- 1Department of Clinical Nutrition, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- 2Department of Gastroenterology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- 3Department of Gastroenterology, Beijing Ditan Hospital, Capital Medical University, Beijing, China
Background: The optimal nutritional management strategy after transjugular intrahepatic portosystemic shunt (TIPS) procedure in cirrhotic patients remained controversial. A quantitative dietary intervention approach was developed for patients in the post-TIPS period, and its impact on clinical outcomes was evaluated in this study.
Methods: This study was a retrospective, non-randomized controlled cohort study. A total of 92 cirrhotic patients who underwent TIPS were enrolled. Following TIPS, patients were categorized into two groups according to whether they received TIPS-oriented quantitative dietary intervention during hospitalization. The quantitative dietary guidance group received individualized and quantitative dietary instructions after TIPS, and the usual care group served as control. The primary endpoint was death, and the secondary endpoint was overt hepatic encephalopathy (OHE) occurrence. Kaplan–Meier survival analysis and Cox proportional hazards regression models were used to evaluate the association between quantitative dietary intervention and outcomes.
Results: The quantitative dietary guidance group (n=54) showed significantly lower mortality rates (5.56% vs. 21.05%, p=0.05) and OHE occurrence (12.96% vs. 36.84%, p=0.01) during follow-up than the usual care group (n=38). Liver-related mortality was also significantly lower in the quantitative dietary guidance group (1.85% vs. 15.79%, p=0.04). Multivariate Cox regression analysis demonstrated that the dietary intervention was independently associated with lower liver-related mortality risk (HR 0.09, 95% CI 0.01–0.75, p=0.03) and OHE risk (HR 0.34, 95% CI 0.14–0.85, p=0.02). Survival analysis demonstrated that the OHE probability was significantly lower in the quantitative dietary guidance group compared to the usual care group (HR 0.32, 95% CI 0.13–0.77, p=0.01), as was liver-related survival (HR 0.13, 95% CI 0.02–0.66, p=0.03).
Conclusion: A structured quantitative dietary intake protocol following the TIPS procedure could improve survival rates and reduce the incidence of HE. These findings highlighted the importance of TIPS-oriented nutritional management for cirrhotic patients.
1 Introduction
Liver cirrhosis was a chronic liver disease that could progress to the decompensated stage, leading to life-threatening complications, including esophagogastric variceal bleeding secondary to portal hypertension (1, 2). The transjugular intrahepatic portosystemic shunt (TIPS) procedure, which created a side-to-side shunt between the portal and hepatic veins, had been shown to reduce portal pressure effectively and was widely utilized in clinical practice for the management of portal hypertension and its complications (1). Despite its efficacy, the management of TIPS-associated complications remained difficult in routine clinical practice. The metabolic disturbances caused by hemodynamic changes following TIPS placement represent a significant clinical challenge.
Hepatic encephalopathy (HE) emerged as one of the most prevalent complications following the TIPS procedure, with reported incidence ranging from 35 to 50% (3, 4). While the exact pathogenesis of HE remained incompletely understood, hyperammonemia was consistently identified as a crucial pathophysiological factor (5). Ammonia, predominantly produced in the gastrointestinal tract as a byproduct of protein metabolism, accumulated systemically when the detoxification capacity of the liver was impaired, resulting in neurotoxic effects on the central nervous system (6, 7). Patients exhibited transient hepatic dysfunction post-TIPS, which further compromised ammonia clearance. Additionally, the created portosystemic shunt permitted gut-derived nitrogenous substances to bypass hepatic metabolism and enter systemic circulation directly, thereby elevating the risk of HE (8, 9). Although TIPS alleviated symptoms and could improve dietary intake, malnutrition remained common postoperatively due to suboptimal dietary patterns and concerns about HE. Systematic data on malnutrition incidence after TIPS were limited, but it was expected to be similar to that in patients with chronic liver disease (20–50%) (10). Malnutrition and sarcopenia in this population were closely associated with HE and overall prognosis.
