Impact of Body Composition Status on 90-Day Mortality in Cancer Patients with Septic Shock: Sex Differences in the Skeletal Muscle Index

Abnormalities in body composition are associated with poor prognosis in cancer patients. We investigated the association between body composition and 90-day mortality in cancer patients who developed septic shock. We included consecutive septic shock patients with active cancer from 2010 to 2017. The muscle area at the level of the third lumbar vertebra was measured by computed tomography upon emergency department admission and adjusted by height squared, yielding the Skeletal Muscle Index (SMI). Hazard ratios (HRs) and 95% confidence intervals (CIs) for 90-day mortality were estimated using a Cox proportional hazards model. Among 478 patients, the prevalence of muscle depletion was 87.7%. Among markers of body composition, the SMI only differed significantly between non-survivors and survivors (mean, 35.48 vs. 33.32 cm2/m2; P = 0.002) and was independently associated with lower 90-day mortality (adjusted HR, 0.970; P = 0.001). The multivariable-adjusted HRs (95% CI) for 90-day mortality comparing quartiles 2, 3, and 4 of the SMI to the lowest quartile were 0.646 (0.916–1.307), 0.620 (0.424–0.909), and 0.529 (0.355–0.788), respectively. The associations were evident in male patients, but not in female patients. The SMI was independently associated with 90-day mortality in cancer patients with septic shock. The graded association between the SMI and 90-day mortality was observed in male patients.

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The Influence of Body Composition on the Systemic Exposure of Paclitaxel in Esophageal Cancer Patients

Pharmaceuticals ◽

10.3390/ph14010047 ◽

2021 ◽

Vol 14 (1) ◽

pp. 47

Author(s):

Leni van Doorn ◽

Marie-Rose B. S. Crombag ◽

Hánah N. Rier ◽

Jeroen L. A. van Vugt ◽

Charlotte van Kesteren ◽

...

Keyword(s):

Skeletal Muscle ◽

Esophageal Cancer ◽

Body Composition ◽

Dose Range ◽

Systemic Exposure ◽

Lumbar Vertebra ◽

Skeletal Muscle Index ◽

Mixed Effects Modeling ◽

Significance Threshold ◽

A Prospective Study

Changes in body composition are associated with chemotherapy-related toxicities and effectiveness of treatment. It is hypothesized that the pharmacokinetics (PK) of chemotherapeutics may depend on body composition. The effects of body composition on the variability of paclitaxel PK were studied in patients with esophageal cancer. Skeletal muscle index (SMI), visceral adipose tissue (VAT), and skeletal muscle density (SMD) were measured at the third lumbar vertebra on computed tomography (CT) scans performed before treatment. Paclitaxel PK data were collected from a prospective study performed between May 2004 and January 2014. Non-linear mixed-effects modeling was used to fit paclitaxel PK profiles and evaluate the covariates body surface area (BSA), SMI, VAT, and SMD using a significance threshold of p < 0.001. Paclitaxel was administered to 184 patients in a dose range of 50 to 175 mg/m2. Median BSA was 1.98 m2 (range of 1.4 to 2.8 m2). SMI, VAT, and SMD were not superior to BSA in predicting paclitaxel PK. The additive value of SMI, VAT, and SMD to BSA was also negligible. We did not find evidence that paclitaxel dosing could be further optimized by correcting for SMI, VAT, or SMD.

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27 Can Sarcopenia be Used to Estimate Outcomes in Elderly Patients Treated with Chemoradiotherapy for Bladder Cancer?

Age and Ageing ◽

10.1093/ageing/afab029.06 ◽

2021 ◽

Vol 50 (Supplement_1) ◽

pp. i7-i11

Author(s):

M Corden

Keyword(s):

