Fig. 1.

Fig. 2.

Fig. 3.

Texture features extracted via gray-level co-occurrence matrix (GLCM) for tissue analysis
| Parameter | Definition | Clinical meaning | Interpretation* |
|---|---|---|---|
| Entropy | Measures the randomness or complexity of pixel intensity distribution. | Higher entropy indicates greater tissue heterogeneity (e.g., fibrosis, inflammation, or pathology). |
|
| Angular second moment (ASM) | Measures textural uniformity; sum of squared elements in the GLCM. | Reflects tissue homogeneity and structural regularity. |
|
| Contrast | Measures local intensity variation; differences between neighboring pixels. | Associated with edge sharpness or structural boundaries within tissue. |
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| Correlation | Measures the linear dependency of gray levels between neighboring pixels. | Indicates the predictability of intensity relationships within a texture. |
|
| Inverse difference moment (IDM) | Measures the closeness of element distribution to the diagonal of the GLCM. | Reflects uniformity and similarity among neighboring pixel intensities. |
|
Results of ultrasound muscle assessment; median values and ranges (minimal–maximal values) are presented
| Variable | Whole group (n = 84) | Females (n = 44) | Males (n = 40) | p-value* | Effect size (95% CI)† |
|---|---|---|---|---|---|
| median (range) | |||||
| MT (mm) | 15.80 (8.60–30.20) | 14.64 (8.60–22.33) | 18.68 (9.20–30.20) | 0.002* | 0.87 (0.42–1.31) |
| Contracted MT (mm) | 18.97 (7.80–37.00) | 16.67 (7.80–26.53) | 21.03 (12.97–37.00) | <0.001* | 1.07 (0.60–1.53) |
| CSA (cm2) | 6.16 (2.29–16.26) | 5.00 (2.29–12.04) | 7.49 (2.77–16.26) | <0.001* | 1.01 (0.55–1.46) |
| Contracted CSA (cm2) | 5.63 (2.32–16.23) | 5.24 (2.49–12.73) | 7.51 (2.32–16.23) | 0.014* | 0.80 (0.33–1.25) |
| PA (°) | 9.00 (1.33–18.67) | 8.67 (1.33–16.67) | 10.00 (2.33–18.67) | 0.337 | 0.29 (−0.14 – 0.73) |
| EI (AU) | 48.86 (9.10–105.90) | 50.14 (9.10–105.90) | 47.88 (18.27–71.68) | 0.234 | −0.37 (−0.80–0.06) |
| GLCM: ASM | 0.21 (0.00–0.76) | 0.10 (0.00–0.73) | 0.23 (0.00–0.76) | 0.777 | 0.03 (−0.40–0.46) |
| GLCM: contrast | 400.17(8.55–2425.80) | 42.59 (8.55–2425.80) | 762.76 (13.41–2393.28) | 0.419 | 0.04 (−0.39–0.47) |
| GLCM: correlation | 0.002 (0.000–0.009) | 0.002 (0.000–0.009) | 0.001 (0.000–0.004) | 0.227 | −0.53 (−0.96 – −0.09) |
| GLCM: IDM | 0.47 (0.20–0.94) | 0.43(0.24–0.94) | 0.48 (0.20–0.94) | 0.610 | −0.03 (−0.46–0.40) |
| GLCM: entropy | 5.31(0.99–7.64) | 5.75 (1.02–7.37) | 5.31(0.99–7.64) | 0.419 | 0.04 (−0.39 – 0.47) |