Accordingly, comprehensive optimal perioperative management to reduce the incidence of HE is of critical importance in patients undergoing TIPS. Protein restriction had been traditionally implemented for HE prophylaxis in clinical practice (11). However, evidence suggested that excessive protein and caloric restriction potentially worsened outcomes in hospitalized HE patients (12). The study by Abou-Assi et al. (13) demonstrated that while protein restriction effectively reduced ammonia generation, overly aggressive limitation exacerbated hepatic insufficiency and precipitated additional complications. Moderate protein intake proved essential for preserving hepatic function and preventing HE. A randomized controlled trial indicated that standard protein diets might offer superior outcomes compared to protein-restricted regimens in HE management through maintaining nutritional status, preventing muscle wasting, and enhancing ammonia metabolism (14). Therefore, appropriate nutritional and dietary guidance is essential.
Current dietary guidelines provided guidance only for chronic liver disease and severe HE status, and there was no research on protein rationing after the TIPS procedure. The uniqueness and innovation of our study lay in the quantitative dietary design and evaluation of its impact on clinical outcomes in post-TIPS patients, aiming to provide evidence-based guidance for clinical practice.
2 Methods
2.1 Participants
This study enrolled patients with liver cirrhosis who underwent TIPS in Nanjing Drum Tower Hospital during April 2022 and September 2023. A total of 92 cirrhotic patients who underwent TIPS were included in the final study. Data were retrospectively analyzed from our prospectively performed nutritional management routine in our hospital.
Inclusion criteria were as follows: age between 18 and 85years; a definitive diagnosis of liver cirrhosis; successfully underwent TIPS at our hospital; voluntarily participated in this study. Exclusion criteria were as follows: severe HE, severe cardiac dysfunction, or renal insufficiency (eGFR <30mL/min/1.73m2); obesity defined as BMI >30 kg/m2, excluding the confounding effects of ascites; underwent TIPS recanalization; poor compliance; lost to follow up.
This study was approved by the Clinical Research Ethics Committee of Nanjing Drum Tower Hospital (2022-599-03). Written informed consent was obtained from all participants.
2.2 Baseline characteristics
Demographic characteristics (age, height, weight, etc.) were obtained from medical records. Fasting blood samples were collected during initial hospitalization to assess potential covariates influencing study outcomes. In the case of fluid retention, the actual body weight (BW) needed to be adjusted to estimate the dry body weight. Dry body weight was calculated based on the BW and a standardized deduction according to the severity of ascites (mild: 5%; moderate: 10%; severe: 15%), with an additional 5% deduction for the presence of bilateral limb edema. The adjusted BMI was calculated as dividing the dry body weight by the square of the body height (kg/m2) (15, 16). Child–Pugh score and model for end-stage liver disease (MELD) were adopted in the present study to assess liver function and prognosis (17). Disease-related information and TIPS procedure information were also documented.
2.3 CT anthropometric measurements
Participants enrolled underwent abdominal CT scans during admission. Skeletal muscle mass measurement was performed following protocols based on the previous study (18). A single axial image at the level of the third lumbar vertebra (L3) was selected for analysis. The skeletal muscle area was manually delineated and segmented using MATLAB software (MathWorks, United States), applying Hounsfield unit (HU) thresholds of −29 to +150 to identify skeletal muscle tissue. The major muscle groups included in the L3 region were the psoas, erector spinae, quadratus lumborum, transversus abdominis, external oblique, internal oblique, and rectus abdominis. The cross-sectional area of the skeletal muscle (cm2) was calculated by summing the relevant pixels. The skeletal muscle mass index (SMI) was calculated by normalizing the muscle area to squared height (cm2/m2) and was used to assess sarcopenia (19, 20). Based on previous studies on Asian patients with cirrhosis, sarcopenia was defined in the present study as SMI ≤42cm2/m2 for males and ≤38cm2/m2 for females (21, 22).
2.4 TIPS procedure
As with previous studies, RUPS-100 (COOK; Indiana, United States) was used in a transjugular venous approach to catheterize the right or middle hepatic vein under local anesthesia (23, 24). Indirect portography was conducted through the superior mesenteric or splenic artery to delineate portal venous anatomy. An intrahepatic tract was established by puncturing from the hepatic vein to a portal vein branch. After successful access, a polytetrafluoroethylene-covered stent of 6mm or 8mm was deployed to create the shunt. Balloon dilation was applied to achieve the target stent diameter. Portal pressure gradient (PPG) was measured before and after stent placement, with hemodynamic success criteria defined as a decrease in PPG to <12mmHg or ≥50% from baseline. The TIPS procedure was performed by a team of experienced gastroenterologists. Continuous non-invasive hemodynamic monitoring, including blood pressure and heart rate, was maintained throughout the surgery to assess circulatory stability.