Skeletal Muscle ◽

Bladder Cancer ◽

Proportional Hazards Model ◽

Performance Status ◽

Survival Function ◽

Age Distribution ◽

Cox Proportional Hazards ◽

Cox Proportional Hazards Model ◽

International Consensus ◽

Skeletal Muscle Index

Abstract Introduction Ageing is a risk factor for bladder cancer, with a median age at diagnosis of 71 years. In addition, sarcopenia shows promise as a prognostic biomarker for bladder cancer. This study evaluates sarcopenia as a predictor of overall survival (OS) for older patients treated with chemoradiotherapy for bladder cancer. Methods 185 bladder cancer patients treated (from 2010–2017) with chemoradiotherapy were available for analysis. Pre-therapeutic computed tomography scans were identified and single slices at the L3 level were identified. Machine learning software was used to segment skeletal muscle and obtain its cross-sectional area. This was normalised against height squared to calculate a skeletal muscle index for each patient. Sarcopenia was defined using international consensus definitions (<39 cm2/m2 in females and < 55 cm2/m2 in males). Differences in survival function between patients ≤75 and > 75 years were visualised using Kaplan–Meier curves. Age distribution between sarcopenic and non-sarcopenic patients was also explored. Finally, a multivariable Cox proportional hazards model was conducted to investigate interactions between sarcopenia and increased age with respect to OS. Results Of 185 patients, 114 (61.6%) were sarcopenic and 71 (38.4%) were non-sarcopenic; 101 (54.6%) and 84 (45.4%) patients were ≤ 75 and > 75 years old respectively. No differences in OS were observed between the two age groups (p = 0.50). There was no interaction between sarcopenia and age as a continuous variable was observed with respect to OS (p = 0.682); however, when age was categorised an interaction was seen (p = 0.058). Nevertheless, after adjusting for performance status, T-stage, hydronephrosis, albumin, haemoglobin, neutrophil and lymphocyte counts, the interactions between age and sarcopenia were no longer observed (age continuous, p = 0.474; age categorized, p = 0.765). Conclusions Patients with bladder cancer over 75 years of age have a modest increase in probability of developing sarcopenia but this does not impact on OS.

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Sarcopenia and altered body composition following abiraterone acetate (AA) and corticosteroid (C) treatment in men with castration-refractory prostate cancer (CRPC).

Journal of Clinical Oncology ◽

10.1200/jco.2012.30.15_suppl.e15134 ◽

2012 ◽

Vol 30 (15_suppl) ◽

pp. e15134-e15134

Author(s):

Deborah Mukherji ◽

Carmel Jo Pezaro ◽

Diletta Bianchini ◽

Nina Tunariu ◽

Amy Mulick Cassidy ◽

...

Keyword(s):

Skeletal Muscle ◽

Body Composition ◽

Prognostic Factor ◽

Muscle Mass ◽

Median Duration ◽

Visceral Fat ◽

Muscle Area ◽

Skeletal Muscle Index ◽

Advanced Malignancy ◽

Total Fat

e15134 Background: Sarcopenia, or skeletal muscle wasting, is an independent prognostic factor in advanced malignancy (Prado Lancet Onc 2008). Decreased muscle and increased fat are recognized side effects of androgen deprivation therapy. AA is a CYP17 inhibitor administered with corticosteroids (C), approved for treatment of advanced CRPC. AA reduces circulating androgens to ‘super-castrate’ levels; we hypothesized that AA + C would impact body composition. Methods: We retrospectively evaluated 54 CRPC pts treated on a Phase I/II trial. Pts received AA alone followed by combination AA + C on biochemical progression. CT scans at baseline, on AA alone and on AA + C were analyzed. Cross-sectional areas of fat and muscle were measured on 3 consecutive images at L4 using OsiriX 4.0. Muscle area was used to calculate skeletal muscle index (SMI); sarcopenia was defined as SMI <52.4 cm2/m2. Data were analyzed using t-tests and Kaplan-Meier analysis with overall survival (OS) measured from day 1 of AA. Results: Median duration on AA alone was 7.4 months (m; range 1.4-37.5); median duration on concurrent AA + C was 7.4m (range 0.9-46.2). Body composition did not change between two pre-treatment scans (n=29; median 3m apart). On AA alone there was a decrease in total fat (-8.5%, p=0.0001), visceral fat (-9.8%, p=0.0015) and muscle mass (-3.9%, p=0.0023) with a significant decrease in mean body mass index (BMI; -3.4 %, p=0.0118). Conversely AA + C was associated with increased total fat (+15.1%, p<0.0001) and visceral fat (+21.4%, p<0.0001) but no further change in muscle mass. Mean BMI significantly increased on the addition of C, returning to baseline levels (p< 0.0001). Overall, 13 pts (24%) were sarcopenic prior to commencing AA compared to 22 (41%) at the end of treatment. Pts who were sarcopenic at baseline had significantly reduced OS: 26.1m (95%CI 16.6 – 41) vs 46.5m (95%CI 28.6 – 57.5, p=0.0253). Conclusions: Treatment with AA alone resulted in decreased fat and muscle. AA + C increased body fat without further alteration in muscle mass. Changes in BMI did not reflect changes in body composition. Sarcopenia at baseline was a negative prognostic factor in this population.

