- Veerasathpurush Allareddy, B.D.S., Ph.D., M.M.Sc.
Correspondence:
Address correspondence to: Dr. Veerasathpurush Allareddy, Department of Orthodontics, College of Dentistry–The University of Iowa, Iowa City, IA 52242. E-mail .Article Citation:
Veerasathpurush Allareddy, , Is There an Increasing Regionalization of Surgical Repair of Craniosynostosis Procedures Into Teaching Hospitals? Implications of Regionalization, The Cleft Palate-Craniofacial Journal. 2016;53(2):197-202.doi:
http://dx.doi.org/10.1597/14-327Received:
December 2014.Accepted:
February 2015.
Objective The objective of the present study is to examine whether surgical repairs for craniosynostosis have been regionalized to teaching hospitals over the 8-year period from 2003 to 2010.
Design Retrospective analysis of hospital discharge database.
Setting Nationwide Inpatient Sample for years 2003 to 2010. All patients aged up to 3 years who had a surgical repair for craniosynostosis were selected.
Interventions Surgical repair for craniosynostosis.
Main Outcome Measures Performance of surgery in a teaching hospital.
Results During the study period (years 2003 to 2010), a total of 19,417 patients aged up to 3 years underwent a surgical repair for craniosynostosis. The number of surgical procedures increased during the study period. It ranged from 1628 procedures in year 2003 to 3001 procedures during 2010. Data show that 83.3% of all procedures in 2003 were performed in teaching hospitals; whereas, 97.5% of procedures in 2010 were performed in teaching hospitals. Following adjustment for patient-level factors, year 2010 was associated with increased odds of having the surgical procedures performed in a teaching hospital as opposed to a nonteaching hospital when compared with year 2003 (odds ratio = 10.43, 95% confidence interval, 1.10 to 98.98; P = .04).
Conclusions An increasing proportion of surgical repairs of craniosynostosis are performed in teaching hospitals, suggesting there is an increasing concentration of these complex surgical procedures in select centers. As more longitudinal data become available, the relative benefits and drawbacks associated with regionalization of surgical repairs of craniosynostosis should be examined.
Ever since the seminal study by Luft examining the inverse association between hospital volume and outcomes that was published about 35 years ago, numerous reports have unequivocally reinforced that high hospital volumes are associated with better outcomes for a wide range of surgical procedures (Luft, 1980; Mariotto, 2001; Birkmeyer et al., 2003; Dimick et al., 2005; Chang and Birkmeyer, 2006; Kahn et al., 2006; Balentine et al., 2014). This relationship is particularly pronounced for extremely complex surgical procedures, which are in low numbers overall and usually constitute only a fraction of the annual caseloads of hospitals (Studnicki et al., 2014). Several stakeholders including providers, policy makers, insurance companies, and patient advocates have suggested that highly complex procedures be selectively referred or regionalized to select centers of excellence to realize the best possible outcomes (Leapfrog Group, 2006). These select centers of excellence tend to be high-volume, highly specialized hospitals and teaching hospitals. Regionalization is the increase in concentration of procedures into select centers. Over the course of the past decade, this phenomenon of regionalization has been demonstrated across multiple surgical specialties and procedures (Ben-David et al., 2012; Pinto et al., 2012; Simhan et al., 2012; Colavita et al., 2013; Hayman et al., 2013; Smaldone et al., 2013; Colavita et al., 2014).
Craniosynostosis is a congenital defect wherein there is premature fusion of cranial sutures and a resultant alteration of the growth pattern of the skull and increased intracranial pressure (Slater et al., 2008). Estimates of craniosynostosis range from 3 to 13 per 10,000 live births (French et al., 1990; Boulet et al., 2008). Typically, early surgical intervention is advocated to minimize the risks of complications associated with increased intracranial pressure (Panchal and Uttchin, 2003). This is a complicated surgical procedure, with only select hospitals performing it. To date, there is no empirical evidence on whether surgical repairs for craniosynostosis have followed this regionalization pattern.
The objective of the present study is to examine whether surgical repairs for craniosynostosis were regionalized to teaching hospitals over the 8-year period from 2003 to 2010. The present study tests the hypothesis that over the study period, more surgical procedures were performed in teaching hospitals as opposed to nonteaching hospitals.