2.5 Dietary intervention for the post-TIPS period
Individualized quantitative dietary guidance was administered to patients according to their personal preferences and in alignment with the routine ward visit schedule of the clinical dietitians. A dedicated clinical nutritionist who was in charge of liver nutrition support conducted scheduled weekly ward rounds and initiated quantitative post-TIPS dietary counselling after admission before surgery. Patients who underwent TIPS were categorized into two groups based on whether an individualized quantitative dietary intervention was provided. The nutritional intervention adhered to the hospital’s standardized protocol for clinical nutrition management.
The quantitative dietary plans were developed based on ESPEN guidelines for energy and slightly modified for protein intake in patients with chronic liver disease after TIPS (25). We adopted a protein target of 1.0g/kg/day in the early post-TIPS period because portal-systemic shunting transiently impaired ammonia detoxification, and slightly excessive protein intake may precipitate HE. Our previous preliminary unpublished evidence based on clinical observation also showed that patients who developed overt HE (OHE) had higher protein intake than those without HE during the first month after TIPS, supporting the rationale for a conservative short-term target. Therefore, we developed a novel, quantitative dietary protocol specifically for the short-term post-TIPS period. After approximately 1month, once physiological compensation was restored, the protein intake was increased to the guideline-recommended level of 1.2–1.5g/kg/day.
In details, patients in the quantitative dietary guidance group received a tailored diet plan for the first month after the TIPS procedure, with an energy intake of approximately 35kcal/kg/day and protein intake of 1.0g/kg/day. Details of the dietary plan within the first month after TIPS were available in the Supplementary Table 1. As part of the standardized protocol, oral nutritional supplement (ONS) was administered to ensure adequate energy and high-quality protein intake among patients in the quantitative dietary guidance group. The ONS regimen consisted of 500mL per day, administered in three divided servings between meals. This daily dosage provided 16g of soy protein and 375kcal, with the total energy comprised of carbohydrates (45%), fat (38%), and protein (17%). Soy protein served as the exclusive source of protein in the ONS regimen, which was naturally rich in branched-chain amino acids. After the first postoperative month, as patients gradually achieved metabolic compensation and their condition stabilized, their dietary intake was adjusted to the standard regimen for chronic liver disease as the ESPEN guideline recommended (approximately 35kcal/kg/day for energy intake, 1.2–1.5g/kg/day for protein intake) (25). In cases of severe HE, patients were advised to discontinue the dietary protocol and seek immediate medical care. The dietary intervention may be resumed once symptoms had resolved and clinical reassessment confirmed stability. The clinical dietitian in charge formulated individualized quantitative meal plans based on patient-specific parameters (e.g., body height and weight, relevant clinical data) and provided the plans to participants in printed form. Patients were instructed to use a kitchen digital scale to measure and adhere to the prescribed daily food quantities. Patients were committed to compliance after discharge from the hospital and followed the plan.
Patients in the usual care group underwent routine nutritional risk screening using the Nutritional Risk Screening 2002 (NRS 2002) tool at admission and received general dietary advice from ward nurses, as was standard for all in-hospital patients. However, they did not receive a quantitative dietary plan designed for the post-TIPS period from a dietitian. Specifically, no individualized food portion lists or quantitative meal plans were provided.
2.6 Follow-up
Post-discharge clinical outcomes were collected via telephone interviews, outpatient follow-ups, or hospital admission records. The primary endpoint was the event of death from all causes of illness, or the end date of February, 2025. The secondary endpoint was the onset of OHE. OHE manifested as personality alterations, disorientation, acute confusional states, and could progress to stupor or coma, corresponding to grades II–IV of the West Haven criteria (26, 27). Survival state and post-procedure adverse events were documented. Compliance with the household dietary regimen was also evaluated.
2.7 Statistical analysis
All statistical analyses were performed using SPSS software (version 26.0; IBM, United States), and graphical presentations were generated with Prism version 8.0.2 (GraphPad). Continuous variables were expressed as mean±standard deviation or median (interquartile range, 25th–75th percentiles) as appropriate. Between-group comparisons were performed using the independent Student’s t-test or Mann–Whitney U test for continuous variables, while categorical variables were analyzed using the χ2 test.
