Published December 10, 2025 | Version v1
Directed Acyclic Graph Open

The effect of pre-existing cardiovascular disease on cancer treatment receipt

  • 1 Queen's University Belfast, UK

Visualisation

Description

This directed acyclic graph is used to inform the estimation of the total causal effect of pre-existing cardiovascular disease on cancer treatment receipt using population-based cancer registry records in Northern Ireland.

Northern Ireland Cancer Registry (NICR) has collected cancer data for NI residents since 1993, using pathology reports, hospital records, and death registrations. Cancer Information Officers verify diagnoses following international standards, and can also use additional data from radiotherapy, chemotherapy systems and multidisciplinary team discussions records.

All patients aged 18 or older who were diagnosed with cancer, excluding non-melanoma skin cancer, for the first time in NI between 2009 and 2019 were included in the study. Using unique patient identifiers, the NICR securely and confidentially linked cancer records with other relevant centralised databases, including hospital admissions, systemic anticancer therapies, radiotherapy data, and prescriptions.

The primary outcome of interest was the receipt of cancer treatments, including chemotherapy, hormone therapy, radiotherapy, and surgery. NICR have identified chemotherapy, hormone therapy and radiotherapy events from the Regional Information System for Oncology & Haematology (RISOH), Enhanced Prescribing Database (EPD) and regional radiotherapy information system (ARIA), respectively. Surgery data has been determined using OPCS Classification of Interventions and Procedures codes from the Patient Administration System (PAS).

The presence of a cardiovascular disease (CVD) diagnosis before or on the date of cancer diagnosis was the key exposure of interest. The definition of CVD included congestive heart failure (CHF), myocardial infarction, other ischaemic heart diseases (categorised together as angina), atrial fibrillation (AF), other cardiac arrhythmias, valvular disease, pulmonary circulation disorder, peripheral vascular disease (PVD), embolism and thrombosis, myopericarditis, and cardiac arrest. Data on cardiovascular diseases were derived from the diagnoses (including primary, subsidiary, and up to five secondary diagnoses) recorded at any hospital admission between 2006 and 2019 using ICD-10 codes as previously reported.

Deprivation was measured using the NI Multiple Deprivation Measure and categorised by quintiles. Rurality consisted of three categories: urban, mixed, and rural. Both deprivation and rurality were at the area level (ie. Super Output Area), based on where the patient resided at the time of cancer diagnosis. Other comorbidities included cerebrovascular disease, chronic pulmonary disease, hypertension, diabetes, liver disease, renal disease, peptic ulcer, anaemia, neurodegenerative disorders, and rheumatoid disorders. Similar to cardiovascular diseases, other comorbidities were identified from the diagnoses at hospital admissions in 2006-2019 using ICD-10 codes.

More details are available at https://osf.io/vgzq5

Variables

8 nodes
  • Cardiovascular disease Exposure No description
  • Cancer treatment receipt Outcome No description
  • Area level deprivation No description
  • Cancer stage at diagnosis No description
  • Other comorbidities No description
  • Age No description
  • Rurality No description
  • Sex No description

Relationships

25 edges

  • Area level deprivation Cancer stage at diagnosis
  • Area level deprivation Cancer treatment receipt
  • Area level deprivation Cardiovascular disease
  • Area level deprivation Other comorbidities
  • Cancer stage at diagnosis Cancer treatment receipt
  • Cardiovascular disease Cancer stage at diagnosis
  • Cardiovascular disease Cancer treatment receipt
  • Other comorbidities Cancer stage at diagnosis
  • Other comorbidities Cancer treatment receipt
  • Other comorbidities Cardiovascular disease
  • Age Cancer stage at diagnosis
  • Age Cancer treatment receipt
  • Age Cardiovascular disease
  • Age Other comorbidities
  • Age Rurality
  • Rurality Area level deprivation
  • Rurality Cancer stage at diagnosis
  • Rurality Cancer treatment receipt
  • Rurality Cardiovascular disease
  • Rurality Other comorbidities
  • Sex Cancer stage at diagnosis
  • Sex Cancer treatment receipt
  • Sex Cardiovascular disease
  • Sex Other comorbidities
  • Sex Rurality

Read across: each marked cell is an edge from the row's variable to the column's.

