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Combating Prescription Drug Abuse in Montgomery County, Texas: A Problem-Oriented Approach Ling Ren, Ph.D. Associate Professor Department of Criminal Justice & Criminology Sam Houston State University Tamara E. Holland, J.D. Assistant District Attorney Montgomery County District Attorney’s Office

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Page 1: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Combating Prescription Drug Abuse in Montgomery County, Texas: A Problem-Oriented Approach

Ling Ren, Ph.D.Associate Professor

Department of Criminal Justice & Criminology Sam Houston State University

Tamara E. Holland, J.D.Assistant District Attorney

Montgomery County District Attorney’s Office

Page 2: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Montgomery County

Size: 1,077 square miles Population: 502,586- an increase of 71% from 2000

Census - 7th among the fastest growing

counties in the U.S. Racial composition: - Whites: 86% - African Americans: 3.5% - Asians: 2.5% - Hispanic/Latino origin: 22.2%

Page 3: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Scanning

Four things:TragedyDrugged driving Anecdotal evidenceCDC statistics

Page 4: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Scanning

10.7 10.6

8.8

7.87.2

6.8 6.66.1

5.4 5.1

7.8

0

2

4

6

8

10

12

Travis Bexar Montgomery Tarrant Dallas Harris Denton Collin Fort Bend El Paso State Average

Top Ten Most Populous Counties in Texas Ranked by 5-year Average Age-Adjusted Prescription Drug Mortality Rates, 2011-2015

Data were extracted from WONDER Online Database, Multiple Cause of Death, Centers for Disease Control & Prevention. The mortality rates are interpreted as the number of deaths per 100,000 population.

Page 5: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Scanning

78.4 77.670.1

65.7 64.3 63.9 61.258.1

44.441.1

68.4

0

10

20

30

40

50

60

70

80

90

Top Ten Most Populous Counties in Texas Ranked by 5-year Average Opioid Prescribing Rates, 2011-2015

Pres

crib

ing

Rate

Data were extracted from U.S. County Prescribing Rates, Centers for Disease Control & Prevention. The opioid prescription rates are interpreted as the number of opioid prescriptions per 100 persons.

Page 6: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Four Objectives Scope and impact of the problem Identify drug of choice/trends Make good use of Texas Prescription

Monitoring Program data to identify doctor shoppers, problematic doctors and pharmacies

Formulate data-driven and evidence-based responses

Page 7: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Four data sourcesDrug overdose death data, 2012-2016 by the

Montgomery County Forensic Services Department

Overdose call data, March – June 2017 by the Montgomery County Hospital District

Drug arrest data, 2012-2016 by the Montgomery County DA’s Office

Texas Prescription Monitoring Program (PMP), October 2015 – December 2016 by the Texas Department of Public Safety

Page 8: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Analysis

Drug overdose death data by Forensic CenterMontgomery County does not have a

Medical Examiner, but it does have a Forensic Center with paid pathologists that perform autopsiesThe Center keeps statistics based on the

results of the autopsies

Page 9: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Drug overdose death data, 2012-2016

5858

40

76 78

4940

29

49

57

918

11

27

21

0

10

20

30

40

50

60

70

80

90

2012 2013 2014 2015 2016

Total Number of Drug Deaths, RX-Related Deaths, & Non-RX Related Deaths in Montgomery County, Texas (2012-2016)

Drug Deaths RX-Related Non-RX Related

YEARS

# O

F DE

ATHS

Page 10: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Drug overdose death data, 2012-2016

126

8 7 8

49

4029

49

5767

51 5360

75

0

10

20

30

40

50

60

70

80

2012 2013 2014 2015 2016

Prescription Related Overdose Deaths, Homicides, and Traffic Fatalities in Montgomery County, Texas (2012-2016)

Homicides Prescription Related Overdoses Traffic Fatalities

# O

F DE

ATHS

YEARS

Traffic fatality data source: Texas Department of Transportation (Texas Motor Vehicle Crash Statistics). Homicide data source: Texas Department of Public Safety.

Page 11: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Drug overdose death data, 2012-2016

.84

.69

.73

.64

.73

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

2012 2013 2014 2015 2016

Proportion of RX-Related Deaths to All Overdose Deaths in Montgomery County, Texas (2012-2016)

Proportion of RX-Related Deaths

Page 12: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Drug overdose death data, 2012-2016

66%

34%

Prescription Drug Overdose Deaths by Drug Types (2012-2016)

Pain Relievers Other Prescription Drugs

Pain Relievers:- Hydrocodone - Morphine - Methadone - Fentanyl - Oxycodone - Hydromorphone- Tramadol

Other Prescription Drugs: - Alprazolam- Zolpidem - Carisoprodol- Amphetamine- Diazepam- Bupropion - ……

Page 13: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Analysis

Overdose call data by Hospital District Overdose calls responded by the

Emergency Medical Services March-June, 2017X & Y coordinates

Page 14: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Overdose call data, March-June 2017 (N=644)

Drug Types Frequency %Prescription Drugs 217 33.7%Alcohol 210 32.6%Methamphetamine 52 8.1%Marijuana 29 4.5%Synthetic Drugs 28 4.3%Heroin 15 2.3%Cocaine 13 2.0%Carfentanyl 2 0.3%Unknown 78 12.1%