Univariate and multivariate Cox proportional hazards regression models were conducted to estimate hazard ratios (HRs) with corresponding 95% confidence intervals (CIs) to assess the associations of quantitative dietary intervention with clinical outcomes. The comparison of clinical outcomes between the two groups was illustrated by Kaplan–Meier survival analysis with the log-rank test.
For the multivariate Cox regression model, we employed a backward stepwise selection approach with a removal criterion of p>0.10 based on likelihood ratio tests. All statistical tests were two-tailed, and a p<0.05 was considered statistically significant.
3 Results
3.1 Baseline characteristics of the study participants
Between April 2022 and September 2023, a total of 122 patients with liver cirrhosis met the eligibility criteria, of whom 92 were included in the final study (Figure 1). The baseline characteristics of the patients were shown in Table 1. Of the total cohort, 54 patients received post-TIPS individualized quantitative dietary guidance during their hospital stay, whereas 38 patients received usual care. In the usual care group, most reasons for declining the intervention were subjective and unrelated to baseline nutritional or clinical conditions. Compared with the usual care group, patients in the quantitative dietary guidance group showed no significant differences in age, gender, body height, body weight, dry body weight, adjusted BMI, etiology of liver cirrhosis, TIPS indications, NRS 2002, Child–Pugh classifications, Child–Pugh score, MELD score, skeletal muscle mass, SMI, sarcopenia, peripheral edema, degree of ascites, the puncture site of the portal vein, and stent size (all p>0.05). All baseline characteristics showed no significant difference between the two groups, supporting the validity of subsequent comparisons of prognostic indicators.
Figure 1. Flow chart. HE, hepatic encephalopathy; TIPS, transjugular intrahepatic portosystemic shunt.
3.2 Post-TIPS adverse events during follow-up
As shown in Table 2, the incidence of OHE was significantly reduced in the quantitative dietary guidance group (12.96% vs. 36.84%, p=0.01). Liver-related death was also significantly lower in the quantitative dietary guidance group (1.85% vs. 15.79%, p=0.04), as was all-cause mortality (5.56% vs. 21.05%, p=0.05). No significant difference was observed in regard to the rates of uncontrolled rebleeding, liver transplantation, and stent dysfunction. The findings indicated that the group receiving quantitative dietary guidance demonstrated improved outcomes in terms of post-TIPS adverse events.
3.3 Univariate and multivariate Cox regression analysis for liver-related mortality
Univariate analysis showed that quantitative dietary intervention was associated with reduced risk of mortality (HR 0.11, 95% CI 0.01–0.90, p= 0.04), while Child–Pugh score was associated with increased mortality risk (HR 1.58, 95% CI 1.04–2.39, p= 0.03). Age, gender, SMI, MELD score, TIPS indications, and concomitant tumor state showed no significant associations with mortality.
In multivariate analysis, quantitative dietary intervention was confirmed to be associated with decreased mortality risk (HR 0.09, 95% CI 0.01–0.75, p=0.03), while Child–Pugh score was associated with increased mortality risk (HR 1.70, 95% CI 1.10–2.64, p= 0.02). No other variables demonstrated significant associations in the adjusted model (Table 3).
3.4 Univariate and multivariate Cox regression analysis for OHE
Univariate analysis showed that age was associated with increased risk of OHE (HR 1.05, 95% CI 1.00–1.10, p=0.05). Quantitative dietary intervention (HR 0.32, 95% CI 0.13–0.80, p=0.01) and SMI (HR 0.94, 95% CI 0.88–1.01, p=0.08) were associated with decreased risk of OHE. Other factors showed no significant association with OHE.
In multivariate analysis, age was associated with increased risk of OHE (HR 1.06, 95% CI 1.00–1.12, p=0.04). Quantitative dietary intervention (HR 0.34, 95% CI 0.14–0.85, p=0.02) and SMI (HR 0.93, 95% CI 0.87–1.00, p=0.04) were associated with decreased risk of OHE (Table 4).
3.5 Comparison of liver-related survival by Kaplan–Meier
As shown in Figure 2, survival was compared between groups after TIPS during follow-up. The liver-related mortality was significantly lower in the quantitative dietary guidance group compared to the usual care group (HR 0.13, 95% CI 0.02–0.66, p=0.03), indicating that patients in the quantitative dietary guidance group had a better prognosis in terms of liver-related survival.
