Individual and contextual deprivation: Association with cancer outcomes and implications for cancer policy

Lead Research Organisation: London School of Hygiene & Tropical Medicine
Department Name: Epidemiology and Population Health

Abstract

In the UK, people who reside within more income-deprived areas live a shorter period of time after a diagnosis of cancer compared to people living in less income-deprived areas. At least part of these inequalities in cancer survival are due to inequalities in cancer care, even considering differential patient and tumour factors such as stage at diagnosis. The specific mechanisms by which area-based deprivation levels lead to poorer individual health outcomes within the context of a universal healthcare system, free at the point of use, are not well understood. These analyses will enable, for the first time, the examination of how an individual patient's socio-economic status is associated with poorer cancer survival in England, and will demonstrate how these associations might be modified by the level of deprivation in the small area within which the patient resides.
Our aim is to perform an in-depth study of the association between the individual patient's deprivation and cancer survival, considering in particular how this is influenced by their socio-economic context, whether it varies over time since diagnosis and whether it has changed over calendar time. We will focus on three indicators of deprivation: income, education and occupation. We will first examine the correlation between individual and area deprivation, by each of these indicators, and then secondly describe the association between individual deprivation and survival. Third, we will assess whether the association between individual deprivation and patients' survival is modified by area deprivation; that is, whether equally deprived individuals in different areas fare better, or worse, according to the socio-economic context of the area within which they live. Finally we will gain the insights of patients, carers, and healthcare professionals on these data, and communicate these to cancer policy makers.
We will use data from the ONS Longitudinal Study, which contains individual deprivation information on 1% of individuals in England present at each national census since 1971. The ONS-LS is linked to Cancer Registry data so that information on all diagnoses of invasive cancer amongst cohort members can be examined. These data will be further linked to the Indices of Multiple Deprivation (IMD) defined at the Lower Super Output Area (LSOA, mean population 1,500) to obtain area-based measures of deprivation. We will fit regression models for the excess mortality hazard (EMH) in order to examine how cancer survival varies with individual deprivation status. The EMH represents the mortality hazard that is observed among cancer patients, taking into account each patient's expected mortality. We will construct life tables stratified by individual deprivation, using the ONS-LS mortality and population data, in order to account as accurately as possible for this background mortality. We will assess whether these associations are modified according to the ecological level of deprivation through the use of interaction terms. We will examine time-dependent associations between individual deprivation and the EMH using flexible functions, and will account for the correlation between observations coming from the same small area through a shared random-effect (defined at LSOA level).
The results will allow us to determine the degree of correspondence between individual and area deprivation for cancer patients; to assess how individual deprivation (income, education or occupation) is associated with cancer-specific mortality; and to quantify if and how these associations are modified according to area deprivation, as well as how these associations vary by the time since diagnosis. During the final phases of the project we will seek the insights of patients, carers and healthcare professionals upon our findings. These will then be directly shared with policy makers in a half-day workshop, so that future policies aimed at reducing socio-economic inequalities are more targeted.

Planned Impact

Our research has the potential to have an impact on individual cancer patients who do not experience the full benefit of the cancer services available to them simply because of their deprivation status. In the medium to long-term, we anticipate that these analyses will inform new policies which lead to higher survival for more deprived groups of patients, greater equality in cancer outcomes for patients across the social spectrum, and improved cancer survival at the national level.
This ultimate long-term impact of our results will be brought about by an intermediate impact upon key UK policy makers. We propose to seek the insights of patients, carers and healthcare professionals upon our results and subsequently communicate these directly to UK cancer policy makers.
This will be done via three specific activities which will engage three key groups of stakeholders:

* UK cancer policy makers
Improvements to outcomes for individual patients from more deprived areas will only occur if policies designed to reach them are effective and appropriately directed. Our research will have a direct impact on this because it will result in a new understanding of underlying mechanisms which will be communicated directly to the UK's key cancer policy makers. Through a half-day workshop held during the final phases of the grant we will provide these stakeholders with the opportunity to discuss the interpretation and implications of our findings, as well as the patient, carer and healthcare professional perspective on them. Ultimately this will lead to them being better equipped to implement or tailor interventions which are more effective at reducing inequalities in cancer outcomes in the UK.

