A liquid biomarker signature of inflammatory proteins accurately predicts early pancreatic cancer progression during FOLFIRINOX chemotherapy

被引:3
|
作者
van Eijck, Casper W. F. [6 ]
Sabroso-Lasa, Sergio [2 ,3 ]
Strijk, Gaby J. [1 ]
Mustafa, Dana A. M. [4 ]
Fellah, Amine [1 ]
Koerkamp, Bas Groot [5 ]
Malats, Nuria [2 ,3 ]
van Eijck, Casper H. J. [1 ,2 ,6 ]
机构
[1] Erasmus MC, Erasmus MC Canc Inst, Rotterdam, Netherlands
[2] Spanish Natl Canc Res Ctr, Genet & Mol Epidemiol Grp, Madrid, Spain
[3] Ctr Invest Biomed Red Canc CIBERONC, Madrid, Spain
[4] Erasmus MC, Dept Clin Bioinformat, Rotterdam, Netherlands
[5] Erasmus MC, Dept Surg, Rotterdam, Netherlands
[6] Erasmus MC, Erasmus MC Canc Inst, Dr Molewaterplein 40, NL-3015 GD Rotterdam, Netherlands
来源
NEOPLASIA | 2024年 / 49卷
关键词
Biomarkers; Gene Expression Profiling; folfirinox; Pancreatic Neoplasms; Precision Medicine; Protein Array Analysis; DUCTAL ADENOCARCINOMA; FACTOR-RECEPTOR; EMERGING ROLES; FCRL FAMILY; RESISTANCE; METASTASIS; ALPHA; OVEREXPRESSION; GEMCITABINE; REGRESSION;
D O I
10.1016/j.neo.2024.100975
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Pancreatic ductal adenocarcinoma (PDAC) is often treated with FOLFIRINOX, a chemotherapy associated with high toxicity rates and variable efficacy. Therefore, it is crucial to identify patients at risk of early progression during treatment. This study aims to explore the potential of a multi-omics biomarker for predicting early PDAC progression by employing an in-depth mathematical modeling approach. Methods: Blood samples were collected from 58 PDAC patients undergoing FOLFIRINOX before and after the first cycle. These samples underwent gene (GEP) and inflammatory protein expression profiling (IPEP). We explored the predictive potential of exclusively IPEP through Stepwise (Backward) Multivariate Logistic Regression modeling. Additionally, we integrated GEP and IPEP using Bayesian Kernel Regression modeling, aiming to enhance predictive performance. Ultimately, the FOLFIRINOX IPEP (FFX-IPEP) signature was developed. Results: Our findings revealed that proteins exhibited superior predictive accuracy than genes. Consequently, the FFX-IPEP signature consisted of six proteins: AMN, BANK1, IL1RL2, ITGB6, MYO9B, and PRSS8. The signature effectively identified patients transitioning from disease control to progression early during FOLFIRINOX, achieving remarkable predictive accuracy with an AUC of 0.89 in an independent test set. Importantly, the FFXIPEP signature outperformed the conventional CA19-9 tumor marker. Conclusions: Our six-protein FFX-IPEP signature holds solid potential as a liquid biomarker for the early prediction of PDAC progression during toxic FOLFIRINOX chemotherapy. Further validation in an external cohort is crucial to confirm the utility of the FFX-IPEP signature. Future studies should expand to predict progression under different chemotherapies to enhance the guidance of personalized treatment selection in PDAC.
引用
收藏
页数:12
相关论文
共 21 条
  • [1] FOLFIRINOX chemotherapy modulates the peripheral immune landscape in pancreatic cancer: Implications for combination therapies and early response prediction
    van Eijck, Casper W. F.
    Strijk, Gaby
    Vietscha, Eveline E.
    van der Sijde, Fleur
    Verheij, Maaike
    Mustafa, Dana A. M.
    Vinkc, Madelief
    Aerts, Joachim G. J. V.
    van Eijck, Casper H. J.
    Willemsen, Marcella
    EUROPEAN JOURNAL OF CANCER, 2024, 196
  • [2] Serum cytokine levels are associated with tumor progression during FOLFIRINOX chemotherapy and overall survival in pancreatic cancer patients
    van der Sijde, Fleur
    Dik, Willem A. A.
    Mustafa, Dana A. M.
    Vietsch, Eveline E. E.
    Besselink, Marc G. G.
    Debets, Reno
    Koerkamp, Bas Groot
    Haberkorn, Brigitte C. M.
    Homs, Marjolein Y. V.
    Janssen, Quisette P. P.
    Luelmo, Saskia A. C.
    Mekenkamp, Leonie J. M.
    Oostvogels, Astrid A. M.
    Smits-te Nijenhuis, Marja A. W.
    Wilmink, Johanna W. W.
    van Eijck, Casper H. J.