Figure 2. Liver-related survival analysis by Kaplan–Meier between two groups after TIPS during the follow-up.
3.6 Comparison of OHE by Kaplan–Meier
As shown in Figure 3, the OHE probability was compared between groups after TIPS during follow-up. The OHE probability was significantly lower in the quantitative dietary guidance group compared to the usual care group (HR 0.32, 95% CI 0.13–0.77, p=0.01), indicating that patients in the quantitative dietary guidance group had a significantly lower risk of OHE during the follow-up compared to the usual care group.
4 Discussion
This study is the first to develop a quantitative dietary regimen specifically for patients after TIPS procedure and demonstrated that individualized, quantitative guidance for the perioperative period may significantly reduce both mortality and the incidence of OHE. This finding highlighted the importance of precise nutritional intervention in the early postoperative period of TIPS.
A hallmark metabolic disturbance in liver cirrhosis involved the dysregulation of energy substrate metabolism, characterized by accelerated proteolysis and progressive depletion of endogenous protein reserves. This pathophysiological alteration predisposed patients to protein-energy wasting, which might manifest even during the compensated stage (28). Some clinicians adapted protein-restricted diets to prevent postoperative OHE. Nevertheless, several studies suggested that low protein intake could lead to malnutrition and was associated with the incidence of HE and mortality in patients with cirrhosis (29–31). Conversely, excess protein intake might likewise increase the metabolic burden. An animal study noted that long-term intake of a high-protein diet resulted in a high acid load and increased liver triacylglycerol deposition pathways and hepatic signs of injury in rats (32). Therefore, balanced protein intake was key to improving prognosis. Adequate protein intake improved nutritional status in cirrhotic patients by maintaining homeostatic balance, facilitating hepatic functional recovery, and reducing the incidence of HE and mortality (33–36).
ESPEN guidelines recommended a protein intake of 1.2–1.5g/kg/day for patients with chronic liver disease (25). The TIPS procedure effectively reduced portal pressure by creating a portosystemic shunt, which allowed nitrogenous substances absorbed from the intestines to bypass hepatic metabolism and enter the systemic circulation directly, thereby significantly increasing the risk of hyperammonemia and OHE. In addition, liver function often experienced transient impairment during the early postoperative period, further compromising ammonia detoxification (37, 38). Notably, the short-term decline in liver function and the alterations in ammonia metabolism following TIPS left a gap in current guidelines for nutritional intervention during this critical period. The increased incidence of OHE and mortality at this stage remains a serious and challenging clinical issue. Based on previous clinical observations and the metabolic characteristics of post-TIPS patients, we developed a targeted dietary protocol limiting protein intake to 1.0g/kg/day during the first postoperative month, aiming to meet metabolic demands and avoid ammonia overload. The findings help give evidence to conduct further clinical trials in terms of this issue to validate the impact of the dietary regimen after TIPS. As one of the largest TIPS centers in the eastern region of China, our medical center had relatively sufficient TIPS cases, which helped us to better study this issue. This stage-specific regimen gradually transitioned to the guideline-recommended protein intake for chronic liver disease of 1.2–1.5g/kg/day, and contributed to the refined dietary management during the critical early period after TIPS.
Although nutritional guidelines for chronic liver disease had been established, the implementation had proven challenging for patients to follow due to a lack of specific, practical knowledge. Patients in the quantitative dietary guidance group were instructed comprehensively to quantify the weight of food on kitchen scales and combine it with individualized recipes, which significantly improved compliance. The beneficial effect of a tailored dietary instruction approach was demonstrated in several studies. Previous studies suggested that a quantitative high-protein nutrition intervention could help control insulin resistance and improve glucose metabolism in obese people (39, 40). Another study on non-alcoholic fatty liver disease showed that precision protein supplementation reduced liver fat and reduced hepatic necroinflammation (41). These studies suggested that translating guidelines into actionable quantitative programs was a core component of improving prognosis.
Similar with previous researches (42, 43), our study also found that SMI was a protective factor against OHE, indicating a significant association between muscle metabolism and HE. Skeletal muscles accounted for over 50% of ammonia removal (44). Protein restriction could exacerbate muscle loss, impaired ammonia metabolism, and elevate HE risk (45). Conversely, adequate protein intake could preserve muscle mass and reduce post-TIPS HE (42). Additionally, hyperammonemia perpetuated muscle wasting, thus creating a vicious cycle (46). Optimizing dietary protein might disrupt this cycle and prevent HE. In this study, the Child–Pugh score was associated with liver-related mortality, in accordance with previous studies (47, 48), confirming its critical role in prognostic evaluation for cirrhotic patients.
