| Literature DB >> 35035232 |
Georgios Polychronidis1, Jincheng Feng2, Anastasia Murtha-Lemekhova1, Ulrike Heger1, Arianeb Mehrabi1, Katrin Hoffmann1.
Abstract
BACKGROUND: The study aimed to develop a nomogram to predict overall survival (OS) for patients with FLC using a national database.Entities:
Keywords: SEER; carcinoma; fibrolamellar; hepatocellular
Year: 2022 PMID: 35035232 PMCID: PMC8754463 DOI: 10.2147/IJGM.S338066
Source DB: PubMed Journal: Int J Gen Med ISSN: 1178-7074
Descriptive Statistics for All Variables
| Variable | Level | N (%) = 170 |
|---|---|---|
| Age at diagnosis | Mean ± SD | 33.28 ± 20.38 |
| Age category | <18 | 42 (24.7) |
| 18–39 | 77 (45.3) | |
| 40–64 | 32 (18.8) | |
| >65 | 19 (11.2) | |
| Gender | Male | 106 (62.4) |
| Female | 64 (37.6) | |
| Year of diagnosis | 2004–2007 | 67 (39.4) |
| 2008–2011 | 57 (33.5) | |
| 2012–2014 | 46 (27.1) | |
| Insurance Status | Uninsured | 3 (1.8) |
| Insured | 120 (70.6) | |
| Unknown | 47 (27.6) | |
| Ethnicity | Caucasian | 131 (77.1) |
| African-American | 21 (12.4) | |
| Other | 18 (10.6) | |
| AFP | Negative | 78 (45.9) |
| Positive | 53 (31.2) | |
| Unknown | 39 (22.9) | |
| Tumor size | ≤5 cm | 29 (17.1) |
| >5 cm | 116 (68.2) | |
| Unknown | 25 (14.7) | |
| Number of lesions | Single lesion | 102 (60.0) |
| Multiple lesions | 46 (27.1) | |
| Unknown | 22 (12.9) | |
| Distant metastasis | No | 113 (66.5) |
| Yes | 51 (30.0) | |
| Unknown | 6 (3.5) | |
| Differentiation grade | G1 | 15 (8.8) |
| G2 | 39 (22.9) | |
| G3 | 17 (10.0) | |
| Unknown | 99 (58.2) | |
| Vascular invasion | No | 82 (48.2) |
| Yes | 67 (39.4) | |
| Unknown | 21 (12.4) | |
| Tumor stage | T1 | 71 (41.8) |
| T2 | 22 (12.9) | |
| T3 | 47 (27.6) | |
| T4 | 14 (8.2) | |
| Tx | 16 (9.4) | |
| Node stage | N0 | 107 (62.9) |
| N1 | 46 (27.1) | |
| Nx | 17 (10.0) | |
| Chemotherapy | No | 85 (50.0) |
| Yes | 85 (50.0) | |
| Surgery | No surgery or ablation | 71 (41.8) |
| Liver resection or ablation | 87 (51.2) | |
| Liver transplantation | 12 (7.1) | |
| Survival (months) | Mean ± SD | 33.82 ± 33.61 |
Note: All data presented as N (Col %) or Mean ± SD.