* National Cancer Research Institute (NCRI) Consumer Forum
The patient perspective on our research findings is key to gaining a better understanding as to the potential reasons for differences in the way patients from different social groups access and interact with cancer services. Via direct engagement with the NCRI Consumer Forum members we will gain patient and carer insights on our results which will be fed into the half-day workshop with UK cancer policy makers described above.

* Healthcare professionals
The mechanisms by which social inequalities in cancer outcomes arise are potentially at work across the whole cancer pathway. In an online interactive webinar, we will present our findings to a range of healthcare professionals selected from across the cancer pathway in order to gain their expert input on the results. These discussions will be recorded, summarised and key themes fed into the half-day workshop with UK cancer policy makers described above.
 
Description From the first results of the first objective of the project, we investigated how well the area-based measures of deprivation (Index of Multiple Deprivation defined at the Lower-super Output Area level) were capturing individual-level socioeconomic measures (Education, Occupation and Income) for cancer patients. We found that the concordance between area-based measures and individual level socioeconomic positions were low for the 3 dimensions investigated (Education, Occupation, and Wage). The results were consistent across sexes and across six major cancer types. Such results have implications for the way in which we measure and monitor inequalities in cancer patients, and in turn, fund and organize current UK healthcare policy aimed at reducing them.
In a second step, we investigated how individual-level socio-economic status (SES) was associated with adult mortality. Using census data linked to the ONS Longitudinal Study, we derived individual-level SES in terms of occupation, education, and estimated wage. We modelled age-, sex- and SES-specific mortality using Poisson regression, and summarised mortality differences using life expectancy at age 20. We observed wide inequalities in life expectancy between SES groups. Education was closely associated with mortality in both sexes: life expectancy (at age 20) of individuals without any qualifications were lower than others. We also observed a consistent pattern across wage and occupation groups for both men and women, with men and women in the highest wage quintile or the 'higher managerial, administrative or professional' occupation types tending to have highest life expectancy (at age 20). Wider inequalities across socio-economic groups were found for men than for women.
In a third step, we used the life tables derived in step 2 to (i) estimate net survival of cancer patients and (ii) to model the excess mortality hazard (i.e. the cancer-specific mortality hazard) according to individual-level SES and area-based measures. We then explored the contextual effect of area-based measure of deprivation (based on the income domain). Analyses were restricted to patients with colorectal, prostate and breast cancer aged 20-99 at diagnosis due to small numbers for the other cancer sites. Flexible parametric models were used to estimate the excess mortality hazard and the (adjusted) excess hazard ratios for each individual-level SES and for the area-based measure.
For colorectal cancers, we found evidence of an association between education and cancer survival in men, and between occupation and cancer survival for women. For breast cancer in women, we found evidence of an association with income, while for prostate cancer, all three individual-level socio-economic variables were associated to some extent with cancer survival. Finally, we found contextual effects of area-level deprivation on survival inequalities between occupation types for breast and prostate cancers, suggesting wider individual-level inequalities in more deprived areas compared to least deprived areas, but not for colorectal cancer.

