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Wang X, Zhu MX, Wang JF, Liu P, Zhang LY, Zhou Y, Lin XX, Du YD, He KL. Multivariable prognostic models for post-hepatectomy liver failure: An updated systematic review. World J Hepatol 2025; 17:103330. [PMID: 40308827 PMCID: PMC12038414 DOI: 10.4254/wjh.v17.i4.103330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 02/28/2025] [Accepted: 03/21/2025] [Indexed: 04/25/2025] Open
Abstract
BACKGROUND Partial hepatectomy continues to be the primary treatment approach for liver tumors, and post-hepatectomy liver failure (PHLF) remains the most critical life-threatening complication following surgery. AIM To comprehensively review the PHLF prognostic models developed in recent years and objectively assess the risk of bias in these models. METHODS This review followed the Checklist for Critical Appraisal and Data Extraction for Systematic Reviews of Prediction Modelling Studies and the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guideline. Three databases were searched from November 2019 to December 2022, and references as well as cited literature in all included studies were manually screened in March 2023. Based on the defined inclusion criteria, articles on PHLF prognostic models were selected, and data from all included articles were extracted by two independent reviewers. The PROBAST was used to evaluate the quality of each included article. RESULTS A total of thirty-four studies met the eligibility criteria and were included in the analysis. Nearly all of the models (32/34, 94.1%) were developed and validated exclusively using private data sources. Predictive variables were categorized into five distinct types, with the majority of studies (32/34, 94.1%) utilizing multiple types of data. The area under the curve for the training models included ranged from 0.697 to 0.956. Analytical issues resulted in a high risk of bias across all studies included. CONCLUSION The validation performance of the existing models was substantially lower compared to the development models. All included studies were evaluated as having a high risk of bias, primarily due to issues within the analytical domain. The progression of modeling technology, particularly in artificial intelligence modeling, necessitates the use of suitable quality assessment tools.
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Affiliation(s)
- Xiao Wang
- Department of Hepatobiliary Surgery, Chinese PLA 970 Hospital, Yantai 264001, Shandong Province, China
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China
| | - Ming-Xiang Zhu
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China
- Medical School of Chinese PLA, Chinese PLA General Hospital, Beijing 100853, China
| | - Jun-Feng Wang
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht 358 4CG, Netherlands
| | - Pan Liu
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China
| | - Li-Yuan Zhang
- China National Clinical Research Center for Neurological Diseases, Beijing 100853, China
| | - You Zhou
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China
- School of Medicine, Nankai University, Tianjin 300071, China
| | - Xi-Xiang Lin
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China
| | - Ying-Dong Du
- Department of Hepatobiliary Surgery, Chinese PLA 970 Hospital, Yantai 264001, Shandong Province, China
| | - Kun-Lun He
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China.
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Saito Y, Morine Y, Yamada S, Teraoku H, Miyazaki K, Ikemoto T, Shimada M. The relationship between the tumor microenvironment of hepatocellular carcinoma - including cancer-associated fibroblasts and tumor-associated macrophages - and apparent diffusion coefficient. Am J Cancer Res 2025; 15:1747-1758. [PMID: 40371143 PMCID: PMC12070086 DOI: 10.62347/zggj9531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2024] [Accepted: 08/06/2024] [Indexed: 05/16/2025] Open
Abstract
The tumor microenvironment is critical for the acquisition of tumor malignancy in various cancer types. The objectives of this study were to investigate whether the levels of cancer-associated fibroblasts (CAFs) and tumor-associated macrophages (TAMs) reflect the prognosis of patients with hepatocellular carcinoma (HCC) after hepatectomy (Hx) and to determine whether the apparent diffusion coefficient (ADC) from diffusion-weighted imaging (DWI) reflects CAF and TAM expression. The study cohort comprised 109 patients who underwent initial curative resection for HCC. Alpha smooth muscle actin (αSMA) was selected as a CAF marker and CD204 as a TAM marker. Protein expression was immunohistochemically evaluated in the intratumoral regions of resected specimens. Clinicopathological factors, including the long-term prognosis after Hx, were investigated between αSMA-negative and -positive tumors and between CD204-negative and -positive tumors. The correlation between CAF/TAM marker expression and the calculated minimum ADC using DWI was also evaluated. αSMA-positive expression was correlated with tumor number, invasive growth pattern, and advanced stage. CD204-positive expression was correlated with the presence of venous invasion. Both αSMA-positive expression and CD204-positive expression were significant prognostic factors in the univariate analysis of overall survival and disease-free survival. αSMA/CD204 double positivity was associated with an extremely poor prognosis after Hx and was a significant independent prognostic factor for overall survival (P=0.02, hazard ratio: 3.27). Patients with double positivity also showed a significantly higher ADClow rate (83%). In conclusion, expression of both CAF and TAM markers reflected a poor prognosis after Hx. Furthermore, the preoperative ADC could be a clinical surrogate marker in the tumor microenvironment in patients with HCC.
