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J Oncol Pract. 2012 September; 8(5): e89–e99.
Published online 2012 June 19. doi:  10.1200/JOP.2011.000484
PMCID: PMC3439240

Use and Benefits of Laparoscopic Hysterectomy for Stage I Endometrial Cancer Among Medicare Beneficiaries



Laparoscopic hysterectomy is associated with shorter hospital stays, less postoperative pain, and earlier resumption of activity. We analyzed predictors of access to laparoscopy and compared the outcomes of laparoscopic and open hysterectomy for stage I endometrial cancer.


Using the SEER-Medicare database we examined women 65 years of age with stage I endometrial cancer who underwent hysterectomy between 1997 and 2005. The associations of patient, tumor, and physician-related factors with use of laparoscopic hysterectomy were analyzed. Surgical quality, morbidity, and survival were compared.


We identified 8,545 patients, including 8,018 (93.8%) who underwent abdominal hysterectomy and 527 (6.2%) who had a laparoscopic hysterectomy. Performance of laparoscopic hysterectomy increased from 3.9% in 1997 to 8.5% in 2005. More recent year of diagnosis, younger age, white race, fewer comorbidities, higher socioeconomic status, lower tumor grade and stage, and residence in a metropolitan area were associated with use of laparoscopy (P < .05 for each). Physician characteristics associated with performance of laparoscopy included training in the United States, specialization in gynecologic oncology, academic practice, and later year of graduation (P < .05 for all). Surgical site complications (odds ratio [OR] = 0.46; 95% CI, 0.30 to 0.71) and medical complications (OR = 0.67; 95% CI, 0.47 to 0.95) were less common in patients who underwent laparoscopy. The route of hysterectomy had no effect on cancer-specific survival (OR = 0.74; 95% CI, 0.38 to 1.44).


Despite the fact that laparoscopic hysterectomy for endometrial cancer results in fewer complications, uptake has been slow.


The majority of women diagnosed with endometrial cancer are treated surgically and undergo hysterectomy. Hysterectomy, often in combination with oophorectomy and lymphadenectomy, is traditionally performed via a midline laparotomy. Although the procedure results in excellent oncologic outcomes, hysterectomy is also associated with substantial morbidity. In one prospective evaluation, abdominal hysterectomy was associated with a major complications, including intraoperative organ injury, infection, hemorrhage, or wound dehiscence in 17% of women, and an additional 20% of patients experienced minor complications.1

Efforts to reduce the perioperative morbidity of hysterectomy have resulted in a number of surgical innovations. Laparoscopic hysterectomy for endometrial cancer was first described in 1992.2 Reports describing laparoscopic hysterectomy in combination with staging lymphadenectomy followed in 1993.3 Laparoscopic hysterectomy is performed through a number of small incisions as opposed to the large central incision required for laparotomy. A number of studies1,47 have now demonstrated that laparoscopic hysterectomy for endometrial cancer is feasible and safe. Compared with laparotomy, laparoscopic hysterectomy has been associated with shorter hospital stays, less postoperative pain, and earlier resumption of daily activities.1,5,6,79

Despite the potential benefits of laparoscopic hysterectomy for endometrial cancer, a number of questions remain unanswered. First, data suggest that adoption of laparoscopy has been slow because some patients do not have access to the technology.1013 Second, the majority of outcomes data reported have come from highly experienced surgeons and centers.4,7 Although informative, the same results may not be generalizable when the procedure is performed by less experienced surgeons. The role of comparative effectiveness research in evaluating surgical techniques and technologies such as laparoscopic hysterectomy is discussed in a recent article14 and editorial15 in Journal of Clinical Oncology.

The goal of our analysis was to examine the diffusion of laparoscopic hysterectomy for endometrial cancer. We examined the uptake of laparoscopic hysterectomy in a population-based analysis of elderly women with endometrial cancer and compared the outcomes of laparoscopic and open hysterectomy in women treated throughout the United States.


Data Source

We analyzed data from the linked Surveillance, Epidemiology, and End Results (SEER) -Medicare database.16 SEER is a population-based database that provides information on tumor histology, location, stage of disease, treatment, and survival, as well as demographic and selected census tract–level information. The Medicare database includes Medicare part A (inpatient) and part B (outpatient) eligibility status, billed claims, and diagnoses. These two files are linked and provide the ability to determine the type of surgical procedure and the dates of service. Exemption from the Columbia University institutional review board was obtained.

