarriers had genetic testing before diagnosis (33% vs 5.6%, P < .001). In YWS, 22.7% of patients had stage III tumors, and few were tested before diagnosis (14.8% of carriers vs 1.7% of noncarriers; P < .001). Carriers in COQD received chemotherapy more often than noncarriers (81.1 vs 67.0%, P < .001), including platinum (P = .010); the proportion was similar for carriers and noncarriers in YWS. After adjusting for chemotherapy, relapse-free survival was longer in carriers than noncarriers in COQD (adjusted hazard ratio = 0.48 [95% CI = 0.26 to 0.87], P = .016), and a favorable trend was observed for other survival outcomes in both cohorts. Triple-negative tumors appeared to drive the differences. Conclusions We observed a trend toward improved outcomes in gBRCA1/2 PV carriers compared with noncarriers. These findings suggest that carriers should not receive more aggressive treatment solely based on their germline mutation status. Prospective clinical trials in this population are warranted.
World Health Organization classification of tumours of the breast 6th edition 2026
Quinn, Cecily , Tan, Puay Hoon , Allison, Kimberly H. , Brogi, Edi , Lakhani, Sunil R. , Schnitt, Stuart J. , Fox, Stephen B. , Jaffer, Shabnam , Şahin, Ayşegül A. , Salgado, Roberto , Adjei, E, Helbich, Thomas H. , Sotiriou, C, Hodge, Jennelle C. , Khoury, Joseph D. , Puspanathan, Pavitratha, Giesen, Christine, Ruiz, Blanca Iciar Indave , Ellis, Ian, Lokuhetty, Dilani , Board, WCT Standing Editorial, Netto, George J. , Sahin, Aysegul , Sapino, Anna , Adjei, Ernest Kwasi , Geiersbach, Katherine , Helbich, Thomas H , Lambertini, Matteo , Sotiriou, Christos P. , Hodge, Jennelle C , Khoury, Joseph , Rekhi, Bharat , Ryska, Ales , Tse, Gary , Field, Andrew , Wijesinghe, Harshima , Puspanathan, Pavitratha , Giesen, Christine , Ruiz, Blanca Iciar Indave , Ellis, Ian , Lokuhetty, Dilani , Geiersbach, Katherine B. , Lambertini, Matteo , Field, Andrew , Ellis, Ian O. , board, WCT standing editorial

Histopathology | April 21, 2026 | Volume: 89 | Issue: 2 | Pages: 199-218

10.1111/his.70149 Get It

The 6th edition of the WHO Classification of Breast Tumours introduces both major and minor changes based on recent advances in our understanding of breast biology, developments in diagnostic modalities, identification of specific molecular targets and new treatment regimens necessitating modifications to pathology reporting and tumour biomarker categorisation. This review summarises the main changes that strive towards a classification of global relevance. In invasive carcinoma, predictive factors increasingly inform modern breast cancer treatment. The 6th edition provides an update on HER2 reporting categories following the DESTINY‐Breast 04 and 06 trials. Terminologies used to classify invasive tumours are clarified, with the term ‘variant’ now reserved for molecular/genetic alterations. Invasive lobular carcinoma (ILC) with extracellular mucin is recognised as a new diagnostic entity with prognostic implications. The diagnosis of mucinous carcinoma (MC) is reserved for mucin secreting carcinomas with grade 1 or 2 morphology and a favourable biomarker profile. The diagnosis of malignant phyllodes tumours requires only four of the original five adverse histological criteria. Classification of neuroendocrine tumours (NETs) is revised, recognising that the unified model, promoted in the 5th edition, is difficult to apply to the breast. New approaches to the classification of adenomyoepithelioma are discussed but the 5th edition system is broadly retained. A new section on ‘Small Diagnostic Samples’ outlines the merits of non‐operative biopsy diagnosis, the B coding system and the importance of multidisciplinary review. Changes to diagnostic practice and the emerging role of artificial intelligence, with advantages and challenges, are discussed in a new section on ‘Digital Pathology’.
Development of a Machine Learning Model for Predicting Treatment-Related Amenorrhea in Young Women with Breast Cancer
Song, Long , Aickelin, Uwe , Khorshidi, Hadi Akbarzadeh , Hamy, Anne‐Sophie , Jayasinghe, Yasmin , Lambertini, Matteo , Condorelli, M. , Pistilli, Barbara , Su, H. Irene , Pang, Patrick Cheong‐Iao , Reyal, Fabien , Sukumvanich, Paniti , Minisini, Alessandro Marco , Ruddy, Kathryn J. , Couch, Fergus J. , Stern, Kate, Agresta, Franca, Chin‐Lenn, Laura , Cui, Wanda, Anazodo, Antoinette , Nguyen, Tuong L. , Partridge, Ann, Macheras‐Magias, Mary, Aickelin, Uwe , Akbarzadeh Khorshidi, Hadi , Hamy, Anne-Sophie , Jayasinghe, Yasmin , Lambertini, Matteo , Su, H Irene , Pang, Patrick Cheong-Iao , Ruddy, Kathryn J , Anazodo, Antoinette , Nguyen, Tuong L , Edib, Zobaida , Hickey, Martha , Anderson, Richard A. , Condorelli, Margherita, Demeestere, Isabelle , Ignatiadis, Michail , Chang, Shanton , Nelson, Scott M. , Puglisi, Fabio , Couch, Fergus J. , Olson, Janet E. , Stafford, Lesley , Gorelik, Alexandra , Saunders, Christobel , Sullivan, Elizabeth , Peate, Michelle