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Affiliation(s)
- Yu Saito
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
| | - Yuji Morine
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
| | - Shinichiro Yamada
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
| | - Hiroki Teraoku
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
| | - Katsuki Miyazaki
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
| | - Tetsuya Ikemoto
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
| | - Mitsuo Shimada
- Department of Surgery, Tokushima University 3-18-15 Kuramoto-cho, Tokushima 770-8503, Japan
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Gao XX, Li JF. Current strategies for predicting post-hepatectomy liver failure and a new ultrasound-based nomogram. World J Gastroenterol 2024; 30:4254-4259. [PMID: 39492820 PMCID: PMC11525858 DOI: 10.3748/wjg.v30.i39.4254] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/05/2024] [Revised: 08/31/2024] [Accepted: 09/25/2024] [Indexed: 10/12/2024] Open
Abstract
Liver cancer is associated with a few factors, such as viruses and alcohol consumption, and hepatectomy is an important treatment for patients with liver cancer. However, post-hepatectomy liver failure (PHLF) is the most serious complication and has a high mortality rate. Effective prediction of PHLF allows for the adjustment of clinical treatment strategies and is critical to the long-term prognosis of patients. Many factors have been associated with the development of PHLF, so there is an increasing interest in the development of predictive models for PHLF, such as nomograms that integrate intra-operative factors, imaging and biochemical characteristics of the patient. Ultrasound, as a simple and important examination method, plays an important role in predicting PHLF, especially the Nomogram established based on ultrasound measurements of liver stiffness and spleen area provides a more convenient way to predict the occurrence of PHLF.
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Affiliation(s)
- Xing-Xue Gao
- Department of Infectious Disease, Lanzhou University First Clinical Medical College, Lanzhou 730000, Gansu Province, China
| | - Jun-Feng Li
- Department of Infectious Disease, Lanzhou University First Clinical Medical College, Lanzhou 730000, Gansu Province, China
- Department of Infectious Diseases & Infectious Disease Research Laboratory, Lanzhou University First Hospital, Lanzhou 730000, Gansu Province, China
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Chouillard MA, Hobeika C. Risk predictors of post-hepatectomy liver failure: unraveling complexities and navigating challenges in clinical application. Hepatobiliary Surg Nutr 2024; 13:500-504. [PMID: 38911195 PMCID: PMC11190505 DOI: 10.21037/hbsn-24-81] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2024] [Accepted: 04/22/2024] [Indexed: 06/25/2024]
Affiliation(s)
- Marc-Anthony Chouillard
- Département de Chirurgie Hépato-Bilio-Pancréatique et de Transplantation Hépatique, Hôpital Beaujon, AP-HP, Université Paris-Cité, Clichy, France
| | - Christian Hobeika
- Département de Chirurgie Hépato-Bilio-Pancréatique et de Transplantation Hépatique, Hôpital Beaujon, AP-HP, Université Paris-Cité, Clichy, France
- UMR Inserm 1275 CAP Paris-Tech, Hôpital Lariboisière, Université Paris-Cité, Paris, France
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Xu X, Shi X, Zhou D, Cao D. The Association Between Modified Albumin-Bilirubin (mALBI) and Survival in Advanced Non-small Cell Lung Cancer Patients Treated With Immunotherapy. Cureus 2024; 16:e56074. [PMID: 38618479 PMCID: PMC11009909 DOI: 10.7759/cureus.56074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/10/2024] [Indexed: 04/16/2024] Open
Abstract