Patient Selection

We analyzed women with tumors of the uterine corpus who were diagnosed between January 1, 1997 and December 31, 2005 and underwent surgical treatment. Only patients with endometrioid adenocarcinomas (8380/3, 8381/3, 8382/3, 8383/3) and adenocarcinoma not otherwise specified (8140/3) were included. Patients with stage I (A, B, and C) tumors were included. We excluded patients who were enrolled in a non-Medicare health maintenance organization because the billing claims for these patients are not submitted to Medicare for reimbursement.17 Patients who were enrolled in Medicare because of end-stage renal disease and dialysis rather than age as well as patients with other primary cancers were also excluded.

Surgical Procedures

The cohort was stratified on the basis of the primary surgical procedure performed. Procedures were defined by International Classification of Disease, Ninth Revision (ICD-9) and Common Procedural Terminology (CPT) codes. Women who underwent a laparoscopic or laparoscopically assisted vaginal hysterectomy were included in the laparoscopic hysterectomy group. Patients who had claims for a diagnostic laparoscopy in combination with a vaginal hysterectomy were also included in the laparoscopic hysterectomy cohort. Patients who underwent laparotomy in combination with hysterectomy were included in the abdominal hysterectomy group. Performance of lymphadenectomy was determined on the basis of SEER data for the number of nodes removed. The number of nodes removed was classified as: 0, 1-5, 6-10, 11-15, 16-20 and 20.

Patient Characteristics

Age at diagnosis was categorized into 5-year intervals. We recoded the SEER marital status variable as married, not married, and unknown. We generated an aggregate socioeconomic status (SES) score from education, poverty level, and income data from the 2000 census tract data, as described previously by Du et al.18 Patients' scores were ranked on a scale of 1 to 5 by use of the formula that incorporated education, poverty, and income weighted equally, with 1 being the lowest value. To assess the prevalence of comorbid disease in our cohort, we used the Klabunde adaptation of the Charlson comorbidity index (ie, the Klabunde-Charlson index).19,20 Medicare inpatient and outpatient claims were searched for diagnostic codes of the ICD-9, Clinical Modification. Each condition was weighted, and patients were assigned a score that was based on the Klabunde-Charlson index.20 Area of residence was categorized as metropolitan or nonmetropolitan, and tumor grade was grouped as well, moderately, or poorly differentiated or unknown. Receipt of radiation was characterized using Medicare billing data as none, brachytherapy, external beam radiation (including with brachytherapy), and other.

Physician Characteristics

We matched the primary surgeon to the procedure by use of the physician's Unique Physician Identification Number (UPIN) on the hysterectomy claim that was linked to the American Medical Association master file. The primary surgeon was chosen on the basis of a previously described algorithm.21,22 When multiple surgeons were involved in the care of a patient, we attributed the procedure to the most specialized surgeon. If a gynecologic oncologist was involved in the surgery we chose the gynecologist oncologist as the primary surgeon. If no gynecologic oncologist was involved, we classified the primary physician as a general gynecologist if involved; if neither a gynecologic oncologist nor a general gynecologist was involved, a general surgeon was chosen as the primary surgeon if involved. Patients who had procedures not associated with the UPIN of physicians with any of these three specialties were coded as unknown. Physicians' characteristics that were analyzed included sex, year of graduation, primary employment setting (private v government/academic), location of training (United States v other), and type of degree (Doctor of Medicine [MD] versus Doctor of Osteopathic Medicine [DO]).


Morbidity and mortality were the primary outcome variables. Perioperative morbidity, based on ICD-9 and CPT coding, was classified into the following categories: (1) intraoperative complications (bladder injury, ureteral injury, intestinal injury, vascular injury, other operative injury), (2) surgical site complications (wound complications, abscess, hemorrhage, bowel obstruction, ileus), (3) medical complications (venous thromboembolism, myocardial infarction, cardiopulmonary arrest, respiratory failure, renal failure, stroke, bacteremia/sepsis, shock, pneumonia). We also analyzed rates of transfusion and hospital readmission. Perioperative mortality was defined as death within 30 days of the primary procedure. Cancer-specific and overall survival were evaluated for each surgical group.

