What was the data source for this tool?

We used data from the Clinical Practice Research Datalink GOLD and Aurum databases, which are anonymised, nationally representative primary care databases in the UK. These were linked with Hospital Episode Statistics data to obtain an accurate dementia diagnosis date and Office for National Statistics death records to obtain an accurate end of follow-up. This study was approved by CPRD’s research data governance team (protocol 23_002757).

What was the study population?

The study population included older adults aged 65 years or older at dementia diagnosis. Dementia diagnosis date was defined as the earliest of a diagnosis in primary care, a diagnosis in secondary care, or a prescription for a dementia medication.

What was the study period?

The study period ran from 1 January 1998 to 31 March 2021. Medication use was examined before and after dementia diagnosis, where follow-up data were available.

How was node prevalence calculated?

Node prevalence describes how common each medication group was among people in the study. For each network, we calculated the total amount of time that people were observed in the data and the total amount of that time during which they were prescribed each medication. The prevalence shown in the tool is therefore the percentage of observed patient-time covered by that medication group.

For example, if statins had a prevalence of 40% in a given year, this means that statin treatment episodes accounted for 40% of all observed follow-up time in that year. It does not necessarily mean that exactly 40% of people received a statin at one point during the year. Values can also be shown separately by sex and age group.

In simple terms: node prevalence provides a patient-time-based measure of medication burden over time, rather than simply counting whether a person received at least one prescription during the year.

How was co-medication prevalence calculated?

Co-medication prevalence describes how often two medication groups were prescribed at the same time. For each pair of medications, we identified people who had overlapping treatment episodes of at least 14 days during each year relative to dementia diagnosis. The co-medication percentage was then calculated using the number of people with that overlap as the numerator and the total number of people observed in that year as the denominator.

For example, if the co-medication prevalence for statins and beta-blockers was 20%, this means that 20% of people observed in that year had overlapping treatment episodes for both medication groups. To protect privacy, small-cell results were suppressed and shown as missing.

Which medications were considered?

The chronic medication network includes medication groups such as statins, antihypertensives, antiplatelets, anticoagulants, proton pump inhibitors, opioids, non-steroidal anti-inflammatory drugs, antidiabetic medications, respiratory medications, antihistamines and CNS medications. The CNS medication visualisations include antipsychotics, antidepressants, benzodiazepines, Z-drugs, anticonvulsants, gabapentinoids, dementia drugs and Parkinson’s disease medicines.