OBJECTIVE This study aimed to assess the clinical value of the modified albumin-bilirubin (mALBI) grade in predicting the survival of patients with advanced non-small cell lung cancer (NSCLC) treated with immunotherapy. METHODS We conducted a retrospective cohort study of patients with advanced NSCLC who received immune checkpoint inhibitors (ICIs) from January 2020 to May 2022. The primary endpoints were overall survival (OS), treatment response, and the association between different mALBI grades and survival. RESULTS In these 67 patients, 85.1% (57/67) were male, and the median age was 63 years. The patients with mALBI grades 1 and 2a at baseline had a median OS of 12.83 months (95% CI: 9.4 to 16.27 months), whereas it was 3.2 months (95% CI: NA to 11.59 months) for patients with mALBI grades 2b and 3. The OS for patients with dynamic mALBI grades 1 and 2a was 13.27 months (95% CI: 8.72 to 17.81 months), significantly longer than five months (95% CI: 2.47 to 7.53 months) for dynamic mALBI grades 2b and 3 patients (p<0.01). Conclusion: In conclusion, mALBI grade may be a potential dynamic biomarker for predicting the prognosis in advanced NSCLC patients treated with immunotherapy.
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Affiliation(s)
- Xiaoya Xu
- Oncology, People's Hospital of Macheng City, Macheng, CHN
| | - Xiangru Shi
- Oncology, People's Hospital of Macheng City, Macheng, CHN
| | - Dingjie Zhou
- Oncology, Renmin Hospital of Wuhan University, Wuhan, CHN
| | - Dedong Cao
- Oncology, Renmin Hospital of Wuhan University, Wuhan, CHN
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Wang X, Wang W, Lin X, Chen X, Zhu M, Xu H, He K. Inflammatory Markers Showed Significant Incremental Value for Predicting Post-Hepatectomy Liver Failure in Hepatocellular Carcinoma Patients. Life (Basel) 2023; 13:1990. [PMID: 37895372 PMCID: PMC10607941 DOI: 10.3390/life13101990] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2023] [Revised: 09/11/2023] [Accepted: 09/28/2023] [Indexed: 10/29/2023] Open
Abstract
BACKGROUND Post-hepatectomy liver failure (PHLF) remains a complication with the potential risk of mortality for hepatocellular carcinoma (HCC) patients. The systemic inflammatory response (SIR) has been demonstrated to be associated with a bad prognosis of liver cirrhosis and tumors. This study aims to evaluate the incremental prognostic value of inflammatory markers in predicting PHLF in patients with HCC. METHODS Clinical characteristics and variables were retrospectively collected in 2824 patients diagnosed with HCC who underwent radical hepatectomy from the First Medical Center of the General Hospital of the People's Liberation Army. A recently published prognostic model for PHLF was used as the reference model. The increase in AUC (ΔAUC), integrated discrimination improvement (IDI), and the continuous version of the net reclassification improvement (NRI) were applied for quantifying the incremental value of adding the inflammatory markers to the reference model. A p value < 0.05 was considered statistically significant. RESULTS The reference PHLF model showed acceptable prediction performance in the current cohort, with an AUC of 0.7492 (95%CI, 0.7191-0.7794). The calculated ΔAUC associated with procalcitonin (PCT) was the only one that was statistically significant (p < 0.05), with a value of 0.0044, and demonstrated the largest magnitude of the increase in AUC. The continuous NRI value associated with the systemic immune-inflammation index (SII) was 35.79%, second only to GPS (46.07%). However, the inflammatory markers of the new models with statistically significant IDI only included WBC count, lymphocyte count, and SII. IDI associated with SII, meanwhile, was the maximum (0.0076), which was consistent with the performance of using the ΔAUC (0.0044) to assess the incremental value of each inflammatory variable. CONCLUSIONS Among a wide range of inflammatory markers, only PCT and SII have potential incremental prognostic value for predicting PHLF in patients with radical resectable HCC.