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The impact of sarcopenia on toxicity and pharmacokinetics of 5-fluorouracil (5FU) in colorectal cancer.

Journal of Clinical Oncology ◽

10.1200/jco.2017.35.4_suppl.633 ◽

2017 ◽

Vol 35 (4_suppl) ◽

pp. 633-633 ◽

Cited By ~ 2

Author(s):

Grant Richard Williams ◽

Allison Mary Deal ◽

Shlomit S. Shachar ◽

Christine Marie Walko ◽

Jai Narendra Patel ◽

...

Keyword(s):

Colorectal Cancer ◽

Skeletal Muscle ◽

Body Composition ◽

Secondary Analysis ◽

Cytotoxic Agents ◽

Composition Analysis ◽

Muscle Area ◽

Skeletal Muscle Index ◽

Grade 3 ◽

The Impact

633 Background: Great heterogeneity exists in the ability of adults with cancer to tolerate treatment. Variability in body composition may affect rates of metabolism of cytotoxic agents and contribute to the variable chemotherapy toxicity observed. The goal of this study was to explore the impact of body composition, in particular sarcopenia, on the pharmacokinetics of 5-fluorouracil (5FU) in a cohort of patients receiving FOLFOX +/- bevacizumab for colorectal cancer. Methods: We performed a secondary analysis of a completed multicenter trial that investigated pharmacokinetic-guided 5FU in patients receiving mFOLFOX6 +/- bevacizumab [Patel et al. The Oncologist 2014]. Computed Tomography (CT) images that were performed as part of routine care were used to for body composition analysis. Skeletal muscle area (SMA) and density (SMD) were analyzed from CT scan L3 lumbar segments using radiological software. SMA and height (m2) were used to calculate skeletal muscle index (SMI = SMA/m2). Skeletal Muscle Gauge (SMG) was created by multiplying SMI x SMD. Differences were compared using two group t-tests and fisher’s exact tests. Results: Of the 70 patients from the original study, 25 had available CT imaging. The mean age was 59, 52% female, 80% Caucasian, and 92% with either stage III or IV disease. Eleven patients (44%) had grade 3/4 toxicity, and 12 patients were identified as sarcopenic (48%) [per Martin et al. JCO 2013]. Sarcopenic patients had numerically higher first cycle 5FU AUCs compared to non-sarcopenic patients (19.3 vs. 17.3 AUC, p= 0.43) and higher grade 3/4 toxicities (50 vs 38.5%, p= 0.70). Patients with low SMG ( < 1475 AU) had higher grade 3/4 toxicities (62 vs 25%, p= 0.11) and higher hematologic toxicities (46 v 8%, p= 0.07). Conclusions: CRC patients with sarcopenia had numerically higher first cycle AUCs of 5FU and a higher incidence of severe toxicities; however, this was not statistically significant, possibly due to limited sample size. SMG, an integrated muscle measure, was more highly correlated with toxicity outcomes than either SMI or SMD alone. Further research exploring the role of body composition in pharmacokinetics is needed with a focus on alternative dosing strategies in sarcopenic patients.

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Myosteatosis Differentially Affects the Prognosis of Non-Metastatic Colon and Rectal Cancer Patients: An Exploratory Study

Frontiers in Oncology ◽

10.3389/fonc.2021.762444 ◽

2021 ◽

Vol 11 ◽

Author(s):

Lara Pozzuto ◽

Marina Nogueira Silveira ◽

Maria Carolina Santos Mendes ◽

Lígia Traldi Macedo ◽

Felipe Osório Costa ◽

...