    FRONTIERS IN IMMUNOLOGY, 2022, 13
  • [3] Administration of FOLFIRINOX for Advanced Pancreatic Cancer: Physician Practice Patterns During Early Use
    Gotfrit, Joanna
    Marginean, Horia
    Ko, Yoo-Joung
    Ghafoor, Akmal
    Kavan, Petr
    Chalchal, Haji
    Ahmed, Shahid
    Mulder, Karen
    Tang, Patricia
    Goodwin, Rachel
    CURRENT ONCOLOGY, 2025, 32 (03)
  • [4] Serum miR-373-3p and miR-194-5p Are Associated with Early Tumor Progression during FOLFIRINOX Treatment in Pancreatic Cancer Patients: A Prospective Multicenter Study
    van der Sijde, Fleur
    Homs, Marjolein Y., V
    van Bekkum, Marlies L.
    van den Bosch, Thierry P. P.
    Bosscha, Koop
    Besselink, Marc G.
    Bonsing, Bert A.
    de Groot, Jan Willem B.
    Karsten, Thomas M.
    Koerkamp, Bas Groot
    Haberkorn, Brigitte C. M.
    Luelmo, Saskia A. C.
    Mekenkamp, Leonie J. M.
    Mustafa, Dana A. M.
    Wilmink, Johanna W.
    van Eijck, Casper H. J.
    Vietsch, Eveline E.
    INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (20)
  • [5] Circulating TP53 mutations are associated with early tumor progression and poor survival in pancreatic cancer patients treated with FOLFIRINOX
    van der Sijde, Fleur
    Azmani, Zakia
    Besselink, Marc G.
    Bonsing, Bert A.
    de Groot, Jan Willem B.
    Groot Koerkamp, Bas
    Haberkorn, Brigitte C. M.
    Homs, Marjolein Y. V.
    van IJcken, Wilfred F. J.
    Janssen, Quisette P.
    Lolkema, Martijn P.
    Luelmo, Saskia A. C.
    Mekenkamp, Leonie J. M.
    Mustafa, Dana A. M.
    van Schaik, Ron H. N.
    Wilmink, Johanna W.
    Vietsch, Eveline E.
    van Eijck, Casper H. J.
    THERAPEUTIC ADVANCES IN MEDICAL ONCOLOGY, 2021, 13
  • [6] Skeletal Muscle Mass Predicts Poor Prognosis in Patients with Advanced Pancreatic Cancer Undergoing Second-Line FOLFIRINOX Chemotherapy
    Lee, Hee Seung
    Kim, Si Young
    Chung, Moon Jae
    Park, Jeong Youp
    Bang, Seungmin
    Park, Seung Woo
    Song, Si Young
    NUTRITION AND CANCER-AN INTERNATIONAL JOURNAL, 2019, 71 (07): : 1100 - 1107
  • [7] Tumour-derived exosomes as a signature of pancreatic cancer - liquid biopsies as indicators of tumour progression
    Nuzhat, Zarin
    Kinhal, Vyjayanthi
    Sharma, Shayna
    Rice, Gregory E.
    Joshi, Virendra
    Salomon, Carlos
    ONCOTARGET, 2017, 8 (10) : 17279 - 17291
  • [8] A Fibrosis Biomarker Early Predicts Cardiotoxicity Due to Anthracycline-Based Breast Cancer Chemotherapy
    de la Fuente, Ana
    Santisteban, Marta
    Lupon, Josep
    Aramendia, Jose Manuel
    Diaz, Agnes
    Santaballa, Ana
    Hernandiz, Amparo
    Sepulveda, Pilar
    Cediel, German
    Lopez, Begona
    Picazo, Jose Maria Lopez
    Mazo, Manuel M.
    Rabago, Gregorio
    Gavira, Juan Jose
    Garcia-Bolao, Ignacio
    Diez, Javier
    Gonzalez, Arantxa
    Bayes-Genis, Antoni
    Ravassa, Susana
    CANCERS, 2022, 14 (12)
  • [9] Early Recurrence of Pancreatic Cancer after Resection and During Adjuvant Chemotherapy
    Fischer, Richard
    Breidert, Matthias
    Keck, Tobias
    Makowiec, Frank
    Lohrmann, Christian
    Harder, Jan
    SAUDI JOURNAL OF GASTROENTEROLOGY, 2012, 18 (02) : 118 - 121
  • [10] Neutrophil count kinetics during the first cycle of chemotherapy predicts the outcome of patients with locally advanced or metastatic pancreatic cancer
    Colloca, Giuseppe Antonio
    Venturino, Antonella
    Guarneri, Domenico
    ASIA-PACIFIC JOURNAL OF CLINICAL ONCOLOGY, 2020, 16 (04) : 247 - 253