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Affiliation(s)
- Xiao Wang
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
- Medical School of Chinese PLA, Beijing 100853, China
- Department of Hepatobiliary Surgery, Chinese PLA 970th Hospital, Yantai 264001, China
| | - Wenjun Wang
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
| | - Xixiang Lin
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
- Medical School of Chinese PLA, Beijing 100853, China
| | - Xu Chen
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
- Medical School of Chinese PLA, Beijing 100853, China
| | - Mingxiang Zhu
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
- Medical School of Chinese PLA, Beijing 100853, China
| | - Hongli Xu
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
| | - Kunlun He
- Medical Big Data Research Center, Chinese PLA General Hospital, Beijing 100853, China; (X.W.); (W.W.); (X.L.); (X.C.); (M.Z.); (H.X.)
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Ding C, Jia J, Han L, Zhou W, Liu Z, Bai G, Wang Q. Developing and validating a nomogram based on skeletal muscle index and clinical scoring system for prediction of liver failure after hepatectomy. Front Oncol 2023; 13:1036921. [PMID: 36741004 PMCID: PMC9893412 DOI: 10.3389/fonc.2023.1036921] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Accepted: 01/05/2023] [Indexed: 01/20/2023] Open
Abstract
Background and objectives Hepatectomy is the preferred treatment for patients with liver tumors. Post-hepatectomy liver failure (PHLF) remains one of the most fatal postoperative complications. We aim to explore the risk factors of PHLF and create a nomogram for early prediction of PHLF. Methods We retrospectively analyzed patients undergoing hepatectomy at the Affiliated Huaian No. 1 People's Hospital of Nanjing Medical University between 2015 and 2022, and the patients were divided into training and internal validation cohorts at an 8:2 ratio randomly. The patients undergoing liver resection from the Affiliated Huaian Hospital of Xuzhou Medical University worked as external validation. Then, a nomogram was developed which was based on multivariate analyses to calculate the risk of PHLF. The area under the ROC curve (AUROC) and Hosmer -Lemeshow test was used to evaluate the prediction effect of the model. Results A total of 421 eligible patients were included in our study. Four preoperative variables were identified after multivariate analysis as follows, ASA (American Society of Anesthesiologists) score, Child-Pugh score, SMI (Skeletal muscle index), and MELD (Model for end-stage liver disease) score as independent predictors of PHLF. The area under the ROC curve of the predictive model in the training, internal, and external validation cohorts were 0.89, 0.82, and 0.89. Hosmer -Lemeshow P values in the training, internal, and external validation cohorts were 0.91, 0.22, and 0.15. The Calibration curve confirmed that our nomogram prediction results were in accurate agreement with the actual occurrence of PHLF. Conclusion We construct a nomogram to predict the grade B/C PHLF of ISGLS (International Study Group of Liver Surgery) in patients who underwent hepatic resection based on risk factors. This tool can provide a visual and accurate preoperative prediction of the grade B/C PHLF and guide the next step of clinical decision-making.