Keyword(s):

Skeletal Muscle ◽

Rectal Cancer ◽

Overall Survival ◽

Body Composition ◽

Cancer Patients ◽

Disease Free Survival ◽

Secondary Outcome ◽

Muscle Area ◽

Colon And Rectal Cancer ◽

Skeletal Muscle Area

Body composition performed by computed tomography (CT) impacts on cancer patients’ prognoses and responses to treatment. Myosteatosis has been related to overall survival (OS) and disease-specific survival in colorectal cancer (CRC); however, the independent impact of the association of myosteatosis with prognosis in colon cancer (CC) and rectal cancer (RC) is still unclear. CT was performed at the L3 level to assess body composition features in 227 patients with CRC. Clinical parameters were collected. Overall survival (OS) was the primary outcome, and the secondary outcome was disease-free survival (DFS). Skeletal muscle attenuation and intramuscular adipose tissue area were associated with DFS (p = 0.003 and p = 0.011, respectively) and OS (p < 0.001 and p < 0.001, respectively) in CC patients but not in RC patients. Only the skeletal muscle area was associated with better prognosis related to OS in RC patients (p = 0.009). When CC and RC were analyzed separately, myosteatosis influenced survival negatively in CC patients, worsening DFS survival (hazard ratio [HR], 2.70; 95% confidence interval [CI], 1.07–6.82; p = 0.035) and OS (HR, 5.76; 95% CI, 1.31–25.40; p = 0.021). By contrast, the presence of myosteatosis did not influence DFS (HR, 1.02; 95% CI, 0.52–2.03; p = 0.944) or OS (HR, 0.76; 95% CI, 0.33–1.77; p = 0.529) in RC patients. Our study revealed the interference of myosteatosis in the therapy and survival of patients with CC but not in those with RC, strengthening the value of grouping the two types of cancer in body composition analyses.

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Impact of body composition on outcomes from anti-PD1 +/− anti-CTLA-4 treatment in melanoma

Journal for ImmunoTherapy of Cancer ◽

10.1136/jitc-2020-000821 ◽

2020 ◽

Vol 8 (2) ◽

pp. e000821

Author(s):

Arissa C Young ◽

Henry T Quach ◽

Haocan Song ◽

Elizabeth J Davis ◽

Javid J Moslehi ◽

...

Keyword(s):

Skeletal Muscle ◽

Body Composition ◽

Adipose Tissue ◽

Checkpoint Inhibitors ◽

Lumbar Vertebrae ◽

Composition Analysis ◽

Muscle Area ◽

Skeletal Muscle Index ◽

Body Composition Analysis ◽

Tissue Area

BackgroundImmune checkpoint inhibitors (ICIs) have transformed treatment for melanoma, but identifying reliable biomarkers of response and effective modifiable lifestyle factors has been challenging. Obesity has been correlated with improved responses to ICI, although the association of body composition measures (muscle, fat, etc) with outcomes remains unknown.MethodsWe performed body composition analysis using Slice-o-matic software on pretreatment CT scans to quantify skeletal muscle index (SMI=skeletal muscle area/height2), skeletal muscle density (SMD), skeletal muscle gauge (SMG=SMI × SMD), and total adipose tissue index (TATI=subcutaneous adipose tissue area + visceral adipose tissue area/height2) of each patient at the third lumbar vertebrae. We then correlated these measures to response, progression-free survival (PFS), overall survival (OS), and toxicity.ResultsAmong 287 patients treated with ICI, body mass index was not associated with clinical benefit or toxicity. In univariable analyses, patients with sarcopenic obesity had inferior PFS (HR 1.4, p=0.04). On multivariable analyses, high TATI was associated with inferior PFS (HR 1.7, p=0.04), which was particularly strong in women (HR 2.1, p=0.03). Patients with intermediate TATI and high SMG had the best outcomes, whereas those with low SMG/high TATI had inferior PFS and OS (p=0.02 for both PFS and OS).ConclusionsBody composition analysis identified several features that correlated with improved clinical outcomes, although the associations were modest. As with other studies, we identified sex-specific associations that warrant further study.

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Prognostic Value of Sarcopenia in Metastatic Colorectal Cancer Patients Treated with Trifluridine/Tipiracil

Journal of Clinical Medicine ◽

10.3390/jcm10215107 ◽

2021 ◽

Vol 10 (21) ◽

pp. 5107

Author(s):

Mateusz Malik ◽

Maciej Michalak ◽

Barbara Radecka ◽

Marek Gełej ◽

Aleksandra Jackowska ◽

...