Chronic medication groupings
Overall category Medication group Substances included
CNS
CNSAtypical antipsychoticsAripiprazole; Clozapine; Lurasidone; Olanzapine; Paliperidone; Quetiapine; Risperidone; Ziprasidone
CNSBarbituratesButalbital; Phenobarbital
CNSBenzodiazepinesAlprazolam; Clonazepam; Diazepam; Lorazepam; Lormetazepam; Nitrazepam; Oxazepam; Temazepam
CNSCarbamazepine/oxcarbazepineCarbamazepine; Oxcarbazepine
CNSCholinesterase inhibitorsDonepezil; Galantamine; Rivastigmine
CNSGabapentinoidsGabapentin; Pregabalin
CNSLithiumLithium carbonate; Lithium citrate
CNSMemantineMemantine
CNSOther anticonvulsantsLamotrigine; Levetiracetam; Phenytoin; Primidone; Topiramate
CNSOther antidepressantsAgomelatine; Bupropion; Mirtazapine; Reboxetine; Trazodone; Vilazodone; Vortioxetine
CNSParkinson's disease medicinesBenztropine; Biperiden; Entacapone; Opicapone; Orphenadrine; Piribedil; Pramipexole; Rasagiline; Ropinirole; Rotigotine; Safinamide; Selegiline; Trihexyphenidyl
CNSSNRIsDesvenlafaxine; Duloxetine; Levomilnacipran; Venlafaxine
CNSSSRIsCitalopram; Escitalopram; Fluoxetine; Fluvoxamine; Paroxetine; Sertraline
CNSTricyclic antidepressants - secondaryDesipramine; Nortriptyline; Protriptyline
CNSTricyclic antidepressants - tertiaryAmitriptyline; Clomipramine; Doxepin; Imipramine; Trimipramine
CNSTypical antipsychoticsAmisulpride; Chlorpromazine; Fluphenazine; Haloperidol; Perphenazine; Sulpiride; Thioridazine; Trifluoperazine
CNSValproateDivalproex; Sodium valproate; Valproic acid
CNSZ-hypnoticsEszopiclone; Zolpidem; Zopiclone
Cardiovascular
CardiovascularACE inhibitorsCaptopril; Enalapril; Lisinopril; Perindopril; Ramipril
CardiovascularARBsCandesartan; Irbesartan; Losartan; Telmisartan; Valsartan
CardiovascularAlpha-1 blockersAlfuzosin; Doxazosin; Tamsulosin; Terazosin
CardiovascularAntiarrhythmicsAmiodarone; Disopyramide; Flecainide; Propafenone; Sotalol
CardiovascularBeta-blockersAtenolol; Bisoprolol; Carvedilol; Metoprolol; Nebivolol; Propranolol
CardiovascularCalcium channel blockersAmlodipine; Diltiazem; Felodipine; Nifedipine; Verapamil
CardiovascularDigoxinDigoxin
CardiovascularLoop diureticsBumetanide; Furosemide; Torasemide
CardiovascularNitrates/antianginalIsosorbide dinitrate; Isosorbide mononitrate; Nicorandil; Nitroglycerin; Ranolazine
CardiovascularPotassium-sparing diureticsAmiloride; Eplerenone; Spironolactone
CardiovascularThiazide diureticsBendroflumethiazide; Chlortalidone; Hydrochlorothiazide; Indapamide
Blood & Vascular
Blood & VascularAntiplateletsAspirin; Clopidogrel; Dipyridamole; Ticagrelor
Blood & VascularOral anticoagulantsApixaban; Dabigatran; Edoxaban; Rivaroxaban; Warfarin
Endocrine
EndocrineAntithyroid drugsCarbimazole; Propylthiouracil
EndocrineMetforminMetformin
EndocrineOral corticosteroidsDexamethasone; Hydrocortisone; Methylprednisolone; Prednisolone; Prednisone
EndocrineOral hormone therapyConjugated oestrogens; Estradiol; Medroxyprogesterone acetate; Tibolone
EndocrineOther oral antidiabeticsCanagliflozin; Dapagliflozin; Empagliflozin; Linagliptin; Nateglinide; Pioglitazone; Repaglinide; Saxagliptin; Sitagliptin
EndocrineSulfonylureasGlibenclamide; Gliclazide; Glimepiride; Glipizide; Tolbutamide
EndocrineThyroid replacementLevothyroxine; Liothyronine
Gastrointestinal
GastrointestinalDopamine-blocking antiemeticsDomperidone; Metoclopramide; Prochlorperazine
GastrointestinalGI antispasmodicsDicycloverine; Hyoscine butylbromide; Mebeverine; Propantheline
GastrointestinalH2 antagonistsFamotidine; Nizatidine
GastrointestinalLaxativesBisacodyl; Docusate sodium; Ispaghula husk; Lactulose; Macrogol; Psyllium; Senna
GastrointestinalProton pump inhibitorsEsomeprazole; Lansoprazole; Omeprazole; Pantoprazole; Rabeprazole
Genitourinary
GenitourinaryBPH - 5-alpha reductase inhibitorsDutasteride; Finasteride