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Affiliation(s)
- Cong Ding
- Department of Radiology, The Affiliated Huaian No. 1 People’s Hospital of Nanjing Medical University, Huaian, Jiangsu, China
| | - Jianye Jia
- Department of Radiology, The Affiliated Huaian No. 1 People’s Hospital of Nanjing Medical University, Huaian, Jiangsu, China
| | - Lei Han
- Department of Radiology, The Affiliated Huaian Hospital of Xuzhou Medical University, Huaian, Jiangsu, China
| | - Wei Zhou
- Department of Radiology, The Affiliated Huaian No. 1 People’s Hospital of Nanjing Medical University, Huaian, Jiangsu, China
| | - Ziyan Liu
- Department of Radiology, The Affiliated Huaian No. 1 People’s Hospital of Nanjing Medical University, Huaian, Jiangsu, China
| | - Genji Bai
- Department of Radiology, The Affiliated Huaian No. 1 People’s Hospital of Nanjing Medical University, Huaian, Jiangsu, China,*Correspondence: Genji Bai,
| | - Qian Wang
- Department of Radiology, The Affiliated Huaian No. 1 People’s Hospital of Nanjing Medical University, Huaian, Jiangsu, China
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Yi F, Zhang W, Feng L. Efficacy and safety of different options for liver regeneration of future liver remnant in patients with liver malignancies: a systematic review and network meta-analysis. World J Surg Oncol 2022; 20:399. [PMID: 36527081 PMCID: PMC9756618 DOI: 10.1186/s12957-022-02867-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 12/04/2022] [Indexed: 12/23/2022] Open
Abstract
BACKGROUND Several treatments induce liver hypertrophy for patients with liver malignancies but insufficient future liver remnant (FLR). Herein, the aim of this study is to compare the efficacy and safety of existing surgical techniques using network meta-analysis (NMA). METHODS We searched PubMed, Web of Science, and Cochrane Library from databases for abstracts and full-text articles published from database inception through Feb 2022. The primary outcome was the efficacy of different procedures, including standardized FLR (sFLR) increase, time to hepatectomy, resection rate, and R0 resection margin. The secondary outcome was the safety of different treatments, including the rate of Clavien-Dindo≥3a and 90-day mortality. RESULTS Twenty-seven studies, including three randomized controlled trials (RCTs), three prospective trials (PTs), and twenty-one retrospective trials (RTs), and a total number of 2075 patients were recruited in this study. NMA demonstrated that the Associating Liver Partition and Portal vein ligation for Staged hepatectomy (ALPPS) had much higher sFLR increase when compared to portal vein embolization (PVE) (55.25%, 95% CI 45.27-65.24%), or liver venous deprivation(LVD) (43.26%, 95% CI 22.05-64.47%), or two-stage hepatectomy (TSH) (30.53%, 95% CI 16.84-44.21%), or portal vein ligation (PVL) (58.42%, 95% CI 37.62-79.23%). ALPPS showed significantly shorter time to hepatectomy when compared to PVE (-32.79d, 95% CI -42.92-22.66), or LVD (-34.02d, 95% CI -47.85-20.20), or TSH (-22.85d, 95% CI -30.97-14.72), or PVL (-43.37d, 95% CI -64.11-22.62); ALPPS was considered as the highest resection rate when compared to TSH (OR=6.09; 95% CI 2.76-13.41), or PVL (OR =3.52; 95% CI 1.16-10.72), or PVE (OR =4.12; 95% CI 2.19-7.77). ALPPS had comparable resection rate with LVD (OR =2.20; 95% CI 0.83-5.86). There was no significant difference between them when considering the R0 marge rate. ALPPS had a higher Clavien-Dindo≥3a complication rate and 90-day mortality compared to other treatments, although there were no significant differences between different procedures. CONCLUSIONS ALPPS demonstrated a higher regeneration rate, shorter time to hepatectomy, and higher resection rate than PVL, PVE, or TSH. There was no significant difference between them when considering the R0 marge rate. However, ALPPS developed the trend of higher Clavien-Dindo≥3a complication rate and 90-day mortality compared to other treatments.
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Affiliation(s)
- Fengming Yi
- Department of Oncology, Second Affiliated Hospital of Nanchang University, Nanchang, 330006, People's Republic of China
- JiangXi Key Laboratory of Clinical and Translational Cancer Research, Nanchang, 330006, People's Republic of China
| | - Wei Zhang
- Department of Obstetrics and Gynecology, Second Affiliated Hospital of Nanchang University, Nanchang, 330006, People's Republic of China.
| | - Long Feng
- Department of Oncology, Second Affiliated Hospital of Nanchang University, Nanchang, 330006, People's Republic of China.
- JiangXi Key Laboratory of Clinical and Translational Cancer Research, Nanchang, 330006, People's Republic of China.
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