1. Carr DF, Turner RM, Pirmohamed M. Pharmacogenomics of anticancer drugs: Personalising the choice and dose to manage drug response. Br J Clin Pharmacol. 2021;87(2):237-255.
2. Talebi Z, Sparreboom A, Colace SI. Pharmacogenomics in Cytotoxic Chemotherapy of Cancer. Methods Mol Biol. 2022;2547:63-94.
3. Dong L, Jiang H, Kang Z, Guan M. Biomarkers for chemotherapy and drug resistance in the mismatch repair pathway. Clin Chim Acta. 2023;544:117338.
4. Derouane F, van Marcke C, Berlière M, Gerday A, Fellah L, Leconte I, et al. Predictive Biomarkers of Response to Neoadjuvant Chemotherapy in Breast Cancer: Current and Future Perspectives for Precision Medicine. Cancers (Basel). 2022;14(16):3876.
5. Generation Predictive Biomarkers for Immune Checkpoint Inhibitors in Cancer Patients. Front Oncol. 2021;11:683419.
6. Ruiz-Bañobre J, Goel A. Genomic and epigenomic biomarkers in colorectal cancer: From diagnosis to therapy. Adv Cancer Res. 2021;151:231-304.
7. Kwon MJ. Predictive biomarkers for molecularly targeted therapies and immunotherapies in breast cancer. Arch Pharm Res. 2022;45(9):597-617.
8. Chung C. Predictive and prognostic biomarkers with therapeutic targets in colorectal cancer: A 2021 update on current development, evidence, and recommendation. J Oncol Pharm Pract. 2022;28(4):850-869.
9. Kar A, Agarwal S, Singh A, Bajaj A, Dasgupta U. Insights into molecular mechanisms of chemotherapy resistance in cancer. Transl Oncol. 2024;42:101901.
10.Al Saihati HA, Rabaan AA. Cellular resistance mechanisms in cancer and the new approaches to overcome resistance mechanisms chemotherapy. Saudi Med J. 2023;44(4):329-344.
11.Dong L, Jiang H, Kang Z, Guan M. Biomarkers for chemotherapy and drug resistance in the mismatch repair pathway. Clin Chim Acta. 2023;544:117338.
12.Tufail M, Cui J, Wu C. Breast cancer: molecular mechanisms of underlying resistance and therapeutic approaches. Am J Cancer Res. 2022;12(7):2920-2949.
13.Derouane F, van Marcke C, Berlière M, Gerday A, Fellah L, Leconte I, et al. Predictive Biomarkers of Response to Neoadjuvant Chemotherapy in Breast Cancer: Current and Future Perspectives for Precision Medicine. Cancers (Basel). 2022;14(16):3876.
14.Tarighati E, Keivan H, Mahani H. A review of prognostic and predictive biomarkers in breast cancer. Clin Exp Med. 2023;23(1):1–16.
15.van den Ende NS, Nguyen AH, Jager A, Kok M, Debets R, van Deurzen CHM. Triple-Negative Breast Cancer and Predictive Markers of Response to Neoadjuvant Chemotherapy: A Systematic Review. Int J Mol Sci. 2023;24(3):2969.
16.Wang Z, Katsaros D, Biglia N, Shen Y, Fu Y, Loo LWM, et al. Predictive biomarkers in breast cancer: Current status and future perspectives. Front Oncol. 2023;13:1182945.
17.Maqbool M, Khan A, Shahzad A, Sarfraz Z, Sarfraz A, Aftab H, et al. Predictive biomarkers for colorectal cancer: a state-of-the-art systematic review. Biomarkers. 2023;28(6):562-598.
18.Pourali G, Khalili-Tanha G, Nazari E, Maftooh M, Nassiri MR, Hassanian SM, et al. Circulating Tumor Cells and Cell-free Nucleic Acids as Biomarkers in Colorectal Cancer. Curr Pharm Des. 2023;29(10):748-765.
19.Bhattacharya S. An empirical review on the resistance mechanisms of epidermal growth factor receptor inhibitors and predictive molecular biomarkers in colorectal cancer. Crit Rev Oncol Hematol. 2023;183:103916.
20.Lu X, Li Y, Li Y, Zhang X, Shi J, Feng H, et al. Prognostic and predictive biomarkers for anti-EGFR monoclonal antibody therapy in RAS wild-type metastatic colorectal cancer: a systematic review and meta-analysis. BMC Cancer. 2023;23(1):1117.
21.Odintsov I, Sholl LM. Prognostic and predictive biomarkers in non-small cell lung carcinoma. Pathology. 2024;56(2):192-204.