Materials and Methods
The present study is a retrospective cross-sectional analysis of the Nationwide Inpatient Sample (NIS) for the years 2003 to 2010. The NIS dataset is sponsored by the Agency for Healthcare Research and Quality (AHRQ) and is one of the databases of the Healthcare Cost and Utilization Project (HCUP) family of databases, which also includes the Kids Inpatient Sample, Nationwide Emergency Department Sample, and State Inpatient/Ambulatory/Emergency Department Databases (HCUP, 2014). The NIS is the largest all-payer hospitalization database in the United States and provides nationally representative estimates of all hospitalizations, procedures, and hospital-associated outcomes (HCUP, 2014). Some of the variables available in the NIS database include primary reason for hospitalization, presence of comorbid conditions (available from NIS disease-severity files), procedures performed during hospitalization, age, sex, race, insurance status, disposition status, length of stay in hospital, charges, and type of admission.
Prior to conducting this study, the data user agreement with HCUP-AHRQ was completed. The present study was institutional review board (IRB)–exempt from the College of Dentistry and Dental Clinics–The University of Iowa. The IRB protocol number is .
Case selection in the present study was based on the protocols used by Nguyen et al. (2013) and Allareddy (2014), who used the Kids Inpatient Sample and NIS to examine outcomes in patients undergoing surgical repair for craniosynostosis. All patients who had a surgical repair for craniosynostosis were identified from the procedure fields (up to 15) in the NIS database. Only those patients aged up to 3 years who had a diagnosis of craniosynostosis (International Classification of Diseases, Ninth Revision, Clinical Modification [ICD-9-CM] diagnosis code 756.0) along with a concomitant performance of a surgical repair of craniosynostosis were selected (Centers for Disease Control and Prevention, 2014). The ICD-9-CM procedure codes used to identify surgical repairs included opening of cranial suture (ICD-9-CM procedure code 02.01), formation of cranial bone flap—repair of skull with flap (02.03), bone graft to skull—pericranial graft (autogenous or heterogenous; 02.04), and other cranial osteoplasty (02.06).
The outcome of interest in the present study was the performance of a surgical procedure in a teaching hospital. This was coded as a binomial variable (0 = procedure performed in nonteaching hospital; 1 = procedure performed in a teaching hospital).
The primary independent variable of interest was the year of the procedure was performed. Year 2003 was used as the reference, and all other years (years 2004 to 2010) were compared with year 2003. Patient characteristics examined included age of patient at the time of hospitalization, sex, race, insurance status, and comorbid burden. The comorbid conditions examined included deficiency anemias, rheumatoid arthritis/collagen vascular diseases, chronic blood loss anemia, congestive heart failure, chronic pulmonary disease, coagulopathy, diabetes, hypertension, hypothyroidism, liver disease, lymphoma, fluid and electrolyte disorders, metastatic cancer, neurological disorders, obesity, paralysis, peripheral vascular disorders, pulmonary circulatory disorders, renal failure, solid tumor without metastasis, valvular disease, and weight loss. The occurrence of each of these comorbid conditions was identified, and a total comorbid burden score was computed for each patient by summing up the individual occurrence of each of the comorbid conditions.
Descriptive statistics were used to summarize the patient characteristics. Frequency distributions were used to estimate the performance of surgical procedures in teaching versus nonteaching hospitals by each year. The association between the primary independent variable (year the procedure was performed) and the outcome variable (procedure performed in a teaching hospital) was examined by a multivariable logistic regression model. Odds ratios and 95% confidence intervals were estimated for years 2004 to 2010 and compared with year 2003 (used as reference). In the multivariable logistic regression model, the effects of age, sex, race, and comorbid burden were adjusted. The effects of clustering of outcomes within hospitals was also adjusted in the multivariable logistic regression model. Variances were computed using the Taylor linearization method, assuming a with-replacement design. All statistical tests were two sided, and a P value of <.05 was deemed to be statistically significant. All analyses were performed using SAS version 9.3 (SAS Institute, Cary, NC) and SAS Callable SUDAAN version 11.0.1 (Research Triangle Institute, Research Triangle Park, NC) software programs.