Statistical Analyses

Variables associated with the performance of each type of hysterectomy were compared by using χ2 tests. We used generalized estimating equations methodology to account for the correlations of outcome measures among patients who had the same physician. The unit of analysis was the patient. For each patient, the physician's unique UPIN number was used as the clustering variable. Generalized estimating equations models were developed to analyze factors associated with performance of laparoscopy and to examine the effect of the type of hysterectomy on morbidity. Survival was examined by using Kaplan-Meier analysis and compared with log-rank tests. Cox proportional hazards models were used to examine the influence of the type of hysterectomy on survival while controlling for other clinical and demographic covariates. All analyses were conducted with SAS, version 9.13 (SAS Institute, Cary, NC). All statistical tests were two-sided.


A total of 8,545 patients, including 8,018 (93.8%) who underwent an abdominal hysterectomy and 527 (6.2%) who had a laparoscopic hysterectomy, were identified. Performance of laparoscopic hysterectomy increased with time from 3.9% in 1997 to 8.5% in 2005 (Appendix Table A1, online only, Figure 1). Patients who were younger, white, married, had fewer comorbidities, and resided in metropolitan areas were more likely to undergo laparoscopy (P < .05 for each). Among women in the highest SES strata, 9.0% had a laparoscopic hysterectomy compared with 5.4% of patients in the lowest SES class (P < .0001). Laparoscopy was performed in 8.1% of patients with stage IA tumors compared with 5.5% of those with stage IC neoplasms (P < .001). Physician characteristics associated with performance of a laparoscopic procedure included training in the United States, specialization in gynecologic oncology, and later year of graduation (P < .05 for all). Physicians in academic practice performed laparoscopic hysterectomy more frequently than private practitioners (P = .006).

Figure 1.
Uptake of laparoscopic hysterectomy for endometrial cancer, 1997 to 2005.

In our multivariable model, year of diagnosis was the strongest predictor of performance of laparoscopy; the odds ratio (OR) for patients who underwent surgery from 2002 to 2005 was 2.65 (95% CI, 2.10 to 3.35; Table 1) compared with women treated earlier. Patients with moderately and poorly differentiated tumors were less likely to undergo laparoscopy. Surgeons who graduated medical school more recently were more likely to perform laparoscopy; the OR for physicians who graduated from medical school in the 1960s was 0.39 (95% CI, 0.25 to 0.61). There was a borderline association between having an MD degree (OR = 1.78; 95% CI, 0.97 to 3.25) and training in the United States (OR = 1.40; 95% CI, 0.99 to 1.97) and use of laparoscopy.

Table 1.
Logistic Regression Model of Factors Predictive of Use of Laparoscopy

Women who underwent laparoscopic hysterectomy were less likely to undergo lymphadenectomy than those who had an abdominal procedure (54.3% v 50.0%; P < .001; Table 2). However, among women who underwent lymphadenectomy, more nodes were removed in patients who had a laparoscopy (24.3% v 19.4% of patients with > 15 nodes removed; P < .001). Adjuvant radiotherapy (either brachytherapy or external beam radiation) was administered to 21.0% of patients who underwent abdominal hysterectomy compared with 14.1% of those who had a laparoscopic procedure (P = .002).

Table 2.
Use of Lymphadenectomy, Adjuvant Radiation, and Perioperative Morbidity for Women Who Underwent Abdominal and Laparoscopic Hysterectomy

We then examined perioperative morbidity (Table 2). Major perioperative complications occurred in 1,864 (23.3%) women who underwent abdominal hysterectomy compared with 85 (16.1%) who had laparoscopic surgery (P < .001). After adjustment for other patient and physician characteristics, the overall complication rate remained lower in women who underwent laparoscopic hysterectomy (OR = 0.62; 95% CI, 0.47 to 0.82). Intraoperative complications were similar for women who had laparoscopy compared with those who had an open hysterectomy (3.8% v 2.8%, P = .13; multivariable OR = 0.89; 95% CI, 0.48 to 1.67). In contrast, surgical site complications (6.3% v 11.9%, P < .001; multivariable OR = 0.46; 95% CI, 0.30 to 0.71) and medical complications (8.9% v 13.3%, P = .004; multivariable OR = 0.67; 95% CI, 0.47 to 0.95) were less frequent for patients in the laparoscopy cohort. Transfusion rates (2.3% v 2.5%, P = .73) were similar.