  • No sign given
  • Directed
Cardiovascular diseaseCancer treatment receiptArea level deprivationCancer stage at diagnosisOther comorbiditiesAgeRuralitySex
Cardiovascular disease
Cancer treatment receipt
Area level deprivation
Cancer stage at diagnosis
Other comorbidities
Age
Rurality
Sex

Code

Submitted as opencausal_brsnb5u5.txt. Also available as:

This JSON follows CausalJSON 0.2, the Open Causal Graph Format.

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    "id": "brsnb5u5",
    "doi": "10.83031/brsnb5u5",
    "version": 1,
    "title": "The effect of pre-existing cardiovascular disease on cancer treatment receipt",
    "description": "This directed acyclic graph is used to inform the estimation of the total causal effect of pre-existing cardiovascular disease on cancer treatment receipt using population-based cancer registry records in Northern Ireland.\r\n\r\nNorthern Ireland Cancer Registry (NICR) has collected cancer data for NI residents since 1993, using pathology reports, hospital records, and death registrations. Cancer Information Officers verify diagnoses following international standards, and can also use additional data from radiotherapy, chemotherapy systems and multidisciplinary team discussions records.\r\n\r\nAll patients aged 18 or older who were diagnosed with cancer, excluding non-melanoma skin cancer, for the first time in NI between 2009 and 2019 were included in the study. Using unique patient identifiers, the NICR securely and confidentially linked cancer records with other relevant centralised databases, including hospital admissions, systemic anticancer therapies, radiotherapy data, and prescriptions.\r\n\r\nThe primary outcome of interest was the receipt of cancer treatments, including chemotherapy, hormone therapy, radiotherapy, and surgery. NICR have identified chemotherapy, hormone therapy and radiotherapy events from the Regional Information System for Oncology & Haematology (RISOH), Enhanced Prescribing Database (EPD) and regional radiotherapy information system (ARIA), respectively. Surgery data has been determined using OPCS Classification of Interventions and Procedures codes from the Patient Administration System (PAS).\r\n\r\nThe presence of a cardiovascular disease (CVD) diagnosis before or on the date of cancer diagnosis was the key exposure of interest. The definition of CVD included congestive heart failure (CHF), myocardial infarction, other ischaemic heart diseases (categorised together as angina), atrial fibrillation (AF), other cardiac arrhythmias, valvular disease, pulmonary circulation disorder, peripheral vascular disease (PVD), embolism and thrombosis, myopericarditis, and cardiac arrest. Data on cardiovascular diseases were derived from the diagnoses (including primary, subsidiary, and up to five secondary diagnoses) recorded at any hospital admission between 2006 and 2019 using ICD-10 codes as previously reported. \r\n\r\nDeprivation was measured using the NI Multiple Deprivation Measure and categorised by quintiles. Rurality consisted of three categories: urban, mixed, and rural. Both deprivation and rurality were at the area level (ie. Super Output Area), based on where the patient resided at the time of cancer diagnosis. Other comorbidities included cerebrovascular disease, chronic pulmonary disease, hypertension, diabetes, liver disease, renal disease, peptic ulcer, anaemia, neurodegenerative disorders, and rheumatoid disorders. Similar to cardiovascular diseases, other comorbidities were identified from the diagnoses at hospital admissions in 2006-2019 using ICD-10 codes.\r\n\r\nMore details are available at https://osf.io/vgzq5",
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    "created": "2025-12-10T23:49:38+00:00",
    "authors": [
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        "given_name": "Hüseyin",
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        "orcid": "0000-0003-1669-3107",
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          {
            "name": "Queen's University Belfast, UK"
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        "y": 0.6
      }
    },
    {
      "id": "Cancer_stage_at_diagnosis",
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      "position": {
        "x": 0.4,
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      }
    },
    {
      "id": "Cancer_treatment_receipt",
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      "role": "outcome",
      "position": {
        "x": 0.5,
        "y": 0.7
      }
    },
    {
      "id": "Cardiovascular_disease",
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      "role": "exposure",
      "position": {
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        "y": 0.7
      }
    },
    {
      "id": "Other_comorbidities",
      "label": "Other comorbidities",
      "position": {
        "x": 0.2,
        "y": 0.3
      }
    },
    {
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    },
    {
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        "x": 0.1,