Univariate Association with Study Cohort and Surgery
| Surgery | |||||
|---|---|---|---|---|---|
| Covariate | Level | No Surgery N=71 | Liver Resection/Ablation N=87 | Transplantation N=12 | P-value* |
| Age category | <18 | 13 (18.31) | 25 (28.74) | 4 (33.33) | 0.128 |
| 18–39 | 28 (39.44) | 43 (49.43) | 6 (50) | ||
| 40–64 | 18 (25.35) | 12 (13.79) | 2 (16.67) | ||
| >65 | 12 (16.9) | 7 (8.05) | 0 (0) | ||
| Gender | Male | 42 (59.15) | 56 (64.37) | 8 (66.67) | 0.758 |
| Female | 29 (40.85) | 31 (35.63) | 4 (33.33) | ||
| Year of diagnosis | 2004–2007 | 23 (32.39) | 40 (45.98) | 4 (33.33) | 0.120 |
| 2008–2011 | 30 (42.25) | 25 (28.74) | 2 (16.67) | ||
| 2012–2014 | 18 (25.35) | 22 (25.29) | 6 (50) | ||
| Insurance status | Uninsured | 2 (2.82) | 1 (1.15) | 0 (0) | 0.451 |
| Insured | 53 (74.65) | 57 (65.52) | 10 (83.33) | ||
| Unknown | 16 (22.54) | 29 (33.33) | 2 (16.67) | ||
| Ethnicity | Caucasian | 51 (71.83) | 69 (79.31) | 11 (91.67) | 0.625 |
| African-American | 11 (15.49) | 9 (10.34) | 1 (8.33) | ||
| Other | 9 (12.68) | 9 (10.34) | 0 (0) | ||
| AFP | Negative | 28 (39.44) | 44 (50.57) | 6 (50) | |
| Positive | 30 (42.25) | 18 (20.69) | 5 (41.67) | ||
| Other | 13 (18.31) | 25 (28.74) | 1 (8.33) | ||
| Tumor size | ≤5 cm | 11 (15.49) | 17 (19.54) | 1 (8.33) | |
| >5 cm | 40 (56.34) | 66 (75.86) | 10 (83.33) | ||
| Unknown | 20 (28.17) | 4 (4.6) | 1 (8.33) | ||
| Number of lesions | Single lesion | 35 (49.3) | 61 (70.11) | 6 (50) | |
| Multiple lesions | 23 (32.39) | 17 (19.54) | 6 (50) | ||
| Unknown | 13 (18.31) | 9 (10.34) | 0 (0) | ||
| Differentiation grade | G1 | 4 (5.63) | 10 (11.49) | 1 (8.33) | |
| G2 | 8 (11.27) | 26 (29.89) | 5 (41.67) | ||
| G3 | 7 (9.86) | 10 (11.49) | 0 (0) | ||
| Unknown | 52 (73.24) | 41 (47.13) | 6 (50) | ||
| Vascular invasion | No | 34 (47.89) | 45 (51.72) | 3 (25) | 0.096 |
| Yes | 25 (35.21) | 33 (37.93) | 9 (75) | ||
| Unknown | 12 (16.9) | 9 (10.34) | 0 (0) | ||
| Tumor stage | T1 | 27 (38.03) | 41 (47.13) | 3 (25) | |
| T2 | 4 (5.63) | 18 (20.69) | 0 (0) | ||
| T3 | 21 (29.58) | 18 (20.69) | 8 (66.67) | ||
| T4 | 6 (8.45) | 8 (9.2) | 0 (0) | ||
| Tx | 13 (18.31) | 2 (2.3) | 1 (8.33) | ||
| Node stage | N0 | 41 (57.75) | 58 (66.67) | 8 (66.67) | |
| N1 | 16 (22.54) | 26 (29.89) | 4 (33.33) | ||
| Nx | 14 (19.72) | 3 (3.45) | 0 (0) | ||
| Distant metastasis | No | 33 (46.48) | 70 (80.46) | 10 (83.33) | |
| Yes | 33 (46.48) | 16 (18.39) | 2 (16.67) | ||
| Unknown | 5 (7.04) | 1 (1.15) | 0 (0) | ||
| Chemotherapy | No | 29 (40.85) | 53 (60.92) | 3 (25) | |
| Yes | 42 (59.15) | 34 (39.08) | 9 (75) | ||
| Age at diagnosis | 39.21 ± 22.7122.71 | 29.26 ±17.75 | 27.25 ±15.6 | ||
| Survival months | 14.46 ±21.83 | 50.22 ±34.43 | 29.42 ±22.16 | ||
Notes: *The p-value is calculated by ANOVA for numerical covariates; and chi-square test or Fisher’s exact for categorical covariates, where appropriate. P-values are printed in bold when under the 0.05 threshold.