In summary, our research shows that both individual and contextual effects contribute to inequalities in mortality and cancer outcomes, and should be examined jointly (when possible) to gain a better understanding on the drivers of inequalities in health.
Exploitation Route We have published the main results of our work in 3 papers (see publications), and a fourth paper is under review
We are currently working on a infographics to make these results available to a wider audience, and it will be available in our website (https://icon.lshtm.ac.uk/what-we-do/)
Sectors Healthcare

URL https://icon.lshtm.ac.uk/concordance-between-individual-level-and-area-level/
 
Description In this project, we showed that using area-based deprivation indices to measure and quantify health inequalities is not enough to describe such inequalities and to understand how they translate to the prognosis of cancer patients. Socioeconomic variables defined at individual level (type of occupation, education level, and wage) remain strongly associated with the prognosis of cancer patients. We also showed that the link between individual socioeconomic variables and cancer survival might be modified due to the level of area-based deprivation. Our work has gained attention from different institutes and groups. We presented our main findings to collaborators at NHS England and Improvement (10 June 2021). We then did a follow-up presentation to the National Health Inequalities Network Meeting. This group consists of NHSE/I National Clinical Programme Directors, NICE, HEE, academic and clinical leadership fellows and clinical specialties (23 November 2021) The work on the concordance between area-based measures and individual-level SES groups has also attracted attention from Public Health Scotland and Public Health Wales. Discussions about helpful formats and venues for further presentations of this work are ongoing. The statistical tools used to obtain the results of this work were presented by the Co-PI A.Belot at the International Agency for Research on Cancer seminar of the statistical Working Group (19MAY2022). The work done to derive lifetables according to individual socioeconomic status has gained attention (we received some emails asking for precision or asking for the data). We posted the lifetables for further use in a dedicated platform (reshare.ukdataservice.ac.uk, 7SEP2022). Finally a blog was published in order to publicise the work done using the ONS-LS data, targeting the general public.
Sector Healthcare
Impact Types Policy & public services

 
Description UKRI COVID-19 Grant Extension Allocation (CoA)
Amount £30,547 (GBP)
Organisation United Kingdom Research and Innovation 
Sector Public
Country United Kingdom
Start 04/2021 
End 07/2021
 
Title Access to the ONS Secure Research Service from home 
Description In March 2020 access to the ONS Secure Research Service was cut due to the COVID-19 pandemic. Over a period of six months we worked in close collaboration with ONS, senior managers and IT specialists within LSHTM to set up a home-working connection. This has been active since October 2020 but resulted in a considerable delay to the progress of this research. We applied and successfully obtained extension funding to mitigate the impact of these events. 
Type Of Material Data handling & control 
Year Produced 2020 
Provided To Others? Yes  
Impact This access to the ONS Secure Research Service involved many IT specialists from the London School of Hygiene and Tropical Medicine and was beneficial school-wide as many other researchers ath the LSHTM were accessing ONS dataset. 
 
Title Life Table According to Age, Sex and Individual Socio-economic Status for the England and Wales Population, 2011 
Description These data contain lifetables derived from the ONS Longitudinal study dataset, and according to age, sex and individual socio-economic status measured with education, occupation or wage in England and Wales in 2011. Life table according to age, sex and individual's education, or occupation or wage for the England & Wales population in 2011 The data contained in these files are aggregated data from the ONS Longitudinal Study (ONS LS). The ONS LS is a long-term census-based multi-cohort study. It uses four annual birthdates as random selection criteria, giving a 1% sample of the England and Wales population (10.1093/ije/dyy243). The initial sample was drawn from the 1971 Census, and study members' census records have been linked every 10 years up to the 2011 Census. New members enter the study through birth or immigration, and existing members leave through death or emigration. Vital life events information (births, deaths and cancer registrations) are also linked to sample members' records. 
Type Of Material Database/Collection of data 
Year Produced 2022 
Provided To Others? Yes  
Impact These datasets are downloaded regularly to be used by other researchers. 
URL https://reshare.ukdataservice.ac.uk/855689/
 