Results
During the study period (years 2003 to 2010), a total of 19,417 patients aged up to 3 years underwent a surgical repair for craniosynostosis. The characteristics of these patients are summarized in Tables 1 and 2. The most frequently performed surgical procedure was cranial osteoplasty (61.5% of patients), followed by opening of cranial suture (36%), bone graft to skull (19.5%), and formation of cranial bone flap/repair of skull with flap (14.2%). A vast majority of patients underwent surgery before the age of 1 year (76.6% of all procedures). Of all patients, 65.3% were boys and 34.7 were girls. Whites were the predominating race (65.1%), followed by Hispanics (20.6%). Private insurance plans covered 54% of patients; whereas, Medicaid covered 39.8%. Following the surgical procedure, 98.1% were discharged routinely. A majority (74.1%) of the patients did not have a concomitant comorbid condition, 20.2% had one comorbid condition, 4.8% had two comorbid conditions, 0.7% had three comorbid conditions, and 0.2% had four or more comorbid conditions. The most prevalent comorbid conditions were deficiency anemias (10.5%), fluid and electrolyte disorders (8.6%), coagulopathy (4.1%), neurological disorders (3.4%), and chronic blood loss anemia (1.1%).
TABLE 1Characteristics of Patients Who Had Surgical Repair for Craniosynostosis
TABLE 2Comorbid Burden
Performance of procedures by teaching hospitals over the course of the study period are presented in Table 3. The number of surgical procedures increased during the study period. It ranged from 1628 procedures in the year 2003 to 3001 procedures during the year 2010. The most procedures were performed in the year procedures). Overall, 90.2% of all procedures were performed in teaching hospitals and 9.8% were performed in nonteaching hospitals. Over the course of the study period, more procedures tended to be concentrated in teaching hospitals. Data show that 83.3% of all procedures in the year 2003 were performed in teaching hospitals; whereas, 97.5% of all procedures in the year 2010 were performed in teaching hospitals. During the years 2003 to 2006, close to 16% of all procedures were performed in nonteaching hospitals. During the years 2007 to 2010, only about 3% of all procedures were performed in nonteaching hospitals.
TABLE 3Teaching Status of Hospital by Year
Estimates from the multivariable logistic regression model examining the association between year of procedure and performance in a teaching hospital are summarized in Table 4. Following adjustment for the effects of age, sex, race, and comorbid burden, there was a significant association between the year 2010 and performance of a procedure in a teaching hospital. Year 2010 was associated with increased odds of having the surgical procedures performed in a teaching hospital as opposed to a nonteaching hospital when compared with year 2003 (odds ratio = 10.43, 95% confidence interval, 1.10 to 98.98; P = .04).
TABLE 4Odds of Being Treated in a Teaching Hospital—Estimates From Multivariable Logistic Regression Model
Discussion
The present study used the largest all-payer, nationally representative dataset of all U.S. hospitalizations to test the hypothesis of whether over an 8-year period (2003 to 2010) there was regionalization of surgical repair of craniosynostosis procedures into teaching hospitals. Results suggest that 83.3% of procedures in the year 2003 were performed in teaching hospitals; whereas, 97.5% of procedures in the year 2010 were performed in teaching hospitals. Over the course of this 8-year period, there was a 14.2% increase in regionalization of procedures into teaching hospitals. The association of increasing regionalization of surgical repairs for craniosynostosis into teaching hospitals was statistically significant even after adjustment for a multitude of patient-related factors such as age, sex, race, and comorbid burden. The present study findings are consistent with prior reports on regionalization for a wide range of surgical procedures (Ben-David et al., 2012; Pinto et al., 2012; Simhan et al., 2012; Colavita et al., 2013; Hayman et al., 2013; Smaldone et al., 2013; Colavita et al., 2014).