Occurrence and severity of postoperative complications between different CGA classes; number of patients with a given characteristic or median values with ranges (minimal–maximal values) are presented
| Variable | Non frail (n = 36) | Frail (n = 48) | p-value * | Effect size (95% CI)† |
|---|---|---|---|---|
| n or median (% or range) | ||||
|
|
| 0.206 |
|
|
|
| 0.386 |
|
|
|
| 0.135 |
|
|
|
| 0.243 |
|
|
|
| 0.304 |
|
|
|
| 0.135 |
|
|
|
| 0.135 |
|
| CCI | 0.00 (0.00–100.00) | 8.70 (0.00–100.00) | 0.135 | −0.44 (−0.88 – −0.00) |
Comparison of ultrasonographic muscle measurements between different CGA classes; median values and ranges (minimal – maximal values) are presented
| Variable | Non frail (n = 36) | Frail (n = 48) | p-value * | Effect size (95% CI)† |
|---|---|---|---|---|
| median (range) | ||||
| MT [mm] | 18.74 (8.60–29.47) | 15.54 (8.87–30.20) | 0.069 | 0.57 (0.12–1.02) |
| Contracted MT (mm) | 20.23 (7.80–37.00) | 17.32 (8.10–29.23) | 0.047* | 0.61 (0.16–1.07) |
| CSA (cm2) | 7.45 (3.04–16.26) | 5.57 (2.29–12.53) | 0.047* | 0.69 (0.24–1.15) |
| Contracted CSA (cm2) | 6.69 (2.8 –16.23) | 4.93 (2.32–12.73) | 0.047* | 0.59 (0.14–1.04) |
| PA (°) | 9.17 (2.33–17.67) | 8.50 (1.33–18.67) | 0.724 | 0.16 (−0.28–0.60) |
| EI (AU) | 45.05 (9.10–69.97) | 51.71 (24.63–105.90) | 0.047* | −0.76 (−1.21 – −0.30) |
| GLCM: ASM | 0.234 (0.001–0.761) | 0.007 (0.001–0.732) | 0.601 | 0.13 (−0.32–0.57) |
| GLCM: contrast | 762.76 (11.66–2425.80) | 47.98 (8.55–2393.28) | 0.575 | 0.08 (−0.36–0.53) |
| GLCM: correlation | 0.002 (0.000–0.009) | 0.002 (0.000–0.007) | 0.420 | −0.21 (−0.66–0.23) |
| GLCM: IDM | 0.49 (0.25–0.94) | 0.38 (0.20–0.94) | 0.601 | 0.12 (−0.33–0.56) |
| GLCM: entropy | 5.14 (0.98–7.46) | 6.25 (1.02–7.64) | 0.724 | −0.10 (−0.55–0.34) |
Patient characteristics
| Variable | Whole group (n = 84) | Females (n = 44) | Males (n = 40) | p-value* | |
|---|---|---|---|---|---|
| n or median (% or range) | |||||
| Age | 71.00 (65.00–90.00) | 72.00 (65.00–89.00) | 71.00 (65.00–88.00) | 0.585 | |
| Indication for surgery | oncologic disease | 55 (65.5) | 29 (65.9) | 26 (65.0) | 0.930 |
| non-oncologic disease | 29 (34.5) | 15 (34.1) | 14 (35.0) | ||
| Type of surgery | colorectal | 17 (20.2) | 7 (15.9) | 10 (25.0) | 0.536 |
| gastric and esophageal | 8 (9.5) | 3 (6.8) | 5 (12.5) | ||
| periampullary area | 16 (19.1) | 13 (29.6) | 3 (7.5) | ||
| hepatic | 3 (3.6) | 1 (2.3) | 2 (5.0) | ||
| palliative procedures | 5 (6.0) | 2 (4.6) | 3 (7.5) | ||