Bioengineering | October 28, 2025 | Volume: 12 | Issue: 11 | Pages: 1171

10.3390/bioengineering12111171 Get It

Treatment-induced ovarian function loss is a significant concern for many young patients with breast cancer. Accurately predicting this risk is crucial for counselling young patients and informing their fertility-related decision-making. However, current risk prediction models for treatment-related ovarian function loss have limitations. To provide a broader representation of patient cohorts and improve feature selection, we combined retrospective data from six datasets within the FoRECAsT (Infertility after Cancer Predictor) databank, including 2679 pre-menopausal women diagnosed with breast cancer. This combined dataset presented notable missingness, prompting us to employ cross imputation using the k-nearest neighbours (KNN) machine learning (ML) algorithm. Employing Lasso regression, we developed an ML model to forecast the risk of treatment-related amenorrhea as a surrogate marker of ovarian function loss at 12 months after starting chemotherapy. Our model identified 20 variables significantly associated with risk of developing amenorrhea. Internal validation resulted in an area under the receiver operating characteristic curve (AUC) of 0.820 (95% CI: 0.817–0.823), while external validation with another dataset demonstrated an AUC of 0.743 (95% CI: 0.666–0.818). A cutoff of 0.20 was chosen to achieve higher sensitivity in validation, as false negatives—patients incorrectly classified as likely to regain menses—could miss timely opportunities for fertility preservation if desired. At this threshold, internal validation yielded sensitivity and precision rates of 91.3% and 61.7%, respectively, while external validation showed 92.9% and 60.0%. Leveraging ML methodologies, we not only devised a model for personalised risk prediction of amenorrhea, demonstrating substantial enhancements over existing models but also showcased a robust framework for maximally harnessing available data sources.
Clinical Behavior of Breast Cancer in Young BRCA Carriers and Prediagnostic Awareness of Germline BRCA Status
Lambertini, Matteo , Blondeaux, Eva , Tomasello, Loredana Maria, Agostinetto, Elisa , Hamy, Anne‐Sophie , Kim, Hee Jeong , Franzoi, Maria Alice , Bernstein‐Molho, Rinat , Hilbers, Florentine , Pogoda, Katarzyna , Bajpai, Jyoti , Phillips, Kelly‐Anne , Rousset‐Jablonski, Christine , Renaud, Tiphaine , Cui, Wanyuan , Wong, Stephanie M. , Ruddy, Kathryn J. , Marchis, Laura De , Wildiers, Hans , Bajpai, Jyoti , Ignatiadis, Michail , Moore, Halle C F , Partridge, Ann H , Phillips, Kelly-Anne , Toss, Angela , Rousset-Jablonski, Christine , Criscitiello, Carmen , Ferrari, Alberta , Fruscio, Robert , Cui, Wanda , Wong, Stephanie M , Vernieri, Claudio , Ruddy, Kathryn J , Dieci, Maria Vittoria , Matikas, Alexios , Rozenblit, Mariya , Villarreal-Garza, Cynthia , De Marchis, Laura , Puglisi, Fabio , Rodriguez-Wallberg, Kenny A , Livraghi, Luca , Bruzzone, Marco , Boni, Luca , Balmaña, Judith , Lambertini, Matteo , Hamy, Anne-Sophie , Pogoda, K. , Wildiers, Hans , Ignatiadis, Michail , Moore, Halle C. F. , Partridge, Ann H. , Paluch–Shimon, Shani , Fruscio, Robert , Dieci, Maria Vittoria , Villarreal‐Garza, Cynthia , Duhoux, François P. , Livraghi, Luca , Bruzzone, Marco , Balmañà, Judith