There are multiple benefits associated with regionalization of complex surgical procedures into select centers of excellence. Salazar et al. (2014) conducted a risk-adjusted examination of hospital surgical outcomes among children by geographic areas and found that for infants, surgery outcomes were significantly better when surgical procedures were performed in high-volume/specialized centers in multiple geographic regions. Austin and Urbach (2013) estimated that regionalization of colorectal surgery, esophagectomy, and pancreaticoduodenectomy significantly reduced perioperative deaths for these procedures. Colavita et al. (2014) examined outcomes following hepato-pancreato-biliary cancer resections and showed that regionalizing procedures into select centers not only reduced operative mortality rates but also reduced the length of stay in hospitals and improved the odds of being discharged routinely. Sundaresan et al. (2013) studied the feasibility and impact of regionalization of lung cancer resections in Ontario, Canada, and showed that concentrating these procedures into select centers facilitated delivery of more comprehensive care due to the ease of obtaining multidisciplinary and interdisciplinary assessments and care. They also showed that due to better processes of care, regionalization of pneumonectomy surgical procedures to select centers significantly reduced postsurgical 30-day mortality rates.
Although it is evident that regionalization of complex surgical procedures has resulted in better surgical outcomes, one should not discount the drawbacks of regionalization. Some of the issues associated with regionalization included reduced access to care, increased travel distances for patients, overloading of select hospitals, and lack of continuity of care. Pinto et al. (2012) examined the impact of distance on outcomes after discharge following neonatal congenital heart surgery and found that those living longer distances from the hospital that performed the surgical procedures were associated with worse morbidity and higher adverse events. Livingston and Burchell (2010) examined the effect on travel distance for Medicare patients who underwent bariatric procedures and found that travel time for patients increased by 76% following regionalization of procedures to select centers of excellence and may have reduced access to follow-up care. Furthermore, regionalization of procedures to only select centers may make the low-volume centers financially viable, and the former will be forced to stop services for less complex surgical procedures (Birkmeyer et al., 2003). This would eventually reduce access to care for a greater proportion of the populace. The costs associated with regionalization could be substantial from the patient's point of view due to the travel time involved, days off taken from work (for parents who are caring for children), and lack of periodic follow-up care after the surgical procedures. Finally, there is only a finite number of high-risk surgical procedures that a hospital can perform. Indiscriminate regionalization of all complex surgical procedures to select centers of excellence could make these centers extremely high volume, and their physical facilities may not be equipped to handle an overly high load of cases. They are likely to reach a point where they could experience diseconomies of scale that could compromise the process of care delivered to patients, which will eventually lead to poor outcomes.
The present study has multiple limitations attributed to the cross-sectional nature of the study design and use of large secondary discharge datasets such as the NIS to examine regionalization phenomenon. The significant findings demonstrated in the present study only indicate an association and not a true cause-and-effect relationship, which cannot be established with cross-sectional retrospective studies. The only way to do so would be to conduct prospective randomized controlled trials. However, this would be impractical, considering the ethical issues associated with randomization. Prior estimates suggest that regionalization of surgical procedures is a complex phenomenon, and a multitude of factors such as state-specific certificate-of-need laws, area-specific referral patterns, and market forces dictate the type of regionalization (formal versus informal) (Nallamothu et al., 2005; Glickman et al., 2010; Studnicki et al., 2014). The present study is unable to determine whether the observed regionalization is formal or informal due to the lack of availability of legal and market-specific variables in the NIS database. Risk adjustments conducted in the present study were limited to the variables available in the dataset, and consequently, we cannot rule out biases attributed to lack of data on a more comprehensive set of confounders. Despite the limitations, the present study findings are still valuable because the estimates are nationally representative, generalizable, and the first to examine the phenomenon of regionalization of surgical repairs of craniosynostosis on a national scale.
Conclusions
Results from the present study show that over the 8-year period from 2003 to 2010, an increasing proportion of surgical repairs of craniosynostosis were performed in teaching hospitals, suggesting an increasing concentration of these complex surgical procedures in select centers. The impact of regionalization of these procedures is unknown. As more longitudinal data become available, the relative benefits and drawbacks associated with regionalization of surgical repairs of craniosynostosis should be examined by future studies.