Page 15: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Overdose call data, March- June 2017

Page 16: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Analysis

Drug arrest and prosecution data by DA’s Office Instanter arrestsDrug identified in charging instrumentPenalty groups v. Scheduled substancesDegrees of offensePunishment

Page 17: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Drug Arrest data, 2012-2016 (N=8,452)

26%

74%

RX-related arrestsNon-RX related arrests

Types of Drugs %Meth 46.5%Cocaine 14.7%Prescription opioids 9.4%Heroin 2.3%Ecstasy 2.2%Synthetic drugs 1.3%THC 1.2%Other prescription drugs 16.3%Other illicit street drugs 1.4%Undermined 4.6%

Page 18: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

RX-related Drug Arrest data, 2012-2016 (N=2,170)

Types of RX drugs %Alprazolam 24.7

Hydrocodone 24.0Carisoprodol 8.0

Amphetamine 7.7Clonazepam 3.7Oxycodone 3.0

Codeine 2.7Morphine 2.4Zolpidem 1.1

Others 22.7

Outcomes %

Imprisonment 27.0

Fine only 7.2

Imprisonment & Fine 0.6

Dismissed 51.1

Deferred adjudication 11.1

Probation 1.6Pending 1.4

Page 19: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

RX-related Drug Arrest Data, 2012-2016: Cases dismissed (N=1,106)

Reasons for dismissals %Convicted in another case 61.6Valid prescription 15.9In the interest of justice 6.5Cannot prove beyond a reasonable doubt 6.3No bill by grand jury 1.8Pre-trial diversion 1.5Defendant deceased 0.7Others 5.6

Page 20: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Texas Prescription Monitoring Program (PMP)Texas Prescription Monitoring Program Data by DPS Collect and monitor prescription related data for

controlled substances Recently in the custody of the Texas State Board

of PharmacyDepartment of Public Safety administrates data

distribution for a law enforcement purpose Sample: a high-risk sample (≥ 2 prescribers)

between 10/2015 and 12/2016

Page 21: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Texas Prescription Monitoring Program (PMP) DataControlled Substance Prescriptions (CSPs), 10/2015 - 12/2016 (N=51,074)

Variables Groups %

Age Distribution

18-34 7.935-44 18.045-64 56.665-74 12.4≥75 5.1

Medication Class

Pain Relievers 46.3Tranquilizers 20.8Sedatives 19.3Stimulants 8.7Other Drugs 5.0

Drug ScheduleSchedule II 32.5Schedule III 16.9Schedule IV 46.3Schedule V 4.3

Page 22: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Texas Prescription Monitoring Program (PMP) DataTop 10 Prescribed Drugs (N=51,074)

Prescription Drugs %Hydrocodone 14.5Alprazolam 9.1Zolpidem 9.0Carisoprodol 5.7Clonazepam 5.2Codeine 5.0Buprenorphine 5.0Oxycodone 4.7Diazepam 3.0Fentanyl 2.1

Page 23: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Texas Prescription Monitoring Program (PMP) Data

12

56

11

4

21

4

1 1

0

2

4

6

8

10

12

14

10/2015 - 12/2015 01/2016 - 03/2016 04/2016 - 06/2016 07/2016 - 09/2016 10/2016- 12/2016

# O

F IN

DIVI

DUAL

S

Number of Patients Exceeding Doctor Shopping Thresholds in Montgomery County, Texas from 10/2015 to 12/2016

Threshold A Threshold B

Page 24: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Potential ResponsesCollaboration with Forensic Center

- Continue to receive data from the Forensic Center- Sponsor medical pain management training for pathologists- Establish an overdose fatality review process

Development of Curriculum for Pain Management Doctors- 3-day class for Pain Management Doctors: MD with specialty in Pain Management teaching it, along with a lawyer- Specifically geared towards new doctors and medical students- Not just about drugsInsurance billing/codingScope of practice for different credentialed individuals

Page 25: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Potential Responses

More Drug Recognition ExpertsNot enough DREs in Montgomery CountyCan we subsidize this training for officers in law

enforcement agencies across the County? The more we have, the more available they will be

when someone is pulled over for possible “drugged driving”

Page 26: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Potential Responses“Pre-Crime Unit” Develop statistical “super program” for analyzing data via

multi-agency collaboration Narcotics Units bust drug dealers using a lot of different

techniques that are mostly different than busting doctor drug dealer of prescription drugs

But what do we have that helps?Data, receipts, regulations

Page 27: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Potential Responses

“Pre-Crime Unit”Would it be possible to merge our data sets for actionable

intelligence? Addresses: what addresses do we have?

Doctor shoppers’ home addressesOverdoes call addressesArrest addressesDo these overlap & What does that tell us?

Page 28: Combating Prescription Drug Abuse in Montgomery County, … · 2020-01-03 · Dallas. Harris. Denton. Collin. Fort Bend. El Paso. State Average. Top Ten Most Populous Counties in

Potential ResponsesEnhance analysis of the PMP data to identify and prevent “pill mill” doctors and doctor shoppers:

Create quarterly dashboards for prescribers and identify the outliers who write disproportionate amount of prescriptions for one or more of major prescription opioids

Conduct patient-level analysis and pair the PMP data with other surveillance analysis to identify doctor shopping and chronic users of opioid prescriptions