Univariate Association with Study Cohort and Chemotherapy
| Chemotherapy | ||||
|---|---|---|---|---|
| Covariate | Level | No N=85 | Yes N=85 | Parametric P-value* |
| Age category | <18 | 13 (15.29) | 29 (34.12) | |
| 18–39 | 41 (48.24) | 36 (42.35) | ||
| 40–64 | 18 (21.18) | 14 (16.47) | ||
| >65 | 13 (15.29) | 6 (7.06) | ||
| Gender | Male | 55 (64.71) | 51 (60) | 0.527 |
| Female | 30 (35.29) | 34 (40) | ||
| Year of diagnosis | 2004–2007 | 33 (38.82) | 34 (40) | 0.322 |
| 2008–2011 | 25 (29.41) | 32 (37.65) | ||
| 2012–2014 | 27 (31.76) | 19 (22.35) | ||
| Insurance status | Uninsured | 2 (2.35) | 1 (1.18) | 0.128 |
| Uninsured | 54 (63.53) | 66 (77.65) | ||
| Unknown | 29 (34.12) | 18 (21.18) | ||
| Ethnicity | Caucasian | 68 (80) | 63 (74.12) | 0.124 |
| African-American | 12 (14.12) | 9 (10.59) | ||
| Other | 5 (5.88) | 13 (15.29) | ||
| AFP | Negative | 41 (48.24) | 37 (43.53) | 0.507 |
| Positive | 23 (27.06) | 30 (35.29) | ||
| Other | 21 (24.71) | 18 (21.18) | ||
| Tumor size | ≤5 cm | 19 (22.35) | 10 (11.76) | 0.158 |
| >5 cm | 53 (62.35) | 63 (74.12) | ||
| Unknown | 13 (15.29) | 12 (14.12) | ||
| Number of lesions | Single lesion | 58 (68.24) | 44 (51.76) | 0.073 |
| Multiple lesions | 17 (20) | 29 (34.12) | ||
| Unknown | 10 (11.76) | 12 (14.12) | ||
| Differentiation grade | G1 | 5 (5.88) | 10 (11.76) | 0.145 |
| G2 | 25 (29.41) | 14 (16.47) | ||
| G3 | 7 (8.24) | 10 (11.76) | ||
| Unknown | 48 (56.47) | 51 (60) | ||
| Vascular invasion | No | 47 (55.29) | 35 (41.18) | 0.183 |
| Yes | 29 (34.12) | 38 (44.71) | ||
| Unknown | 9 (10.59) | 12 (14.12) | ||
| Tumor stage | T1 | 42 (49.41) | 29 (34.12) | |
| T2 | 14 (16.47) | 8 (9.41) | ||
| T3 | 16 (18.82) | 31 (36.47) | ||
| T4 | 5 (5.88) | 9 (10.59) | ||
| Tx | 8 (9.41) | 8 (9.41) | ||
| Node stage | N0 | 68 (80) | 39 (45.88) | |
| N1 | 11 (12.94) | 35 (41.18) | ||
| Nx | 6 (7.06) | 11 (12.94) | ||
| Distant metastasis | No | 68 (80) | 45 (52.94) | |
| Yes | 14 (16.47) | 37 (43.53) | ||
| Unknown | 3 (3.53) | 3 (3.53) | ||
| Age at diagnosis | 37.46 ±21.48 | 29.09 ±18.41 | ||
| Survival months | 34.33 ±36.75 | 33.31 ±30.36 | 0.843 | |
Notes: *The parametric p-value is calculated by ANOVA for numerical covariates and chi-square test for categorical covariates. P-values are printed in bold when under the 0.05 threshold.
Figure 1Overall survival plot.
Figure 2Survival plot depending on surgery, no resection and transplantation.