The route of hysterectomy had no effect on cancer-specific survival (OR = 0.74; 95% CI, 0.38 to 1.44; Appendix Table A2, online only). Advanced age, higher tumor stage and grade, and nodal metastasis were associated with decreased survival. In a Kaplan-Meier analysis, route of hysterectomy had no effect on cancer-specific survival for either stage IA (P = .18) or stage IB/IC/I not otherwise specified (P = .12; Appendix Figure A1, online only).


The uptake of laparoscopic hysterectomy for endometrial cancer has been decidedly slow. Over the course of our study, the use of laparoscopy increased from 4% in 1997 to only 8% by 2005. To place these findings into context, Miller et al23 reported that more than 70% of cholecystectomies were performed laparoscopically 5 years after the procedure was described, whereas 60% of fundoplications were laparoscopic 10 years after development of the operation. The same authors noted that uptake of laparoscopic nephrectomy was slower. When specifically analyzing nephrectomy for cancer, fewer than 10% of cases were performed laparoscopically a decade after introduction of the procedure.24 A multitude of factors likely underlie the slow uptake of laparoscopic hysterectomy. Compared to an open procedure, laparoscopic surgery takes significantly longer and is often reimbursed at the same rate.5,7 In addition, laparoscopic hysterectomy is technically demanding and entails a steep learning curve.25,26 One analysis suggested that when laparoscopic hysterectomy was performed for nonmalignant disease, 30 procedures were required for the provider to achieve proficiency.25

The development of an innovative surgical technology is a dynamic process. One model proposed a staged developmental paradigm for new technologies. The earliest stages (0-1) occur when highly selected surgeons describe a new technology. This is followed by a phase in which a few innovators develop the technology (stage 2a), which is then explored by a wider group of early adaptors (stage 2b). A stage of assessment (stage 3) follows, in which many surgeons (early majority) embrace and begin using a technology. If successful, the final stage (stage 4) of the model describes a period when the vast majority of surgeons are using a technology and long-term outcomes data are described.27 Many new procedures and devices diffuse into practice with only minimal data, and how best to evaluate new technologies and manage their implementation into practice is an ongoing debate.28

For many laparoscopic procedures, patient characteristics have been shown to affect access to care; black patients, the elderly, women, the uninsured, and patients with low SES are less likely to undergo a minimally invasive procedure.1012,24,29,30 For hysterectomy, white women are more than twice as likely as black women to undergo laparoscopy, and privately insured patients were 50% more like to undergo a minimally invasive appendectomy than patients with Medicaid.10,29 In our analysis, year of diagnosis was the most important predictor of access to laparoscopy, but sociodemographic factors also exerted an influence on access to laparoscopy.

Surgical practice patterns are influenced not only by patient characteristics, but also by a multitude of physician factors.13,31,32 In an analysis of patients who underwent sigmoid colectomy for diverticular disease, patients treated by high-volume surgeons were more than eight times more likely to undergo a laparoscopic procedure.13 Likewise, physician training and specialization appear to exert substantial influences on the use of minimally invasive techniques. Because laparoscopy was not in widespread use until the 1990s, surgeons who completed training before that time are likely to incorporate laparoscopy into their practice more slowly.33,34 In our analysis, physician training and specialization influenced uptake of laparoscopy, and year of medical school graduation, a surrogate for physician age, had a particularly strong impact on performance of laparoscopy. The fact that a lower percentage of women in the laparoscopy group underwent lymphadenectomy suggests that inability to perform a laparoscopic lymphadenectomy may have in part dissuaded physicians from laparoscopy.

Although our study benefits from the inclusion of a large number of patients, we acknowledge a number of important limitations. Complications are underreported in administrative data. To minimize this effect, we analyzed only major perioperative complications that were likely to generate a claim. Although this minimizes underreporting bias, it limits our ability to capture more subtle and minor morbidities that are inconsistently coded. Further, the number of laparoscopic procedures performed during the study period reduced our power to detect differences in specific complications between the two procedures. We cannot exclude the possibility that the type of primary surgery performed differed from what was coded in the SEER-Medicare data set. A priori we limited our analysis to only those years in which there was a well recognized code for laparoscopically assisted hysterectomy. In addition, we comprehensively analyzed both hospital and physician billing records to ensure the accuracy of our coding schema. SEER lacks data on a number of technical factor that affect the surgical approach chosen, such as uterine size. To make the groups as comparable as possible, we included only patients with uterine-confined disease and analyzed only patients with endometrioid histology. Sensitivity analyses were performed in which patients with stage IIIC disease were included, and our findings were unchanged. Despite the fact that we used an accepted methodology to measure comorbidity, complete risk adjustment is not possible using registry data and may have influenced our findings. In addition to tumor factors, there are likely a number of physician and patient factors that influenced treatment selection that are impossible to measure using administrative data. Finally, although we examined survival, we did not analyze recurrence, as it is difficult to determine patterns of recurrence using SEER data.