References
Allareddy V. Prevalence and impact of complications on hospitalization outcomes following surgical repair for craniosynostosis. J Oral Maxillofac Surg. 2014;72:2522–2530. Austin PC, Urbach DR. Using G-computation to estimate the effect of regionalization of surgical services on the absolute reduction in the occurrence of adverse patient outcomes. Med Care. 2013;51:797–805. Balentine CJ, Naik AD, Robinson CN, Petersen NJ, Chen GJ, Berger DH, Anaya DA. Association of high-volume hospitals with greater likelihood of discharge to home following colorectal surgery. JAMA Surg. 2014;149:244–251. Ben-David K, Ang D, Grobmyer SR, Liu H, Kim T, Hochwald SN. Esophagectomy in the state of Florida: is regionalization of care warranted?Am Surg. 2012;78:291–295. Birkmeyer JD, Siewers AE, Marth NJ, Goodman DC. Regionalization of high-risk surgery and implications for patient travel times. JAMA. 2003;290:2703–2708. Birkmeyer JD, Stukel TA, Siewers AE, Goodney PP, Wennberg DE, Lucas FL. Surgeon volume and operative mortality in the United States. N Engl J Med. 2003;349:2117–2127. Boulet SL, Rasmussen SA, Honein MA. A population-based study of craniosynostosis in metropolitan Atlanta, 1989–2003. Am J Med Genet A. 2008;146A:984–991. Centers for Disease Control and Prevention. Classification of diseases, functioning, and disability web page. International Classification of Diseases, Ninth Revision, Clinical Modification(ICD-9-CM). http://www.cdc.gov/nchs/icd/icd9cm.htm#ftp. Accessed March 6, 2014. Chang AC, Birkmeyer JD. The volume-performance relationship in esophagectomy. Thorac Surg Clin. 2006;16:87–94. Colavita PD, Tsirline VB, Belyansky I, Swan RZ, Walters AL, Lincourt AE, Iannitti DA, Heniford BT. Regionalization and outcomes of hepato-pancreato-biliary cancer surgery in USA. J Gastrointest Surg. 2014;18:532–541. Colavita PD, Walters AL, Tsirline VB, Belyansky I, Lincourt AE, Kercher KW, Sing RF, Heniford BT. The regionalization of ventral hernia repair: occurrence and outcomes over a decade. Am Surg. 2013;79:693–701. Dimick JB, Birkmeyer JD, Upchurch GR Jr. Measuring surgical quality: what's the role of provider volume?World J Surg. 2005;29:1217–1221. French LR, Jackson IT, Melton LJ 3rd. A population-based study of craniosynostosis. J Clin Epidemiol. 1990;43:69–73. Glickman SW, Kit Delgado M, Hirshon JM, Hollander JE, Iwashyna TJ, Jacobs AK, Kilaru AS, Lorch SA, Mutter RL, Myers SR, et al. Defining and measuring successful emergency care networks: a research agenda. Acad Emerg Med. 2010;17:1297–1305. Hayman AV, Fisher MJ, Kluz T, Merkow RP, Wang EC, Bentrem DJ. Is Illinois heeding the call to regionalize pancreatic surgery?J Surg Oncol. 2013;107:685–691. Healthcare Cost and Utilization Project (HCUP). The Nationwide Inpatient Sample (NIS). 2004–2010. Available at http://www.hcup-us.ahrq.gov/nisoverview.jsp. Accessed April 1, 2014. Kahn JM, Goss CH, Heagerty PJ, Kramer AA, O'Brien CR, Rubenfeld GD. Hospital volume and the outcomes of mechanical ventilation. N Engl J Med. 2006;355:41–50. Leapfrog Group. Evidence-based hospital referral. Available at http://www.leapfroggroup.org/media/file/Leapfrog-Evidence-based_Hospital_Referral_Fact_Sheet.pdf. Accessed December 23, 2014. Livingston EH, Burchell I. Reduced access to care resulting from centers of excellence initiatives in bariatric surgery. Arch Surg. 2010;145:993–997. Luft HS. The relation between surgical volume and mortality: an exploration of causal factors and alternative models. Med Care. 1980;18:940–959. Mariotto A. Outcomes of angioplasty vs. thrombolysis by hospital angioplasty volume. JAMA. 2001;285:1701–1702. Nallamothu BK, Eagle KA, Ferraris