There were several limitations presented in the present study. First, this study was retrospective in design rather than randomized. Group allocation was determined by patients’ personal preferences rather than by random assignment, which may have introduced selection bias. Although most reasons for declining the intervention were subjective and unrelated to baseline characteristics, selection bias still cannot be completely excluded. Second, the relatively small sample size and single-center design might limit the generalizability of the findings. Although propensity score matching analysis could not be conducted due to limited sample size, the baseline characteristics between the two groups were generally balanced, still allowing for reasonable comparability. Furthermore, subgroup analyses were not performed due to the limited sample size. Future studies in larger cohorts are warranted to validate differential effects of nutritional intervention across subgroups. Additionally, the dietary intervention relied on self-reported compliance using kitchen scales, which may be subject to recall or reporting bias. Objective biomarkers or direct monitoring of dietary intake could strengthen future investigations. Due to the lack of robust preliminary data to inform effect size and feasibility, this study should be regarded as exploratory, providing initial real-world evidence. Future multicenter randomized controlled trials with larger cohorts, longer follow-up periods, and rigorous dietary monitoring are warranted to validate these findings and enhance their validity and translational impact.
5 Conclusion
We designed, for the first time, a nutritional guidance program specifically targeting post-TIPS patients. The study further demonstrated that providing individualized and quantitative dietary guidance during the perioperative period of TIPS could significantly reduce mortality and the incidence of OHE. Although the TIPS procedure could effectively reduce portal vein pressure, the increased risk of OHE remains clinically challenging. The present study may provide evidence to future prospective randomized studies to further validate the beneficial effect of the post-TIPS dietary regimen and provide basis for improving nutritional recommendations after TIPS procedure.
Data availability statement
The raw data supporting the conclusions of this article will be made available by corresponding authors upon reasonable request.
Ethics statement
The studies involving humans were approved by the Ethical Committee of Nanjing Drum Tower Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.
Author contributions
YX: Data curation, Formal analysis,Writing – original draft, Writing – review & editing. QY: Investigation, Writing – review & editing. JX: Supervision, Writing – review & editing. QZ: Data curation, Writing – review & editing. XC: Supervision, Writing – review & editing. MZ: Investigation, Project administration, Supervision, Writing – review & editing. BG: Conceptualization, Funding acquisition, Investigation, Supervision, Writing – original draft, Writing – review & editing.
Funding
The author(s) declared that financial support was received for this work and/or its publication. The research was funded by Nanjing Drum Tower Hospital Clinical Medicine New Technology Project Approval (XJSFZLX202127 and XJSFZLX202363).
Acknowledgments
We acknowledged that all the patients participated in the study. We were also grateful to all the staff who helped us in this study.
Conflict of interest
The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Generative AI statement
The author(s) declared that Generative AI was not used in the creation of this manuscript.
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Supplementary material
The Supplementary material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fnut.2026.1671392/full#supplementary-material
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Keywords: TIPS, quantitative dietary guidance, cirrhosis, hepatic encephalopathy, mortality
Citation: Xu Y, Yin Q, Xiao J, Zhao Q, Chen X, Zhang M and Gao B (2026) Impact of quantitative dietary guidance on postoperative outcomes in patients undergoing transjugular intrahepatic portosystemic shunt surgery: a retrospective cohort study. Front. Nutr. 13:1671392. doi: 10.3389/fnut.2026.1671392
Edited by:
John Le, University of Alabama at Birmingham, United StatesReviewed by:
Sávio Costa, Federal University of Pará, BrazilSara Carnevale, Azienda Sanitaria Locale di Viterbo, Italy
Copyright © 2026 Xu, Yin, Xiao, Zhao, Chen, Zhang and Gao. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Ming Zhang, bWcwOTIzQDE2My5jb20=; Bo Gao, bWljaGVsbGVuamdseXlAMTYzLmNvbQ==
†These authors have contributed equally to this work and share first authorship
‡These authors have contributed equally to this work
Qin Yin2†