Journal of Clinical Oncology | February 24, 2025 | Volume: 43 | Issue: 14 | Pages: 1706-1719

10.1200/jco-24-01334 Get It

PURPOSE To investigate the clinical behavior of breast cancer in young BRCA carriers according to the specific BRCA gene ( BRCA1 v BRCA2 ) and the association of the timing of genetic testing (before v at diagnosis) with prognosis. METHODS This was an international, multicenter, hospital-based, retrospective cohort study that included 4,752 patients harboring germline pathogenic/likely pathogenic variants (PVs) in BRCA1 or BRCA2 , who were diagnosed with stage I-III invasive breast cancer at 40 years or younger between January 2000 and December 2020 in 78 centers worldwide (ClinicalTrials.gov identifier: NCT03673306 ). RESULTS Compared with BRCA2 carriers (n = 1,683), BRCA1 carriers (n = 3,069) had more frequently hormone receptor–negative (74.4% v 15.5%) and high-grade (77.5% v 49.1%) tumors. Similar outcomes were observed in BRCA1 and BRCA2 carriers but with a different pattern and risk of disease-free survival events over time. Compared with patients tested for BRCA at diagnosis (ie, between 2 months before and up to 6 months after diagnosis; n = 1,671), those tested before diagnosis (ie, any time up to 2 months before diagnosis; n = 411) had smaller tumors (T1: 61.3% v 32.4%), less nodal involvement (N0: 65.9% v 50.8%), less frequently received chemotherapy (84.4% v 92.9%), and axillary dissection (37.5% v 47.4%). Patients tested before diagnosis had better overall survival (OS; unadjusted hazard ratio [HR], 0.61 [95% CI, 0.40 to 0.92]); however, this result lost statistical significance after adjustment for potential confounders including tumor stage (adjusted HR, 0.74 [95% CI, 0.47 to 1.15]). CONCLUSION This global study provides evidence on the different clinical behavior of breast cancer in young BRCA1 and BRCA2 carriers. Identifying a BRCA PV in healthy individuals was associated with earlier-stage breast cancer diagnosis and lower treatment burden, as well as better unadjusted OS.
Pregnancy After Breast Cancer: A Systematic Review and Meta-Analysis
Lambertini, Matteo , Blondeaux, Eva , Bruzzone, Marco , Perachino, Marta , Anderson, Richard A. , Azambuja, Evandro de , Poorvu, Philip D. , Kim, Hee Jeong , Villarreal‐Garza, Cynthia , Pistilli, Barbara , Vaz-Luís, Inês , Saura, Cristina , Ruddy, Kathryn J. , Franzoi, Maria Alice , Sertoli, Chiara, Azim, Hatem A. , Demeestere, Isabelle , Mastro, Lucia Del , Pagani, Olivia , de Azambuja, Evandro , Ceppi, Marcello , Azim, Hatem A , Amant, Frederic , Demeestere, Isabelle , Del Mastro, Lucia , Partridge, Ann H , Peccatori, Fedro A , Lambertini, Matteo , Saura, Cristina , Villarreal-Garza, Cynthia , Bruzzone, Marco , Amant, Frédéric , Partridge, Ann H.

