| Literature DB >> 35008223 |
Thomas M Pausch1, Xinchun Liu1,2,3, Jiaqu Cui1, Jishu Wei2, Yi Miao2, Ulrike Heger1, Pascal Probst1,4, Stephen Heap5, Thilo Hackert1.
Abstract
Guidelines do not recommend resection surgery for oligometastatic pancreatic ductal adenocarcinoma (PDAC). However, reports in small samples of selected patients suggest that surgery extends survival. Thus, this study aims to gather evidence for the benefits of cancer-directed surgery (CDS) by analyzing a national cohort and identifying prognostic factors that aid the selection of candidates for CDS or recruitment into experimental trials. Data for patients with PDAC and hepatic metastasis were extracted from the population-based Surveillance, Epidemiology, and End Results database (SEER). The bias between CDS and non-CDS groups was minimized with Propensity Score Matching (PSM), and the prognostic role of CDS was investigated by comparing Kaplan-Meier estimators and Cox proportional hazard models. A total of 12,018 patients were extracted from the database, including 259 patients who underwent CDS that were 1:1 propensity score-matched with patients who did not receive CDS. CDS appeared to significantly prolong median overall survival from 5 to 10 months. Multivariate analysis revealed chemotherapy as a protective prognostic, whilst survival was impaired by old age and tumors that were poorly differentiated (Grades III-IV). These factors can be used to select patients likely to benefit from CDS treatment, which may facilitate recruitment into randomized controlled trials.Entities:
Keywords: SEER; cancer-directed surgery; liver metastasis; overall survival; pancreatic adenocarcinoma
Year: 2021 PMID: 35008223 PMCID: PMC8750488 DOI: 10.3390/cancers14010057
Source DB: PubMed Journal: Cancers (Basel) ISSN: 2072-6694 Impact factor: 6.639
Figure 1Flow chart depicting the patient selection process. PDAC: pancreatic ductal adenocarcinoma, CDS: cancer-directed surgery.
Figure 2Propensity score distribution between CDS and No-CDS groups (A) before and (B) after propensity score matching. CDS: cancer-directed surgery, PSM: propensity score-matching.
Baseline characteristics before and after propensity score matching, showing statistical comparisons between CDS (central comparison group, highlighted in gray) and No-CDS groups (t-test or χ2 test).
| Factor | Pre-PSM | CDS | Post-PSM | ||
|---|---|---|---|---|---|
| No-CDS | Comparison | Comparison | No-CDS | ||
| ( | ( | ||||
| Age (mean ± SD) | 67.4 ± 11.2 | t12,016 = 3.71, | 64.8 ± 10.5 | t516 = 0.23, | 64.5 ± 10.9 |
| Sex ( | χ21 = 0.38, | χ21 = 0.63, | |||
| Female | 5313 (45.2) | 122 (47.1) | 113 (43.6) | ||
| Male | 6446 (54.8) | 137 (52.9) | 146 (56.4) | ||
| Ethnicity ( | χ23 = 1.73, | χ23 = 0.59, | |||
| White | 9336 (79.4) | 209 (80.7) | 210 (81.1) | ||
| Black | 1591(13.5) | 30 (11.6) | 33 (12.7) | ||
| Other | 802 (6.8) | 20 (7.7) | 16 (6.2) | ||
| Unknown | 30 (0.3) | 0 (0) | 0 (0) | ||
| Marital status ( | χ24 = 11.88, | χ24 = 1.20, | |||
| Single | 1689 (14.4) | 31 (12.0) | 34 (13.1) | ||
| Married | 6570 (55.9) | 170 (65.6) | 164 (63.3) | ||
| Divorced | 1227 (10.4) | 22 (8.5) | 25 (9.7) | ||
| Widowed | 1628 (13.8) | 30 (11.6) | 27 (10.4) | ||
| Others/unknown | 645 (5.3) | 6 (2.3) | 9 (3.5) | ||
| Insurance ( | χ23 = 6.16, | χ23 = 0.52, | |||
| Any Medicaid | 1448 (12.3) | 20 (7.7) | 16 (6.2) | ||
| Insured | 7895 (67.1) | 189 (73.0) | 191 (73.7) | ||
| Insured/no specifics | 1900 (16.2) | 41 (15.8) | 42 (16.2) | ||
| Uninsured/unknown | 516 (4.4) | 9 (3.5) | 10 (3.9) | ||
| Tumor location ( | χ22 = 68.43, | χ22 = 1.41, | |||
| Pancreatic head | 4445 (37.8) | 159 (63.4) | 172 (66.4) | ||
| Pancreatic body/tail | 4203 (35.7) | 76 (29.3) | 66 (25.5) | ||
| Pancreas other | 3111 (26.5) | 24 (9.3) | 21 (8.1) | ||
| Grade ( | χ23 = 564.93, | χ23 = 1.88, | |||
| I | 122 (1.0) | 11 (4.3) | 13 (5.0) | ||
| II | 861 (7.3) | 88 (34.0) | 99 (38.2) | ||
| III | 1243 (10.6) | 104 (40.2) | 92 (35.5) | ||
| IV | 43 (0.4) | 2 (0.8) | 1 (0.4) | ||
| Unknown | 9490 (80.7) | 54 (20.9) | 54 (19.3) | ||
| T stage ( | Χ25 = 218.81, | χ25 = 2.98, | |||
| T0 | 121 (1.0) | 0 (0) | 2 (0.8) | ||
| T1 | 304 (2.6) | 9 (3.5) | 10 (3.9) | ||
| T2 | 3339 (28.4) | 38 (14.7) | 41 (15.8) | ||
| T3 | 3100 (26.4) | 173 (66.8) | 166 (64.1) | ||
| T4 | 1973 (16.8) | 24 (9.3) | 21 (8.1) | ||
| Tx/NA 1 | 2921 (24.8) | 15 (5.8) | 19 (7.3) | ||
| N stage ( | χ22 = 123.10, | χ22 = 0.18, | |||
| N0 | 6400 (54.4) | 96 (37.1) | 100 (38.6) | ||
| N1 | 3417 (29.1) | 155 (59.8) | 152 (58.7) | ||
| Nx/NA 1 | 1942 (16.5) | 8 (3.1) | 7 (2.7) | ||
| Chemotherapy ( | χ21 = 12.93, | χ21 = 0.44, | |||
| No/unknown | 5177 (44.0) | 85 (32.8) | 78 (30.1) | ||
| Yes | 6582 (56.0) | 174 (67.2) | 181 (69.9) | ||
1 One patient was NA. The shaded column is a means to the CDS group as the central point of comparison. On the left is a comparison with pre-PSM non-CDS patients, and on the right is a comparison with post-PSM non-CDS patients. It is there to separate the two 1v1 comparisons, rather than to compare among 3 groups.
