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. Author manuscript; available in PMC: 2022 Sep 1.
Published in final edited form as: J Surg Oncol. 2021 May 3;124(3):324–333. doi: 10.1002/jso.26515

Table 3.

Difference-in-differences analysis of all Medicaid and uninsured patients who underwent surgery for pancreatic cancer. Comparison is between pre- and post-expansion time periods in non-expansion and January 2014 expansion states.

Non-Expansion States Expansion States Unadjusted Adjusted
2011–12 2015–16 AD RC (%) 2011–12 2015–16 AD RC (%) DID p value DID p value
Surgical patients (n) 350 305 240 301
Proportion of all patients (%) 17.75 16.51 −1.24 −6.96 18.31 19.20 0.89 4.86 2.13 0.26 2.05 0.28
Charlson/Deyo Score (%)
0 60.29 69.18 8.89 14.75 67.08 60.47 −6.62 −9.87 −15.51 0.01 * −13.69 0.02 *
1 30.86 22.62 −8.23 −26.68 27.50 28.57 1.07 3.90 9.31 0.07 8.11 0.13
2 6.86 3.61 −3.25 −47.40 4.17 4.65 0.48 11.63 3.74 0.14 3.16 0.22
3+ 2.00 4.59 2.59 129.51 1.25 6.31 5.06 404.98 2.47 0.25 2.42 0.27
AJCC clinical stage (%)
1 37.01 39.15 2.14 5.79 37.13 42.34 5.22 14.05 3.07 0.65 0.09 0.99
2 55.12 54.25 −0.87 −1.58 53.29 46.40 −6.90 −12.94 −6.02 0.38 −4.28 0.55
3 3.54 5.19 1.65 46.44 5.99 9.01 3.02 50.45 1.38 0.67 2.16 0.52
4 3.54 1.42 −2.13 −60.06 3.59 2.25 −1.34 −37.31 0.79 0.73 1.20 0.60
Distance travelled (miles) 46.28 35.77 −10.51 −22.71 27.16 25.90 −1.26 −4.63 9.25 0.24 7.42 0.33
Diagnosis to treatment (days) 20.67 23.92 3.24 15.69 18.33 26.56 8.22 44.85 4.98 0.12 3.68 0.26
Treatment at academic program 50.00 49.18 −0.82 −1.64 65.83 58.14 −7.69 −11.69 −6.87 0.23 −8.15 0.16
AJCC pathologic stage (%)
0 0.91 0.34 −0.57 −62.34 0.91 0.00 −0.91 −100.00 −0.34 0.69 −0.23 0.80
1 8.16 12.97 4.81 58.99 9.55 8.77 −0.77 −8.10 −5.59 0.12 −6.35 0.08
2 84.89 82.25 −2.64 −3.11 83.18 85.96 2.78 3.35 5.42 0.22 5.71 0.20
3 2.11 2.05 −0.07 −3.17 3.18 1.75 −1.43 −44.86 −1.36 0.44 −0.93 0.61
4 3.93 2.39 −1.54 −39.17 3.18 3.51 0.33 10.28 1.87 0.39 1.80 0.41
MIS approach (%) 13.42 24.81 11.38 84.81 15.31 23.39 8.08 52.75 −3.31 0.51 −1.55 0.76
Negative margin (R0, %) 73.14 78.69 5.55 7.58 83.33 77.08 −6.26 −7.51 −11.80 0.02 * −11.69 0.02 *
Length of stay (days) 11.54 8.92 −2.61 −22.66 11.48 10.09 −1.39 −12.09 1.23 0.32 0.79 0.53
30-day readmission (%) 6.86 6.56 −0.30 −4.37 12.08 8.31 −3.78 −31.26 −3.48 0.28 −4.55 0.16
30-day mortality (%) 2.00 1.64 −0.36 −18.03 3.33 0.66 −2.67 −80.07 −2.31 0.14 −2.19 0.17
90-day mortality (%) 4.86 3.93 −0.92 −19.00 6.67 2.33 −4.34 −65.12 −3.42 0.15 −3.59 0.14
Neoadjuvant therapy (%) 12.29 28.85 16.57 134.85 10.42 31.89 21.48 206.18 4.91 0.29 5.34 0.25
Adjuvant chemotherapy (%) 61.14 59.02 −2.13 −3.48 61.67 64.78 3.12 5.06 5.24 0.36 2.53 0.66

AD=absolute difference (in miles, days, or %); AJCC=American Joint Committee on Cancer; DID=difference-in-differences; MIS=minimally invasive surgery; RC=relative change (% change between time periods).

*

indicates statistical significance.