We were reassured to note that laparoscopic hysterectomy appeared to be a safe alternative with fewer complications than open surgery. Several reports, most from highly experienced surgeons and centers, have suggested that laparoscopic hysterectomy is a viable option for endometrial cancer.1,4,5,79 A randomized trial of 2,600 women conducted by the Gynecologic Oncology Group noted that the length of stay was shorter for women randomly assigned to laparoscopy, although the median surgery time was longer. The rate of surgical complications was similar for the two groups, although postoperative adverse events were less frequent in women assigned to laparoscopy.7 Over the 6-week postoperative period, laparoscopy was associated with better physical functioning, improved body image, earlier resumption of work, and improved quality of life. Early postoperative differences in quality of life were noted between laparoscopy and laparotomy, but the two groups were nearly equal 6 months after surgery.6 Survival results for this trial have not yet been reported.7 In our analysis, the overall complication rate was lower in women who underwent laparoscopy, and the route of hysterectomy had no effect on survival. Somewhat surprisingly, women who underwent laparoscopy were less likely to undergo lymphadenectomy.

The major question raised by our report is how to increase the diffusion of minimally invasive surgery for women with endometrial cancer. A 2008 survey of gynecologic oncologists noted that only 8% of respondents used laparoscopy in more than 50% of their cases.35 While uptake of minimally invasive surgery is clearly complex, a survey of physicians that examined the diffusion of laparoscopy suggested that regional practice in a competitive market and fee-for-service payment were among the strongest driving forces to adopt laparoscopic surgery early.36 The favorable results of the Gynecologic Oncology Group trial will likely further stimulate the use of laparoscopic hysterectomy for endometrial cancer. In addition, the past 5 years have seen the introduction of robotic hysterectomy, which may also promote minimally invasive hysterectomy. Given the growing body of evidence showing the benefits of laparoscopic surgery for endometrial cancer, prospective initiatives to ensure access to high-quality, minimally invasive surgery for women are clearly needed.


D.L.H. is the recipient of National Cancer Institute Grant No. NCI R01CA134964.

This study used the linked Surveillance, Epidemiology, and End Results (SEER) -Medicare database. The interpretation and reporting of these data are the sole responsibility of the authors. We acknowledge the efforts of the Applied Research Branch, Division of Cancer Prevention and Population Science, National Cancer Institute; the Office of Information Services and the Office of Strategic Planning, Health Care Financing Administration; Information Management Services; and the SEER Program tumor registries in the creation of the SEER-Medicare database.


Table A1.