| other oncological | 8 (9.5) | 6 (13.6) | 2 (5.0) | ||
| non-oncological | 24 (28.6) | 10 (22.7) | 14 (35.0) | ||
| open biopsy | 3 (3.6) | 2 (4.6) | 1 (2.5) | ||
| Charlson comorbidity index | 5.00 (2.00–12.00) | 5.00 (3.00–11.00) | 5.00 (2.00–12.00) | 0.398 | |
| Number of drugs | 5.00 (0.00–16.00) | 6.00 (1.00–14.00) | 4.50 (0.00–16.00) | 0.698 | |
| ADL | 6.00 (1.00–6.00) | 6.00 (1.00–6.00) | 6.00 (2.00–6.00) | 0.398 | |
| impaired | 2 (2.4) | 1 (2.3) | 1 (2.5) | 1.000 | |
| I-ADL | 8.00 (2.00 – 8.00) | 8.00 (2.00 – 8.00) | 8.00 (4.00 – 8.00) | 0.852 | |
| impaired | 13 (15.5) | 6 (13.6) | 7 (17.5) | 0.994 | |
| Self-assessment | 6.00 (2.00 – 10.00) | 6.00 (2.00 – 10.00) | 6.50 (4.00 – 10.00) | 0.641 | |
| NRS | 0 | 69 (82.1) | 36 (81.8) | 33 (82.5) | 0.931 |
| 1 | 8 (9.5) | 5 (11.4) | 3 (7.5) | ||
| 2 | 1 (1.2) | 0 (0.0) | 1 (2.5) | ||
| 3 | 6 (7.1) | 3 (6.8) | 3 (7.5) | ||
| BOMC | 2.50 (0.00–28.00) | 2.00 (0.00–28.00) | 4.50 (0.00–28.00) | 0.585 | |
| impaired | 12 (14.3) | 3 (6.8) | 9 (22.5) | 0.722 | |
| CDT | 6.00 (0.00–7.00) | 5.00 (0.00–7.00) | 6.00 (0.00–7.00) | 0.585 | |
| impaired | 31 (36.9) | 18 (40.9) | 13 (32.5) | 0.750 | |
| BFI | 2.00 (0.00–9.00) | 3.00 (0.00–9.00) | 2.00 (0.00–8.00) | 0.698 | |
| impaired | 36 (42.9) | 21 (47.7) | 15 (37.5) | 0.750 | |
| GDS | 0.00 (0.00–4.00) | 0.00 (0.00–2.00) | 0.00 (0.00–4.00) | 0.585 | |
| depression | 37 (44.1) | 20 (45.5) | 17 (42.5) | 0.994 | |
| SSQ | 23.00 (11.00–25.00) | 24.00 (12.00–25.00) | 23.00 (11.00–25.00) | 0.585 | |
| impaired | 16 (19.1) | 6 (13.6) | 10 (25.0) | 0.750 | |
| Number of falls | 0.00 (0.00–4.00) | 0.00 (0.00–4.00) | 0.00 (0.00–2.00) | 0.930 | |
| DASI | 37.45 (0.00–52.95) | 35.96 (0.00–52.95) | 39.20 (7.20–52.95) | 0.742 | |
| HGS (kg) | 28.00 (0.00 – 70.00) | 20.00 (0.00 – 50.00) | 35.00 (20.00 – 70.00) | <0.001* | |
| impaired | 12 (14.3) | 8 (18.2) | 4 (10.0) | 0.750 | |
| FTSST (s) | 12.24 (6.19–25.00) | 12.56 (6.6–20.00) | 12.00 (6.19–25.00) | 0.585 | |
| impaired | 27 (32.1) | 17 (38.6) | 10 (25.0) | 0.750 | |
| TUG (s) | 8.64 (5.47–33.00) | 8.64 (5.47–19.25) | 8.38 (5.54–33.00) | 0.641 | |
| impaired | 21 (25.0) | 12 (27.3) | 9 (22.5) | 0.750 | |
| Gait speed (m/s) | 0.95 (0.00–2.00) | 0.90 (0.00–2.00) | 0.99 (0.25–1.86) | 0.585 | |
| impaired | 27 (32.1) | 16 (36.4) | 11 (27.5) | 0.750 | |
| Frailty syndrome | yes | 48 (57.1) | 31 (70.5) | 17 (42.5) | 0.102 |
| no | 36 (42.9) | 13 (29.5) | 23 (57.5) | ||
| Probable sarcopenia | yes | 33 (39.3) | 20 (45.5) | 13 (32.5) | 0.585 |
| no | 51 (60.7) | 24 (54.5) | 17 (67.5) | ||