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    },
    {
      "id": "Sex",
      "label": "Sex",
      "position": {
        "x": 0.1,
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      }
    }
  ],
  "edges": [
    {
      "source": "Area_level_deprivation",
      "target": "Cancer_stage_at_diagnosis",
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    },
    {
      "source": "Area_level_deprivation",
      "target": "Cancer_treatment_receipt",
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    {
      "source": "Area_level_deprivation",
      "target": "Cardiovascular_disease",
      "type": "directed"
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    {
      "source": "Area_level_deprivation",
      "target": "Other_comorbidities",
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    {
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    {
      "source": "Cardiovascular_disease",
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    {
      "source": "Cardiovascular_disease",
      "target": "Cancer_treatment_receipt",
      "type": "directed"
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    {
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    {
      "source": "Other_comorbidities",
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    {
      "source": "Age",
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      "type": "directed"
    },
    {
      "source": "Age",
      "target": "Cancer_treatment_receipt",
      "type": "directed"
    },
    {
      "source": "Age",
      "target": "Cardiovascular_disease",
      "type": "directed"
    },
    {
      "source": "Age",
      "target": "Other_comorbidities",
      "type": "directed"
    },
    {
      "source": "Age",
      "target": "Rurality",
      "type": "directed",
      "curvature": -0.215
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    {
      "source": "Rurality",
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    {
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    {
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    {
      "source": "Rurality",
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    {
      "source": "Sex",
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      "type": "directed"
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    {
      "source": "Sex",
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}
source,target,edge_type
Area_level_deprivation,Cancer_stage_at_diagnosis,directed
Area_level_deprivation,Cancer_treatment_receipt,directed
Area_level_deprivation,Cardiovascular_disease,directed
Area_level_deprivation,Other_comorbidities,directed
Cancer_stage_at_diagnosis,Cancer_treatment_receipt,directed
Cardiovascular_disease,Cancer_stage_at_diagnosis,directed
Cardiovascular_disease,Cancer_treatment_receipt,directed
Other_comorbidities,Cancer_stage_at_diagnosis,directed
Other_comorbidities,Cancer_treatment_receipt,directed
Other_comorbidities,Cardiovascular_disease,directed
Age,Cancer_stage_at_diagnosis,directed
Age,Cancer_treatment_receipt,directed
Age,Cardiovascular_disease,directed
Age,Other_comorbidities,directed
Age,Rurality,directed
Rurality,Area_level_deprivation,directed
Rurality,Cancer_stage_at_diagnosis,directed
Rurality,Cancer_treatment_receipt,directed
Rurality,Cardiovascular_disease,directed
Rurality,Other_comorbidities,directed
Sex,Cancer_stage_at_diagnosis,directed
Sex,Cancer_treatment_receipt,directed
Sex,Cardiovascular_disease,directed
Sex,Other_comorbidities,directed
Sex,Rurality,directed
dag {
Area_level_deprivation [label="Area level deprivation",pos="0.1,0.6"]
Cancer_stage_at_diagnosis [label="Cancer stage at diagnosis",pos="0.4,0.5"]
Cancer_treatment_receipt [outcome,label="Cancer treatment receipt",pos="0.5,0.7"]
Cardiovascular_disease [exposure,label="Cardiovascular disease",pos="0.3,0.7"]
Other_comorbidities [label="Other comorbidities",pos="0.2,0.3"]
Age [pos="0.1,0.3"]
Rurality [pos="0.1,0.5"]
Sex [pos="0.1,0.4"]
Area_level_deprivation -> Cancer_stage_at_diagnosis
Area_level_deprivation -> Cancer_treatment_receipt
Area_level_deprivation -> Cardiovascular_disease
Area_level_deprivation -> Other_comorbidities
Cancer_stage_at_diagnosis -> Cancer_treatment_receipt
Cardiovascular_disease -> Cancer_stage_at_diagnosis
Cardiovascular_disease -> Cancer_treatment_receipt
Other_comorbidities -> Cancer_stage_at_diagnosis
Other_comorbidities -> Cancer_treatment_receipt
Other_comorbidities -> Cardiovascular_disease
Age -> Cancer_stage_at_diagnosis
Age -> Cancer_treatment_receipt
Age -> Cardiovascular_disease
Age -> Other_comorbidities
Age -> Rurality
Rurality -> Area_level_deprivation
Rurality -> Cancer_stage_at_diagnosis
Rurality -> Cancer_treatment_receipt
Rurality -> Cardiovascular_disease
Rurality -> Other_comorbidities
Sex -> Cancer_stage_at_diagnosis
Sex -> Cancer_treatment_receipt
Sex -> Cardiovascular_disease
Sex -> Other_comorbidities
Sex -> Rurality
}

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