Univariate Analysis of Factors Associated With Laparoscopic Hysterectomy

FactorAbdominal Hysterectomy
Laparoscopic Hysterectomy
PUnadjusted Odds Ratio95% CI
No. of patients8,01893.85276.2
Age at diagnosis, years.02
    70-742,11994.11346.00.800.63 to 1.00
    75-791,77994.41065.60.750.59 to 0.96*
    ≥ 801,68894.7945.30.700.54 to 0.91*
    Black34595.8154.20.670.40 to 1.13
    Hispanic10595.554.60.740.30 to 1.81
    Missing or other30289.43610.71.841.29 to 2.63*
Year of diagnosis< .001
    199864595.0345.01.300.79 to 2.13
    199958696.1243.91.010.59 to 1.73
    20001,12795.4544.61.180.76 to 1.84
    20011,05594.2655.81.520.98 to 2.34
    20021,05493.4756.61.751.15 to 2.68*
    200395591.8858.22.191.44 to 3.33*
    200487592.5717.52.001.30 to 3.07*
    200593391.5878.52.301.52 to 3.48*
    Nonmetropolitan80795.5384.50.690.50 to 0.97*
Marital status< .001
    Unmarried3,95894.92115.10.680.57 to 0.82*
    Unknown27392.9217.10.990.62 to 1.56
Socioeconomic status< .001
    Lowest (first) quintile66294.6385.4Referent
    Second quintile1,61795.2814.80.870.59 to 1.30
    Third quintile1,98195.21014.90.890.61 to 1.30
    Fourth quintile1,80594.01156.01.110.76 to 1.62
    Highest (fifth) quintile1,95391.11929.01.711.20 to 2.45*
Comorbidity score.002
    12,12493.91376.10.890.72 to 1.09
    > 11,29395.9564.20.600.45 to 0.80*
Tumor stage< .001
    IB3,90594.32375.70.690.56 to 0.85*
    IC1,77594.51045.50.660.51 to 0.86*
    I NOS59994.9325.10.600.41 to 0.89*
Tumor grade< .001
    Well differentiated3,39991.93008.1Referent
    Moderately differentiated2,91994.41735.60.670.55 to 0.82*
    Poorly differentiated1,22296.7423.30.390.28 to 0.54*
    Unknown47897.6122.50.290.16 to 0.51*
Surgeon training< .001
    United States5,79994.33535.71.951.41 to 2.69*
Surgeon degree.13
    MD68094.73845.41.600.89 to 2.87
Surgeon specialty< .001
    Gynecologic oncologist2,45994.21525.8Referent
    Obstetrician/gynecologist4,37794.92365.10.900.73 to 1.11
    General surgeon20699.510.50.080.01 to 0.58*
Surgeon sex.08
    Female1,24893.8836.21.271.00 to 1.62
Surgeon decade of graduation< .001
    1970s2,41695.11254.92.101.48 to 3.00*
    1980s2,31093.11716.93.122.22 to 4.39*
    1990s69692.3587.73.422.28 to 5.12*
Oncologist practice setting.006
    Private5,25595.22674.80.750.61 to 0.93*

Abbreviations: DO, doctor of osteopathic medicine; NOS, not otherwise specified.

*P < .05.

Table A2.

Cox Proportional Hazards Model of Cancer-Specific Mortality for Women With Endometrial Cancer

VariableLaparoscopic Hysterectomy
Odds Ratio95% CI
    Laparoscopic0.740.38 to 1.44
Age at diagnosis, years
    70-740.940.66 to 1.35
    75-791.210.85 to 1.71
    ≥ 802.201.59 to 3.03*
    Black1.240.75 to 2.03
    Hispanic0.740.27 to 2.04
    Missing or other1.400.84 to 2.32
Year of diagnosis
    2002-20050.760.59 to 0.99*
    Nonmetropolitan1.120.77 to 1.63
Marital status
    Unmarried1.230.96 to 1.58
    Unknown1.120.60 to 2.10
Socioeconomic status
    Lowest (first) quintileReferent
    Second quintile0.680.45 to 1.03
    Third quintile0.560.37 to 0.86*
    Fourth quintile0.700.46 to 1.07
    Highest (fifth) quintile0.510.33 to 0.80*
Comorbidity score
    11.140.88 to 1.48
    > 11.070.77 to 1.48
Tumor stage
    IB0.920.64 to 1.31
    IC1.651.12 to 2.42*
    I NOS1.981.27 to 3.07*
Tumor grade
    Well differentiatedReferent
    Moderately differentiated2.101.49 to 2.97*
    Poorly differentiated6.254.44 to 8.80*
    Unknown3.181.90 to 5.34*
    Brachytherapy0.900.33 to 2.45
    External beam1.481.13 to 1.94*

Abbreviation: NOS, not otherwise specified.

*P < .05.

Figure A1.

An external file that holds a picture, illustration, etc.
Object name is jop9991129050002.jpg

Cancer-specific survival stratified by type of surgery for women with (A) stage IA tumors (P = .18) and (B) stage IB/IC/I not otherwise specified tumors (P = .12).

Authors' Disclosures of Potential Conflicts of Interest

The author(s) indicated no potential conflicts of interest.

Author Contributions

Conception and design: Jason D. Wright, Alfred I. Neugut, Dawn L. Hershman

Financial support: Dawn L. Hershman

Administrative support: Jason D. Wright, Dawn L. Hershman

Provision of study materials or patients: Donna Buono, Dawn L. Hershman

Collection and assembly of data: Jason D. Wright, Donna Buono, Dawn L. Hershman

Data analysis and interpretation: Jason D. Wright, Alfred I. Neugut, Elizabeth Wilde, Donna Buono, Wei-Yann Tsai, Dawn L. Hershman

Manuscript writing: Jason D. Wright, Alfred I. Neugut, Elizabeth Wilde, Donna Buono, Dawn L. Hershman

Final approval of manuscript: All authors


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