GenitourinaryBladder antimuscarinicsDarifenacin; Fesoterodine; Oxybutynin; Solifenacin; Tolterodine; Trospium
Lipids
LipidsOther lipid-loweringColesevelam; Ezetimibe; Fenofibrate; Gemfibrozil
LipidsStatinsAtorvastatin; Fluvastatin; Pravastatin; Rosuvastatin; Simvastatin
Pain & Musculoskeletal
Pain & MusculoskeletalMuscle relaxantsBaclofen; Cyclobenzaprine; Methocarbamol; Tizanidine
Pain & MusculoskeletalNSAIDsCelecoxib; Diclofenac; Etoricoxib; Ibuprofen; Indomethacin; Meloxicam; Naproxen; Piroxicam
Pain & MusculoskeletalOpioidsBuprenorphine; Codeine; Dihydrocodeine; Fentanyl; Hydromorphone; Morphine; Oxycodone; Tapentadol; Tramadol
Pain & MusculoskeletalOral osteoporosis therapyAlendronate; Ibandronate; Raloxifene; Risedronate
Pain & MusculoskeletalUrate-lowering / gout therapyAllopurinol; Colchicine; Febuxostat
Infection & Immune
Infection & ImmuneChronic oral antibioticsDoxycycline; Nitrofurantoin; Trimethoprim
Infection & ImmuneOral antiviralsAcyclovir; Famciclovir; Valacyclovir
Infection & ImmuneOral immunosuppressantsAzathioprine; Ciclosporin; Methotrexate; Mycophenolate mofetil
Allergy & Skin
Allergy & SkinNon-sedating antihistaminesCetirizine; Desloratadine; Fexofenadine; Loratadine
Allergy & SkinSedating antihistaminesChlorphenamine; Diphenhydramine; Hydroxyzine; Promethazine
Respiratory
RespiratoryInhaled COPD/asthma therapiesBeclomethasone; Budesonide; Fluticasone; Formoterol; Glycopyrronium; Salbutamol; Salmeterol; Terbutaline; Tiotropium; Umeclidinium
RespiratoryMethylxanthinesAminophylline; Theophylline
CNS substance groupings
Substance CNS grouping
Anticholinergic
OrphenadrineAnticholinergic
TrihexyphenidylAnticholinergic
Anticonvulsant
LevetiracetamAnticonvulsant
OxcarbazepineAnticonvulsant
PhenobarbitalAnticonvulsant
PhenytoinAnticonvulsant
PrimidoneAnticonvulsant
TopiramateAnticonvulsant
Antidepressant
AgomelatineAntidepressant
BupropionAntidepressant
ReboxetineAntidepressant
VortioxetineAntidepressant
Antipsychotic
AmisulprideAntipsychotic
AripiprazoleAntipsychotic
ChlorpromazineAntipsychotic
ClozapineAntipsychotic
FluphenazineAntipsychotic
HaloperidolAntipsychotic
OlanzapineAntipsychotic
PerphenazineAntipsychotic
QuetiapineAntipsychotic
RisperidoneAntipsychotic
SulpirideAntipsychotic
ThioridazineAntipsychotic
TrifluoperazineAntipsychotic
Benzodiazepine
AlprazolamBenzodiazepine
ClonazepamBenzodiazepine
DiazepamBenzodiazepine
LorazepamBenzodiazepine
LormetazepamBenzodiazepine
NitrazepamBenzodiazepine
OxazepamBenzodiazepine
TemazepamBenzodiazepine
Dementia drug
DonepezilDementia drug
GalantamineDementia drug
MemantineDementia drug
RivastigmineDementia drug
Gabapentinoid
GabapentinGabapentinoid
PregabalinGabapentinoid
Mood stabiliser
CarbamazepineMood stabiliser
LamotrigineMood stabiliser
LithiumMood stabiliser
ValproateMood stabiliser
Parkinson's drug
EntacaponeParkinson's drug
OpicaponeParkinson's drug
PramipexoleParkinson's drug
RasagilineParkinson's drug
RopiniroleParkinson's drug
SafinamideParkinson's drug
SelegilineParkinson's drug
Sedating antidepressant
AmitriptylineSedating antidepressant
DoxepinSedating antidepressant
MirtazapineSedating antidepressant
TrazodoneSedating antidepressant
SNRI
DuloxetineSNRI
VenlafaxineSNRI
SSRI
CitalopramSSRI
EscitalopramSSRI
FluoxetineSSRI
FluvoxamineSSRI
ParoxetineSSRI
SertralineSSRI
TCA
ClomipramineTCA
ImipramineTCA
NortriptylineTCA
ProtriptylineTCA
TrimipramineTCA
Z-drug
ZolpidemZ-drug
ZopicloneZ-drug

How was this built?

Analysis was conducted in R. MINT-D was built using D3.js, a JavaScript library for creating interactive data visualisations in the browser.

Interested in adapting MINT-D or collaborating?

If you are interested in adapting this tool for your own data, discussing the methodology, or collaborating on related work, please get in touch.