Keyword(s):

Colorectal Cancer ◽

Skeletal Muscle ◽

Metastatic Colorectal Cancer ◽

Performance Status ◽

Lumbar Vertebra ◽

Progression Free Survival ◽

Muscle Area ◽

Skeletal Muscle Index ◽

Skeletal Mass

Sarcopenia is common in metastatic colorectal cancer (mCRC), increases the risk of treatment-related toxicity and reduces survival. Trifluridine/tipiracil (TT) chemotherapy significantly improved survival in refractory mCRC patients, but the prognostic and predictive role of pretherapeutic sarcopenia and variation in the skeletal muscle index (SMI) during this treatment has not been investigated so far. In this retrospective, observational study, clinical data on mCRC patients treated with TT at six cancer centres in Poland were collected. Computed tomography (CT) scans acquired at the time of initiation of TT (CT1) and on the first restaging (CT2), were evaluated. SMI was assessed based on the skeletal muscle area (SMA) at the level of the third lumbar vertebra. Progression-free survival (PFS) and overall survival (OS) were calculated from the treatment start. Neither initial sarcopenia nor ≥5% skeletal mass loss (SML) between CT1 and CT2 had a significant effect on PFS in treated patients (p = 0.5526 and p = 0.1092, respectively). In the multivariate analysis, reduced OS was found in patients with ≥5% SML (HR: 2.03 (1.11–3.72), p = 0.0039). We describe the prognostic role of sarcopenia beyond second line treatment and analyze other factors, such as performance status, tumor histological differentiation or carcinoembryonic antigen level that could predict TT treatment response.

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Rapid Depletion of Subcutaneous Adipose Tissue during Sorafenib Treatment Predicts Poor Survival in Patients with Hepatocellular Carcinoma

Cancers ◽

10.3390/cancers12071795 ◽

2020 ◽

Vol 12 (7) ◽

pp. 1795

Author(s):

Kenji Imai ◽

Koji Takai ◽

Takao Miwa ◽

Daisuke Taguchi ◽

Tatsunori Hanai ◽

...

Keyword(s):

Hepatocellular Carcinoma ◽

Skeletal Muscle ◽

Adipose Tissue ◽

Subcutaneous Adipose Tissue ◽

Proportional Hazards Model ◽

Cox Proportional Hazards ◽

Cox Proportional Hazards Model ◽

Sorafenib Treatment ◽

Skeletal Muscle Index ◽

Subcutaneous Adipose

The aim of this study was to assess the annualized changes in body composition, including skeletal muscle, subcutaneous adipose tissue (SAT), and visceral adipose tissue (VAT) before, during, and after sorafenib treatment in patients with hepatocellular carcinoma (HCC). This retrospective study evaluated 61 HCC patients treated with sorafenib. Annualized changes (Δ; cm2/m2/year) in skeletal muscle index (SMI), SAT index (SATI), and VAT index (VATI), which were defined as the cross-sectional areas (cm2) of those areas on computed tomography normalized by the square of one’s height (m2), before (pre), during (during), and after (post) sorafenib treatment, were calculated. Patients within the 20th percentile cutoffs for these indices were classified into the rapid depletion group and the effects of these values on survival were analyzed using the Kaplan-Meier analysis and Cox proportional-hazards model. Annualized depletion rates of SMI (ΔSMIpre: −3.5, ΔSMIduring: −3.5, ΔSMIpost: −8.0) and VATI (ΔVATIpre: −3.2, ΔVATIduring: −2.8, ΔVATIpost: −15.1) accelerated after the cancellation of sorafenib, whereas that of SATI (ΔSATIpre: −4.8, ΔSATIduring; −7.6, ΔSATIpost; −8.0) had already accelerated during sorafenib treatment. Patients with rapid depletion of ΔSATIduring experienced significantly worse survival rates (p < 0.001), and it was an independent predictor of survival (p = 0.009), together with therapeutic effect (p < 0.001). Rapid depletion of SAT during sorafenib treatment can be used to predict survival in patients with HCC.