Univariable Analysis and Cox Proportional Hazards Regression Analysisa
| Univariable Analysis with OS | Cox Proportional Hazards Regression Analysis with OS *,** | |||||
|---|---|---|---|---|---|---|
| HR | 95% CI | P value | HR | 95% CI | P value | |
| Male | Ref | Ref | ||||
| Female | 1.18 | 0.76–1.81 | 0.462 | |||
| Age at diagnosis | ||||||
| <18 | Ref | Ref | ||||
| 18–39 | 1.74 | 0.98–3.10 | 0.060 | 1.89 | 1.00–3.58 | 0.050 |
| 40–64 | 2.22 | 1.12–4.40 | 3.55 | 1.58–8.01 | ||
| >65 | 4.34 | 2.07–9.11 | 5.85 | 2.26–15.11 | ||
| 0.303 | ||||||
| Caucasian | Ref | |||||
| African-American | 1.35 | 0.73–2.51 | 0.337 | |||
| Other | 1.55 | 0.82–2.95 | 0.179 | |||
| Year of diagnosis | 0.422 | |||||
| 2004–2007 | Ref | |||||
| 2008–2011 | 1.21 | 0.76–1.93 | 0.418 | |||
| 2012–2014 | 0.78 | 0.39–1.56 | 0.483 | |||
| Insurance status | 0.953 | |||||
| Uninsured | Ref | |||||
| Ininsured | 1.11 | 0.15–8.06 | 0.915 | |||
| Unknown | 1.19 | 0.16–8.76 | 0.865 | |||
| Tumor size | 0.083 | |||||
| ≤5cm | Ref | Ref | ||||
| >5 cm | 1.02 | 0.57–1.84 | 0.965 | 0.97 | 0.45–2.10 | 0.931 |
| Unknown | 3.02 | 1.52–6.01 | 2.46 | 0.86–7.06 | 0.093 | |
| Tumor multiplicity | ||||||
| Single lesion | Ref | |||||
| Multiple lesions | 2.16 | 1.33–3.51 | ||||
| Unknown | 2.66 | 1.53–4.65 | ||||
| AFP status | ||||||
| Negative | Ref | |||||
| Positive | 2.26 | 1.39–3.67 | ||||
| Unknown | 1.17 | 0.67–2.02 | 0.586 | |||
| Tumor stage | ||||||
| T1 | Ref | Ref | ||||
| T2 | 0.61 | 0.27–1.39 | 0.241 | 0.67 | 0.25–1.77 | 0.415 |
| T3 | 2.04 | 1.20–3.46 | 2.02 | 1.04–4.35 | ||
| T4 | 2.42 | 1.23–4.76 | 5.91 | 1.19–29.33 | ||
| Tx | 3.44 | 1.73–6.82 | 1.03 | 0.22–4.49 | 0.997 | |
| Differentiation grade | ||||||
| G1 | Ref | Ref | ||||
| G2 | 1.32 | 0.52–3.39 | 0.559 | 1.73 | 0.62–4.79 | 0.292 |
| G3 | 3.45 | 1.27–9.40 | 7.48 | 2.44–22.95 | ||
| Unknown | 2.4 | 1.03–5.58 | 2.90 | 1.16–7.25 | ||
| Node stage | 0.816 | |||||
| N0 | Ref | |||||
| N1 | 1.09 | 0.68–1.75 | 0.714 | |||
| Nx | 1.25 | 0.59–2.63 | 0.557 | |||
| Distant metastasis | ||||||
| No | Ref | Ref | ||||
| Yes | 2.98 | 1.95–4.57 | 2.56 | 1.52–4.32 | ||
| Chemotherapy | ||||||
| No | Ref | Ref | ||||
| Yes | 1.34 | 0.88–2.06 | 0.173 | 0.58 | 0.34–0.99 | |
| Surgery or ablation | ||||||
| No surgery or ablation | Ref | Ref | ||||
| Liver resection or ablation | 0.17 | 0.11–0.26 | 0.18 | 0.11–0.31 | ||
| Liver transplantation | 0.16 | 0.05–0.53 | 0.14 | 0.04–0.49 | ||
Notes: aUnknown data on distant metastasis were excluded (n=6). *Number of observations in the original data set = 170. Number of observations used = 170. **Selection with an alpha level of removal of 0.05 was used. P-values are printed in bold when under the 0.05 threshold.
Figure 3Predictive survival nomogram.
Figure 4Predicted 1-year (A), 3-year (B) and 5-year (C) survival based on the nomogram.