Description HCL Memorandum of Understanding 
Organisation Hospices Civils de Lyon
Country France 
Sector Hospitals 
PI Contribution LSHTM, through its Inequalities in Cancer Outcome Network, intends to bring: - its expertise and experience in handling, linking and analysing large and complex observational cancer data sets containing socio-demographic and clinical data on the cancer patient, the tumour, the investigation, treatment and care, and the eventual outcome, such as recurrence, relapse and death. - its experience in methods from the causal mediation framework to bear on the analysis of such data and the interpretation of the results.
Collaborator Contribution UCBL, through the UMR CNRS 5558 Laboratoire de Biométrie et Biologie Evolutive (LBBE), intends to make the following contributions: The LBBE in partnership with The Biostatistics Department of Lyon University Hospital intends to: - contribute to statistical developments in analysis of the excess mortality experienced by cancer patients, and especially the analysis of the prognostic impact of covariates of interest in the field of inequalities. - bring their experience regarding the comprehension of cancer data, of the advantages and limitations of the available French data sources (population-based, medico-administrative). As a member of the "Lyon Group", the LBBE will also seek to include its collaborators, the Cancéropôle Lyon Auvergne Rhone Alpes (CLARA) and the Cancer Institute of the Lyon University Hospitals, as follows: The Cancer Institute of the Lyon University Hospitals, as a "Lyon Group" collaborator, could: - provide their expertise regarding clinical research in oncology, the comprehension of clinical cancer data, and clinical knowledge regarding determinants of socio-economic inequalities. - contribute by providing cancer data (regarding the patient, the disease, investigations, treatment and care, follow-up ...) through the creation of the Oncology Hospital Registry of the Lyon University Hospitals. The "Cancéropôle CLARA", as a "Lyon Group" collaborator, could: - facilitate access to the regional network and experts in the field of oncology. - support elaboration and implementation of European projects such as ERC or H2020 initiatives. - contribute to the dissemination and promotion of research results, during regional scientific fora or dedicated symposia.
Impact Two current/on-going projects: Boosting and random forest - collaboration with Lyon and others in France (co-applicant on a grant from Institut of Cancer Inca - 2020-2023) Study S-LAM - led by Dijon, collaboration with Lyon and others in France; part of the study with us; I'm also the co-supervisor of PhD student in Dijon Atsou Kueshivi-Midodji, in collaboration with partners in Lyon. In addition, Dr Rachet is contributing lectures to the MSc AI in Health at the University Lyon 1. LSHTM is lead of a work package of a EC (H2020) funded project which is lead overall by the team in Lyon (see 'Further Funding' for details).
Start Year 2021
 
Description Facebook Engagement 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact A screencast summarising the research question was developed. We used targeted Facebook adverts to 'serve' (show) this 30s video to registered FB users aged 50 years+ living in the most deprived areas of the UK (most deprived 20th of the IMD income domain score). 50 persons engaged with the content 'liking' the page. We then invited comments on the video from these 50 participants, running a live presentation where the study team were online and discussed the results with each other. Short snippets of these videos will be shortly posted on the FB page itself.
Year(s) Of Engagement Activity 2021
 
Description Facebook dissemination 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact With the launch of the Inequalities in Cancer Outcomes Network Facebook Page where we post information regarding our outputs and activities, we we led with the screencast describing the focus of this research project.
Year(s) Of Engagement Activity 2022
 
Description ICON Advisory Group 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact We have convened an external group of experts from different fields to help advise us on our overall aims and objectives, give us guidance and have external oversight of our research and activities. The group has started with 5 members and met for the first time in October 2021,with further meetings in April 2022 and February 2023.
Year(s) Of Engagement Activity 2021,2022,2023
 
Description ICON Facebook account 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact In January 2022 we launched a Facebook page for the ICON group which promotes our research outputs, activities and aims to engage the general public, patients and people affected by cancer.
Year(s) Of Engagement Activity 2022,2023
URL https://www.facebook.com/icon.lshtm
 
Description ICON Newsletter 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact We launched a Newsletter in March 2021 and now release issues every 3 months. The purpose is to share updates of our research and activities with our colleagues, collaborators, PPI reps and anyone who signs up to receive the newsletter.
Year(s) Of Engagement Activity 2021,2022,2023
 
