Abstract Background: Extracellular matrix (ECM) stiffness in the tumor microenvironment is associated with aggressive features that lead to adverse clinical outcomes, including metastasis. Mechanical conditioning (MC) is the phenomenon whereby cancer cells that have grown in a fibrotic-like stiff ECM acquire aggressive features which can be maintained after metastasis in distant sites (Cell Rep.; 35:109293). MeCo Score is a gene expression signature that measures the response to ECM stiffness in early tumors which is associated with subsequent metastasis. We sought to study whether MeCo Score is associated with pathologic complete response (pCR) in early HER2negBC, and whether anti-fibrotic treatment with nintedanib (a multikinase VEGFR1-3, FGFR1-3 and PDGFRA/B inhibitor approved for idiopathic lung fibrosis) is able to mitigate the impact of MC. Methods: Baseline tumor samples from patients (N=130) from a randomized phase II clinical trial (Clin Cancer Res 23: 1432-42) in early HER2negBC trial comparing weekly paclitaxel monotherapy (85 mg/m2 x 12 courses; N=65; Arm A) versus the same treatment plus nintedanib (150 mg p.o. bid, continuous schedule; Arm B) were analyzed by RNAseq. MeCo Score was computed as previous described (Cell Rep.; 35:109293), and intrinsic PAM50 subtypes were determined using the R package genefu. Clinical, demographic and pathologic variables were gathered for all patients; pCR was graded according to the Residual Cancer Burden (RCB) score, RCB=0. Regression models were built using the variables RCB, T, N, G, age, intrinsic subtype, Ki67, MeCo Score and treatment arm. Bi-variate correlations were analyzed with the Pearson coefficient. All statistic tests were two-sided. Results: MeCo Score was successfully determined in 76 women (50% from each arm); the average score was 0.34 (range: 0.052 – 0.617). Of them, 48.6% were Luminal A, 34.2% Luminal B, 14.5% Basal-like, and 2.7% Normal according to PAM50. Median age was 49 y.o. (range: 30.6 – 79.2); tumor size distribution was T1:3.0%; T2:68.2%; T3:24.3%; T4: 4.5%; 47% of the patients were N0, 47% were N1 and 6% were N2. Most patients (85%) were ER and/or PR positive; 15% were “triple-negative”. Histological grade distribution was G1/G2/G3: 15%/62%/23%. The average Ki67 was 28.7% (range: 1%-98%). pCR was 10.8% and 4.5% in arms A and B. The average MeCo Score by intrinsic subtype was 0.26 (LumA); 0.43 (LumB) and 0.38 (Basal), LumB vs LumA P< 0.001; LumB vs Basal: P=0.037. We did not find correlation between MeCo Score and G, T, N, age or Ki67, neither in the Luminal subgroup or the whole cohort. In Arm A, patients with high MeCo Score (i.e., above median) had a 0% pCR rate compared to 10.5% pCR rate for those with low MeCo Score (P=0.035); however, in the nintedanib arm (Arm B) no differences were found: 10.5% versus 11.1% pCR rate in high versus low MeCo Score (P=0.4). Conclusions: Among early HER2negBC, Luminal B cases display the highest MeCo Scores. MeCo Score was independent of all classic prognostic variables. High MeCo Score is associated with lack of pCR to neoadjuvant paclitaxel monotherapy, but concurrent administration of the anti-fibrotic agent nintedanib rescues this association. Citation Format: Miguel Quintela-Fandino, Adam Watson, Adam Grant, Gus Mouneimne, Maria J. Bueno, Silvana Mouron. A Mechanical Conditioning gene expression (MeCo) score detects the patients that benefit from neoadjuvant anti-fibrotic therapy in early HER2-negative breast cancer (HER2negBC) [abstract]. In: Proceedings of the 2023 San Antonio Breast Cancer Symposium; 2023 Dec 5-9; San Antonio, TX. Philadelphia (PA): AACR; Cancer Res 2024;84(9 Suppl):Abstract nr PO2-02-13.