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Validation for measurements of skeletal muscle areas using low-dose chest computed tomography

Scientific Reports ◽

10.1038/s41598-021-04492-1 ◽

2022 ◽

Vol 12 (1) ◽

Author(s):

Woo Hyeon Lim ◽

Chang Min Park

Keyword(s):

Computed Tomography ◽

Skeletal Muscle ◽

Low Dose ◽

Lumbar Vertebra ◽

Erector Spinae ◽

Muscle Area ◽

Skeletal Muscle Index ◽

Annual Changes ◽

Low Dose Computed Tomography ◽

Chest Wall Muscle

AbstractVarious methods were suggested to measure skeletal muscle areas (SMAs) using chest low-dose computed tomography (chest LDCT) as a substitute for SMA at 3rd lumbar vertebra level (L3-SMA). In this study, four SMAs (L1-SMA, T12-erector spinae muscle areas, chest wall muscle area at carina level, pectoralis muscle area at aortic arch level) were segmented semi-automatically in 780 individuals taking concurrent chest and abdomen LDCT for healthcare screening. Four SMAs were compared to L3-SMA and annual changes were calculated from individuals with multiple examinations (n = 101). Skeletal muscle index (SMI; SMA/height2) cut-off for sarcopenia was determined by lower 5th percentile of young individuals (age ≤ 40 years). L1-SMA showed the greatest correlation to L3-SMA (men, R2 = 0.7920; women, R2 = 0.7396), and the smallest annual changes (0.3300 ± 4.7365%) among four SMAs. L1-SMI cut-offs for determining sarcopenia were 39.2cm2/m2 in men, and 27.5cm2/m2 in women. Forty-six men (9.5%) and ten women (3.4%) were found to have sarcopenia using L1-SMI cut-offs. In conclusion, L1-SMA could be a reasonable substitute for L3-SMA in chest LDCT. Suggested L1-SMI cut-offs for sarcopenia were 39.2cm2/m2 for men and 27.5cm2/m2 for women in Asian.

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Body composition and association with treatment toxicity in patients with advanced renal cell carcinoma receiving targeted agents.

Journal of Clinical Oncology ◽

10.1200/jco.2013.31.15_suppl.e15608 ◽

2013 ◽

Vol 31 (15_suppl) ◽

pp. e15608-e15608

Author(s):

Kelly McCabe ◽

Vicky Goh ◽

Anup Vinayan ◽

Ann Petruckevitch ◽

Paul D. Nathan

Keyword(s):

Skeletal Muscle ◽

Body Composition ◽

Adipose Tissue ◽

Weight Change ◽

Mtor Inhibitors ◽

Targeted Agents ◽

Muscle Area ◽

Skeletal Muscle Index ◽

Treatment Toxicity ◽

Increased Risk

e15608 Background: Treatment toxicity may be influenced by heterogeneity in body composition. Muscle wasting in mRCC patients treated with sorafenib is associated with increased risk of toxicity (Antoun et al, 2010). We used CT analysis to investigate changes in adipose tissue and skeletal muscle in a large cohort of mRCC patients treated with a number of targeted agents and determined whether body composition was associated with treatment toxicity. Methods: A retrospective analysis of between 2-7 sequential CT scans of 112 mRCC patients was conducted. Each patient received between 1-4 courses of therapy. In total 191 treatment episodes within this population were included; 113 courses of VEGF TKIs, 22 courses of mTOR inhibitors, 36 courses of immunotherapy and 20 episodes where no treatment was given. A validated method, using L3 as a lumbar vertebral landmark, was used to measure lumbar skeletal muscle area (cm3) and adipose tissue volume (cm3). Appendicular Skeletal Muscle Index (ASMI) was calculated to determine prevalence of sarcopenia within the cohort; sarcopenia was defined as ASMI <7.26kg/m2 for males and <5.45kg/m2for females. Toxicity was assessed by Common Toxicity Criteria (CTC) scores documented in medical records. The cohort was divided into body mass index (BMI) quartiles. Results: Of the 112 participants, 74.1% of the group had a BMI >25 at their first scan. Mean weight change between first and last scan was -3.89kg (SD: ±9.09). 20.5% of the cohort were sarcopenic at baseline, increasing to 38.4% at final scan. Sarcopenia was independent of weight change and was associated with increased frequency of severe (CTC grade > 2) treatment toxicity (Pearson Chi Square Value: 12.82; p= 0.001). This effect persisted after adjusting for BMI quartile (odds ratio = 5.04; p=0.004). Changes in bone composition and correlation of body composition with clinical outcome will also be reported. Conclusions: Sarcopenia is common in mRCC patients and is associated with a significantly increased risk of severe treatment toxicity when receiving targeted agents. Sarcopenia was seen across all BMI quartiles and was not associated with weight change.

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