22.Chung C, Umoru G. Prognostic and predictive biomarkers with therapeutic targets in nonsmall-cell lung cancer: A 2023 update on current development, evidence, and recommendation. J Oncol Pharm Pract. 2025;31(3):438-461.
23.Qian X, Meng QH. Circulating lung cancer biomarkers: From translational research to clinical practice. Tumour Biol. 2024;46(S1):S27-S33.
24.Restrepo JC, Martínez Guevara D, Pareja López A, Montenegro Palacios JF, Liscano Y. Identification and Application of Emerging Biomarkers in Treatment of Non-Small-Cell Lung Cancer: Systematic Review. Cancers (Basel). 2024;16(13):2338
25.Kim J, Kim HS, Nam M, Chae YK. Tissue-agnostic biomarkers in solid tumors: current approvals and emerging candidates. Cancer Metastasis Rev. 2025;44(3):58. doi:10.1007/s10555-025-10274-2.
26.Tripathy S, Gaur A, Jagadeb M, et al. Recent advances in detection techniques regarding predictive, prognostic, and diagnostic biomarkers in solid cancers and its future challenges. Adv Cancer Res. 2026;170:175-220. doi:10.1016/bs.acr.2025.12.006.
27.Kaczmarek F, Marcinkowska-Gapińska A, Bartkowiak-Wieczorek J, et al. Blood-based biomarkers as predictive and prognostic factors in immunotherapy-treated patients with solid tumors. Cancers (Basel). 2025;17(12):2001. doi:10.3390/cancers17122001.
28.Puntambekar M, Shery N, Parokkaran I, Al-Hamas M. Predictive biomarkers in cancer immunotherapy: a narrative review across selected solid tumors. Cureus. 2025;17(7):e88647
29.Odintsov I, Sholl LM. Prognostic and predictive biomarkers in non-small cell lung carcinoma. Pathology. 2024;56(2):192–204. doi:10.1016/j.pathol.2023.11.006.
30.Zhou Y, Tao L, Qiu J, et al. Tumor biomarkers for diagnosis, prognosis and targeted therapy. Signal Transduct Target Ther. 2024;9:132. doi:10.1038/s41392-024-01823-2.
31.Sato Y. Clinical utility of liquid biopsy-based companion diagnostics in non-small-cell lung cancer treatment. Explor Target Antitumor Ther. 2022;3(5):630–642. doi:10.37349/etat.2022.00104.
32.Janse van Rensburg HJ, Siu LL. Circulating biomarkers for therapeutic monitoring of anti-cancer agents. Oncologist. 2022;27(5):352–362
33.Batis N, Brooks JM, Payne K. Lack of predictive tools for conventional and targeted cancer therapy: barriers to biomarker development and clinical translation. Adv Drug Deliv Rev. 2021;176:113854. doi:10.1016/j.addr.2021.113854.
34.Mestre-Ferrándiz J, et al. Expert-based collaborative analysis of the situation and prospects of biomarker test implementation in oncology in Spain. Clin Transl Oncol. 2024;26:985–990. doi:10.1007/s12094-023-03338-8.
35.Desai A, Lovly CM. Challenges in the implementation of ultrasensitive liquid biopsy approaches in precision oncology. J Immunother Cancer. 2023;11(6):e006793. doi:10.1136/jitc-2023-006793.
36.Lustberg MB, Stover DG, Chalmers JJ. Implementing liquid biopsies in clinical trials: state of affairs, opportunities and challenges. Cancer J. 2018;24(2):61–64. doi:10.1097/PPO.0000000000000309
37.Derouane F, et al. Predictive biomarkers of response to neoadjuvant chemotherapy in breast cancer. Cancers (Basel). 2022;14(16):3876.
38.Tarighati E, Keivan H, Mahani H. Prognostic and predictive biomarkers in breast cancer. Clin Exp Med. 2023;23:1–16.
39.Wang Z, et al. Predictive biomarkers in breast cancer: current status and future perspectives. Front Oncol. 2023;13:1182945.
40.van den Ende NS, et al. Triple-negative breast cancer and predictive markers. Int J Mol Sci. 2023;24:2969
41.Predictive Biomarkers of Response to Neoadjuvant Chemotherapy in Breast Cancer: Current and Future Perspectives for Precision Medicine. Cancers (Basel). 2022;14(16):3876. PMID: 36010869
42.Personalizing Cancer Therapy: The Role of Pharmacogenetics in Overcoming Drug Resistance and Toxicity. Expert Review of Precision Medicine and Drug Development. PMID: 40751817.