Description ICON Seminar Series 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact In 2022 we have launched a seminar series on the theme of inequalities in cancer outcomes. Each month we are hosting a virtual seminar, available free to all without registration, with invited speakers from different disciplines to present their research/perspectives on the theme. The first seminar in February was attended by almost 100 people. Audience input is gathered by online polls and questions.
Year(s) Of Engagement Activity 2022
URL https://icon.lshtm.ac.uk/events/
 
Description ICON Twitter account 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact With the launch of the Inequalities in Cancer Outcomes Network (June 2020) we started a Twitter channel (@icon_lshtm) where we post information regarding our outputs and activities, we also share information relevant to our followers and retweet messages posted by our members (such as Tweetorials that accompany a new article). Current followers:432 (March 2023)
Year(s) Of Engagement Activity 2020,2021,2022,2023
URL https://twitter.com/icon_lshtm
 
Description Infographics series 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact We have started a series of Infographics to help disseminate our research findings to wider audiences. Where possible we make these accessible to lay readers, in a highly visual format that allows for better understanding. We work with patient representatives, getting their views and input into the final design before publication.
Year(s) Of Engagement Activity 2021,2022
URL https://icon.lshtm.ac.uk/communications/infographics/
 
Description Interview for video journal. 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Media (as a channel to the public)
Results and Impact Co-PI Dr Laura Woods was interviewed by VJOncology (The Video Journal of Oncology) and the video was posted on their website, YouTube and tweeted. https://www.vjoncology.com/video/ii3oevu-bvq-poverty-amongst-people-diagnosed-with-cancer-in-the-uk/
Year(s) Of Engagement Activity 2020
 
Description Oral presentation at PHE 2020 (But Covid) 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact In early 2020 we submitted an abstract to PHE's Cancer Data Conference. Before abstracts were officially accepted or rejected the conference was cancelled due to the COVID-19 pandemic.
We received positive informal feedback on our submission and have been encouraged to re-apply as and when this conference is re-run
Year(s) Of Engagement Activity 2020
 
Description Presentation for researchers, stakeholders and patient representatives 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact An online session took place that included a presentation made by the study team to the project partners (stakeholders), patient representatives and a group of researchers. Following the presentation there was discussion, together and in smaller groups, to discuss the meaning and implication of the results and further steps for dissemination and use.
Year(s) Of Engagement Activity 2021
 
Description Presentation to NHS England & NHS Improvement Health Inequalities Network 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact We presented the results of this study to the Health Inequalities Improvement Network - a monthly meeting discussing work at the forefront of reducing health inequalities in the UK, attended by policy makers and public health practitioners from across England.
Year(s) Of Engagement Activity 2021
 
Description Progress meeting with project partners 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Policymakers/politicians
Results and Impact In July, we held a progress meeting with the project partners including a patient representative and a key policy maker from PHE.
We discussed the initial results and fed back to them challenges and questions about the data. We received input on interpretation of our preliminary findings and input on the further analyses.
Year(s) Of Engagement Activity 2020
 
Description Publication of a blog called "Person or place? Finding out more about what drives health inequalities" 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact In collaboration with people involved in the Education Media Centre, helping the ONS-LS research team to advertise work done using the LS data, we published a blog summarising our finding in lay langage, in order to engage with the general public.
Year(s) Of Engagement Activity 2022
URL https://blogs.ucl.ac.uk/linking-our-lives/2022/07/25/person-or-place-finding-out-more-about-what-dri...
 
Description Science Museum Lates - invited talk 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact As part of the Science Museum Late event in May 2022, on the theme of cancer, Dr Laura Woods was invited to join a panel discussion on cancer inequalities.
Year(s) Of Engagement Activity 2022
URL https://www.lshtm.ac.uk/aboutus/public-engagement/stories-engagement/science-museum-lates-could-your...