Journal of Clinical Oncology | July 1, 2021 | Volume: 39 | Issue: 29 | Pages: 3293-3305

10.1200/jco.21.00535 Get It

PURPOSE Many patients and physicians remain concerned about the potential detrimental effects of pregnancy after breast cancer (BC) in terms of reproductive outcomes and maternal safety. This systematic review and meta-analysis aimed at providing updated evidence on these topics. METHODS A systematic literature review was conducted to identify studies including patients with a pregnancy after BC (PROSPERO number CRD42020158324). Likelihood of pregnancy after BC, their reproductive outcomes, and maternal safety were assessed. Pooled relative risks, odds ratios (ORs), and hazard ratios (HRs) with 95% CIs were calculated using random effects models. RESULTS Of 6,462 identified records, 39 were included involving 8,093,401 women from the general population and 112,840 patients with BC of whom 7,505 had a pregnancy after diagnosis. BC survivors were significantly less likely to have a subsequent pregnancy compared with the general population (relative risk, 0.40; 95% CI, 0.32 to 0.49). Risks of caesarean section (OR, 1.14; 95% CI, 1.04 to 1.25), low birth weight (OR, 1.50; 95% CI, 1.31 to 1.73), preterm birth (OR, 1.45; 95% CI, 1.11 to 1.88), and small for gestational age (OR, 1.16; 95% CI, 1.01 to 1.33) were significantly higher in BC survivors, particularly in those with previous chemotherapy exposure, compared with the general population. No significantly increased risk of congenital abnormalities or other reproductive complications were observed. Compared to patients with BC without subsequent pregnancy, those with a pregnancy had better disease-free survival (HR, 0.66; 95% CI, 0.49 to 0.89) and overall survival (HR, 0.56; 95% CI, 0.45 to 0.68). Similar results were observed after correcting for potential confounders and irrespective of patient, tumor, and treatment characteristics, pregnancy outcome, and timing of pregnancy. CONCLUSION These results provide reassuring evidence on the safety of conceiving in BC survivors. Patients' pregnancy desire should be considered a crucial component of their survivorship care plan.
Pregnancy after breast cancer: Results from a prospective cohort of young women with breast cancer
Poorvu, Philip D. , Gelber, Shari , Ruddy, Kathryn J. , Peppercorn, Jeffrey , Schapira, Lidia , Come, Steven E. , Lambertini, Matteo , Rosenberg, Shoshana M. , Ruddy, Kathryn J , Lambertini, Matteo , Partridge, Ann H , Zheng, Yue , Tamimi, Rulla M. , Borges, Virginia F. , Partridge, Ann H.

Cancer | December 1, 2020 | Volume: 127 | Issue: 7 | Pages: 1021-1028

10.1002/cncr.33342 Get It

BackgroundMany young women with newly diagnosed breast cancer are interested in future pregnancies. Prospective data regarding fertility interest and reproductive patterns after diagnosis are needed to counsel patients.MethodsThe Young Women's Breast Cancer Study is a multicenter, prospective cohort of women who were diagnosed with breast cancer at age ≤40 years between 2006 and 2016. Women complete surveys at baseline, every 6 months for 3 years, then annually. Here, the authors describe fertility interest and pregnancies within 5 years of diagnosis for women with stage 0 through III breast cancer.ResultsOf 1026 eligible participants, 368 (36%) reported interest in future biologic children at least once within 5 years after diagnosis, including 16% at 5 years after diagnosis. Among 130 women who attempted to become pregnant, 90 (69.2%) conceived; and, among 896 women who did not attempt to conceive, 18 (2.0%) became pregnant, with a total of 152 pregnancies resulting in 91 live births. Factors associated with pregnancy included younger versus older age at diagnosis (aged ≤30 vs 36‐40 years: odds ratio [OR], 6.63; 95% CI, 3.18‐13.83; P < .0001; aged 31‐35 vs 36‐40 years: OR, 5.86; 95% CI, 3.37‐10.17; P < .0001) and being nulliparous versus parous (OR, 2.66; 95% CI, 1.56‐4.53; P = .001). The receipt of endocrine therapy versus no endocrine therapy (OR, 0.35; 95% CI, 0.20‐0.59; P = .001) was inversely associated with pregnancy.ConclusionsMany women remain interested in future fertility in the 4 years after a breast cancer diagnosis, indicating that longitudinal fertility discussions are needed. Although a minority of those interested in having children attempted to become pregnant in the first 5 years, most who attempted to conceive did so and had live births.
Pregnancies during and after trastuzumab and/or lapatinib in patients with human epidermal growth factor receptor 2–positive early breast cancer: Analysis from the NeoALTTO (BIG 1‐06) and ALTTO (BIG 2‐06) trials
Lambertini, Matteo , Martel, Samuel , Campbell, Christine , Hilbers, Florentine , Schuehly, Uwe, Korde, Larissa A. , Azim, Hatem A. , Cosimo, Serena Di , Tenglin, Richard C., Huober, Jens , Baselga, José , Moreno‐Aspitia, Alvaro , Piccart, Martine , Gelber, Richard D. , Azambuja, Evandro de , Lambertini, Matteo , de Azambuja, Evandro , Campbell, Christine, Guillaume, Sébastien , Ignatiadis, Michail