Figure 3Median overall survival (months) ± 95% confidence intervals for patients in CDS and No-CDS groups. Numbers provide sample sizes. Dashed lines and shaded areas cover the median and confidence intervals for the total sample. Statistical results are for grouping-specific log-rank tests. Results are given for the total sample and by meaningful prognostic factors (see Table 2, Figure 5). Some factor levels have been removed for ease of reading. CDS: cancer-directed surgery, Grade: tumor differentiation grade, N: tumor N-stage.
Figure 4Kaplan-Meier overall survival (OS) estimates and 95% confidence intervals for patients in CDS and No-CDS groups: (a) in the total sample, grouped by (b) receipt of chemotherapy, (c) age, (d) PDAC differentiation grade, (e) tumor N-Stage. CDS: cancer-directed surgery.
Set of models created with forward-stepwise selection, ranked by corrected AIC.
| chm | cds | age | grd | n | eth | ins | loc | t | mrg | sex | K | LL | AICc | ΔAIC | AICcW | ∑Wt |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8 | −1954.45 | 3925.29 | 0.00 | 0.42 | 0.42 | |||||||||||
| 6 | −1957.04 | 3926.30 | 1.01 | 0.25 | 0.67 | |||||||||||
| 10 | −1952.88 | 3926.36 | 1.07 | 0.24 | 0.91 | |||||||||||
| 13 | −1951.29 | 3929.59 | 4.30 | 0.05 | 0.96 | |||||||||||
| 15 | −1949.86 | 3931.06 | 5.77 | 0.02 | 0.98 | |||||||||||
| 4 | −1962.01 | 3932.13 | 6.84 | 0.01 | 1.00 | |||||||||||
| 18 | −1948.76 | 3935.43 | 10.14 | 0.00 | 1.00 | |||||||||||
| 2 | −1967.80 | 3939.64 | 14.35 | 0.00 | 1.00 | |||||||||||
| 22 | −1947.78 | 3942.44 | 17.14 | 0.00 | 1.00 | |||||||||||
| 23 | −1947.73 | 3944.60 | 19.31 | 0.00 | 1.00 | |||||||||||
| 1 | −1990.57 | 3983.14 | 57.85 | 0.00 | 1.00 | |||||||||||
| 0 | −2015.38 | 4030.76 | 105.47 | 0.00 | 1.00 |
Shaded boxes signify the factors included within the model. Models with darker shading represent the confidence set, which is > 95% likely to contain the factors of the best-approximating model (based on ∑Wt). K is the number of parameters. LL is the log-likelihood. ΔAICc is the difference in corrected AIC compared to the top-ranked model (values < 2 indicate informational equivalence). AICcWt represents the proportional AICc weight of the model in the total set of models (values approximate the likelihood that a given model is the best of those in the set). ∑Wt is the cumulative sum of AICc weights. chm: Chemotherapy (Yes/No); cds: Cancer-Directed Surgery to resect primary PDAC (Yes/No); age: Age by class (60/60–69/≥ 70); grd: Cancer Grade (I-II/III-IV/Unknown); n: Tumor N-Stage (N0/N1/Unknown-NA); eth: Race (White/Black/Other); ins: Insurance Status (Any Medicaid/Insured/Non-Specific Insurance/Uninsured-Unknown); loc: Primary Tumor Location (Pancreatic Head/Body-Tail/Other); t: tumor T-Stage (T0-T2/T3/T4/Unknown-NA); mrg: Marital Status (Single/Married/Divorced/Widowed/Other-Unknown); sex: (Female/Male).
Figure 5Full-model averaged Cox proportional hazard ratios with 95% confidence intervals. There is a dashed line for an equivalent hazard ratio (HR = 1). Factors are highlighted if the confidence interval for their estimate is distinct from equivalence. The percentages and opacity of estimates provide the summed AICc weight of models containing a given factor, which represents the likelihood of a factor being in the best-approximating model (Table 2). Number comparisons on the right represent sample sizes.