Cancer is a fatal disease with a high global prevalence and is associated with an increased incidence of metabolic disorders. This study aimed to develop a novel metabolic prognostic system to evaluate the overall metabolic disorder burden in cancer patients and its relationship with their prognosis. The patients in this study were enrolled from the Investigation on Nutrition Status and Clinical Outcome of Common Cancers (INSCOC) project. The least absolute shrinkage and selection operator (LASSO) analysis was used to screen for indicators of metabolic disorders. Cox regression analysis was used to evaluate the independent association between indicators of metabolic disorders and mortality in patients. The Kaplan-Meier method was used to evaluate the survival of patients with varying burdens of metabolic disorders. Finally, nomogram prognostic models and corresponding calculators were constructed and evaluated using the areas under the receiver operating characteristic curves (AUC), decision curve analysis (DCA), and calibration curves. Five of the 19 hematological indexes, including hemoglobin, neutrophils, direct bilirubin, albumin, and globulin, were selected as the evaluation indicators of metabolic disorder burden and independent risk factors for prognosis in cancer patients. Patients with a higher metabolic disorder burden had poorer survival rates. The AUC of the 1-year, 3-year, and 5-year overall survival of the prognostic nomogram was 0.678, 0.664, and 0.650, respectively. DCA and calibration curves indicated that the clinical benefit rate of metabolic disorder burden prognostic markers was high. Patients with a higher metabolic disorder burden had poorer survival rates. The nomogram and corresponding calculator can accurately evaluate the metabolic disorder burden and predict the prognosis of patients with cancer., Competing Interests: Declarations. Competing interests: The authors declare no competing interests. Ethics approval and consent to participate: This study followed the Helsinki declaration. All participants signed an informed consent form, and this study was approved by the Institutional Review Board of each hospital (Anhui Provincial Cancer Hospital, Affiliated Cancer Hospital of Harbin Medical University, Affiliated Cancer Hospital of Zunyi Medical College, Guizhou Province, Beijing Shijitan Hospital, Beijing Cancer Hospital, Cancer Hospital of Chinese Academy of Medical Sciences, Chongqing Daping Hospital, Chongqing Third People’s Hospital, Chongqing Cancer Hospital, First Hospital of Jilin University, Foshan First People’s Hospital, Fujian Provincial Cancer Hospital, First Affiliated Hospital of Guangxi Medical University, First Hospital of Shanxi Medical University, Guangxi Zhuang Autonomous Region People’s Hospital, Guangdong Provincial People’s Hospital, Guigang People’s Hospital of Guangxi Province, Hebei province people’s Hospital, Huizhou Central People’s Hospital, Liaoning Provincial Cancer Hospital, Sichuan Provincial Cancer Hospital, Shanghai Ruijin Hospital, Shanghai Tenth People’s Hospital, The Affiliated Hospital of Chengde Medical College, Tangdu Hospital of the Fourth Military Medical University, The Fourth Affiliated Hospital of Harbin Medical University, The First Hospital of Hebei Medical University, The Third Affiliated Hospital of Kunming Medical University, Tianjin Medical University Cancer Hospital, The First Affiliated Hospital of Zhejiang University, The Second Affiliated Hospital of Zhejiang University, The First Affiliated Hospital of Sun Yat-sen University, The Second Hospital of Hebei Medical University, The Fourth Hospital of Hebei Medical University, The First Affiliated Hospital of Kunming Medical University, West China Hospital of Sichuan University, Wuhan Tongji Hospital, Xijing Hospital, Xinjiang Kashgar First People’s Hospital, Xingtai People’s Hospital, Yunnan Cancer Hospital, Yuncheng Central Hospital, Zhejiang First Hospital, Zhejiang People’s Hospital, and Zhejiang Cancer Hospital) (Registration number: ChiCTR1800020329). Consent for publication: All authors approved the publication., (© 2025. The Author(s).)