Cancer | October 18, 2018 | Volume: 125 | Issue: 2 | Pages: 307-316

10.1002/cncr.31784 Get It

Background Limited data exist on the safety of using anti–human epidermal growth factor receptor 2 (HER2) targeted agents during pregnancy. To date, only retrospective studies have assessed the prognosis of patients with a pregnancy after prior early breast cancer, with no data in HER2‐positive patients. Methods The Neoadjuvant Lapatinib and/or Trastuzumab Treatment Optimization (NeoALTTO) trial and the Adjuvant Lapatinib and/or Trastuzumab Treatment Optimization (ALTTO) trial were randomized phase 3 trials for patients with HER2‐positive early breast cancer. In both trials, pregnancy information was prospectively collected. Pregnancy outcomes were compared between patients unintentionally exposed to trastuzumab and/or lapatinib during gestation (the exposed group) and those who became pregnant after trastuzumab and/or lapatinib completion (the unexposed group). In the ALTTO trial, disease‐free survival (DFS) was compared between pregnant patients and those aged 40 years or younger without a subsequent pregnancy via an extended Cox model with time‐varying covariates to account for a guarantee‐time bias. Results Ninety‐two patients (12 in the exposed group and 80 in the unexposed group) had a pregnancy: 7 in the NeoALTTO trial and 85 in the ALTTO trial. Seven patients (58.3%) in the exposed group and 10 patients (12.5%) in the unexposed group opted for an induced abortion; in the unexposed group, 10 patients (12.5%) had a spontaneous abortion. No pregnancy/delivery complications were reported for the remaining cases, who successfully completed their pregnancy, with the exception of 1 fetus with trisomy 21 (Down syndrome). No significant difference in DFS (adjusted hazard ratio, 1.12; 95% confidence interval, 0.52‐2.42) was observed between young patients with a pregnancy (n = 85) and young patients without a pregnancy (n = 1307). Conclusions For patients with HER2‐positive early breast cancer, having a pregnancy after treatment completion appears to be safe without compromising fetal outcome or maternal prognosis.
Adjuvant Anti-HER2 Therapy, Treatment-Related Amenorrhea, and Survival in Premenopausal HER2-Positive Early Breast Cancer Patients
Lambertini, Matteo , Campbell, Christine , Korde, Larissa A. , Izquierdo, Miguel , Fumagalli, Debora , Mastro, Lucia Del , Jackisch, Christian , Láng, István, Boyle, Frances , Barrios, Carlos H. , Baselga, José, Moreno‐Aspitia, Alvaro , Piccart, Martine , Gelber, Richard D. , Azambuja, Evandro de , Lambertini, Matteo , de Azambuja, Evandro , Del Mastro, Lucia , Bines, José , Ignatiadis, Michail , Pritchard, Kathleen I. , Wolff, Antonio C. , Untch, Michael , Smith, Ian , Xu, Binghe

JNCI: Journal of the National Cancer Institute | April 18, 2018 | Volume: 111 | Issue: 1 | Pages: 86-94

10.1093/jnci/djy094 Get It