VA, Sade RM. Should coronary artery bypass grafting be regionalized?Ann Thorac Surg. 2005;80:1572–1581. Nguyen C, Hernandez-Boussard T, Khosla RK, Curtin CM. A national study on craniosynostosis surgical repair [published online October 2, 2012]. Cleft Palate Craniofac J. 2013;50:555–560. [Abstract] Panchal J, Uttchin V. Management of craniosynostosis. Plast Reconstr Surg. 2003;111:2032–2048. Pinto NM, Lasa J, Dominguez TE, Wernovsky G, Tabbutt S, Cohen MS. Regionalization in neonatal congenital heart surgery: the impact of distance on outcome after discharge. Pediatr Cardiol. 2012;33:229–238. Salazar JH, Goldstein SD, Yang J, Douaiher J, Al-Omar K, Michailidou M, Aboagye J, Abdullah F. Regionalization of the surgical care of children: a risk-adjusted comparison of hospital surgical outcomes by geographic areas. Surgery. 2014;156:467–474. Simhan J, Smaldone MC, Canter DJ, Zhu F, Starkey R, Stitzenberg KB, Uzzo RG, Kutikov A. Trends in regionalization of adrenalectomy to higher volume surgical centers. J Urol. 2012;188:377–382. Slater BJ, Lenton KA, Kwan MD, Gupta DM, Wan DC, Longaker MT. Cranial sutures: a brief review. Plast Reconstr Surg. 2008;121:170e–178e. Smaldone MC, Simhan J, Kutikov A, Canter DJ, Starkey R, Zhu F, Nielsen ME, Stitzenberg KB, Greenberg RE, Uzzo RG. Trends in regionalization of radical cystectomy in three large northeastern states from 1996 to 2009. Urol Oncol. 2013;31:1663–1669. Studnicki J, Craver C, Blanchette CM, Fisher JW, Shahbazi S. A cross-sectional retrospective analysis of the regionalization of complex surgery. BMC Surg. 2014;14:55. Sundaresan S, McLeod R, Irish J, Burns J, Hunter A, Meertens E, Langer B, Stern H, Sherar M. Early results after regionalization of thoracic surgical practice in a single-payer system. Ann Thorac Surg. 2013;95:472–478, discussion 478–479.
References
Allareddy V. Prevalence and impact of complications on hospitalization outcomes following surgical repair for craniosynostosis. J Oral Maxillofac Surg. 2014;72:2522–2530. Austin PC, Urbach DR. Using G-computation to estimate the effect of regionalization of surgical services on the absolute reduction in the occurrence of adverse patient outcomes. Med Care. 2013;51:797–805. Balentine CJ, Naik AD, Robinson CN, Petersen NJ, Chen GJ, Berger DH, Anaya DA. Association of high-volume hospitals with greater likelihood of discharge to home following colorectal surgery. JAMA Surg. 2014;149:244–251. Ben-David K, Ang D, Grobmyer SR, Liu H, Kim T, Hochwald SN. Esophagectomy in the state of Florida: is regionalization of care warranted?Am Surg. 2012;78:291–295. Birkmeyer JD, Siewers AE, Marth NJ, Goodman DC. Regionalization of high-risk surgery and implications for patient travel times. JAMA. 2003;290:2703–2708. Birkmeyer JD, Stukel TA, Siewers AE, Goodney PP, Wennberg DE, Lucas FL. Surgeon volume and operative mortality in the United States. N Engl J Med. 2003;349:2117–2127. Boulet SL, Rasmussen SA, Honein MA. A population-based study of craniosynostosis in metropolitan Atlanta, 1989–2003. Am J Med Genet A. 2008;146A:984–991. Centers for Disease Control and Prevention. Classification of diseases, functioning, and disability web page. International Classification of Diseases, Ninth Revision, Clinical Modification(ICD-9-CM). http://www.cdc.gov/nchs/icd/icd9cm.htm#ftp. Accessed March 6, 2014. Chang AC, Birkmeyer JD. The volume-performance relationship in esophagectomy. Thorac Surg Clin. 2006;16:87–94. Colavita PD, Tsirline VB, Belyansky I, Swan RZ, Walters AL, Lincourt AE, Iannitti DA, Heniford BT. Regionalization and outcomes of hepato-pancreato-biliary cancer surgery in USA. J Gastrointest Surg. 2014;18:532–541. Colavita PD, Walters AL, Tsirline VB, Belyansky I, Lincourt AE, Kercher KW, Sing RF, Heniford BT. The regionalization of ventral hernia repair: occurrence and outcomes over a decade. Am Surg. 2013;79:693–701. Dimick JB, Birkmeyer JD, Upchurch GR Jr. Measuring surgical quality: what's the role of provider volume?World J Surg. 2005;29:1217–1221. French LR, Jackson IT, Melton LJ 3rd. A population-based study of craniosynostosis. J Clin Epidemiol. 1990;43:69–73. Glickman SW, Kit Delgado M, Hirshon JM, Hollander JE, Iwashyna TJ, Jacobs AK, Kilaru AS, Lorch SA, Mutter RL, Myers SR, et al. Defining and measuring successful emergency care networks: a research agenda. Acad Emerg Med. 2010;17:1297–1305. Hayman AV, Fisher MJ, Kluz T, Merkow RP, Wang EC, Bentrem DJ. Is Illinois heeding the call to regionalize pancreatic surgery?J Surg Oncol. 2013;107:685–691. Healthcare Cost and Utilization Project (HCUP). The Nationwide Inpatient Sample (NIS). 2004–2010. Available at http://www.hcup-us.ahrq.gov/nisoverview.jsp. Accessed April 1, 2014. Kahn JM, Goss CH, Heagerty PJ, Kramer AA, O'Brien CR, Rubenfeld GD. Hospital volume and the outcomes of mechanical ventilation. N Engl J Med. 2006;355:41–50. Leapfrog Group. Evidence-based hospital referral. Available at http://www.leapfroggroup.org/media/file/Leapfrog-Evidence-based_Hospital_Referral_Fact_Sheet.pdf. Accessed December 23, 2014. Livingston EH, Burchell I. Reduced access to care resulting from centers of excellence initiatives in bariatric surgery. Arch Surg. 2010;145:993–997. Luft HS. The relation between surgical volume and mortality: an exploration of causal factors and alternative models. Med Care. 1980;18:940–959. Mariotto A. Outcomes of angioplasty vs. thrombolysis by hospital angioplasty volume. JAMA. 2001;285:1701–1702. Nallamothu BK, Eagle KA, Ferraris VA, Sade RM. Should coronary artery bypass grafting be regionalized?Ann Thorac Surg. 2005;80:1572–1581. Nguyen C, Hernandez-Boussard T, Khosla RK, Curtin CM. A national study on craniosynostosis surgical repair [published online October 2, 2012]. Cleft Palate Craniofac J. 2013;50:555–560. [Abstract] Panchal J, Uttchin V. Management of craniosynostosis. Plast Reconstr Surg. 2003;111:2032–2048. Pinto NM, Lasa J, Dominguez TE, Wernovsky G, Tabbutt S, Cohen MS. Regionalization in neonatal congenital heart surgery: the impact of distance on outcome after discharge. Pediatr Cardiol. 2012;33:229–238. Salazar JH, Goldstein SD, Yang J, Douaiher J, Al-Omar K, Michailidou M, Aboagye J, Abdullah F. Regionalization of the surgical care of children: a risk-adjusted comparison of hospital surgical outcomes by geographic areas. Surgery. 2014;156:467–474. Simhan J, Smaldone MC, Canter DJ, Zhu F, Starkey R, Stitzenberg KB, Uzzo RG, Kutikov A. Trends in regionalization of adrenalectomy to higher volume surgical centers. J Urol. 2012;188:377–382. Slater BJ, Lenton KA, Kwan MD, Gupta DM, Wan DC, Longaker MT. Cranial sutures: a brief review. Plast Reconstr Surg. 2008;121:170e–178e. Smaldone MC, Simhan J, Kutikov A, Canter DJ, Starkey R, Zhu F, Nielsen ME, Stitzenberg KB, Greenberg RE, Uzzo RG. Trends in regionalization of radical cystectomy in three large northeastern states from 1996 to 2009. Urol Oncol. 2013;31:1663–1669. Studnicki J, Craver C, Blanchette CM, Fisher JW, Shahbazi S. A cross-sectional retrospective analysis of the regionalization of complex surgery. BMC Surg. 2014;14:55. Sundaresan S, McLeod R, Irish J, Burns J, Hunter A, Meertens E, Langer B, Stern H, Sherar M. Early results after regionalization of thoracic surgical practice in a single-payer system. Ann Thorac Surg. 2013;95:472–478, discussion 478–479.










