Introduction
In our previous article, we discussed the classic size-based RECIST criteria that
are used in most clinical trials to assess tumor response to therapy. In this second
article, we discuss various alternative response assessment criteria that can be used
instead of RECIST (Response Evaluation Criteria In Solid Tumors) in specific situations
depending on the primary tumor, site of disease, and the chemotherapy regimen used.
Over the past decade or so, numerous novel anticancer medications have been approved,
many of which have different mechanisms of action as compared with cytotoxic or cytostatic
conventional chemotherapy. These include targeted chemotherapy such as imatinib and
VEGF (vascular endothelial growth factor) inhibitors (such as sunitinib) and immunotherapy
such as ipilimumab and nivolumab. These drugs have heralded the onset of personalized
medicine and its offshoot, personalized radiology. These novel treatments often incite
a tumor response that is different from the conventional reduction in size. As a result,
RECIST criteria may not correctly classify tumor response in these cases, and different
alternative response criteria have developed to more accurately assess patients on
these drugs. Similarly, RECIST criteria are not sufficiently accurate to assess tumors
such as hepatocellular carcinoma (HCC) and lymphomas, or sites such as bone metastases,
nor do they incorporate modalities such as positron emission tomography–computed tomography
(PET-CT) completely. We discuss the various alternative response criteria ([Table 1]) that can be used in such specific situations, so as to successfully provide personalized
radiology reports based on the patient's treatment.
Table 1
Alternative response criteria
|
Response categories
|
Choi criteria
|
mRECIST
|
MDA criteria for bone
|
PERCIST
|
|
Abbreviations: CR, complete response; CT, computed tomography; MDA, MD Anderson; mRECIST,
modified Response Evaluation Criteria In Solid Tumors; MRI, magnetic resonance imaging;
PD, progressive disease; PET, positron emission tomography; PERCIST, PET Response
Criteria In Solid Tumors; PR, partial response; SD, stable disease; SULpeak, peak
standardized uptake value normalized to lean body mass; WHO, World Health Organization.
|
|
CR
|
Disappearance of all lesions and no new lesions
|
Disappearance of any intratumoral arterial enhancement in all target lesions
|
Complete sclerotic fill-in of lytic lesions on radiographs or CT
Complete disappearance of hot spots on scintigraphy or of tumor signal on MRI
Normalization of bone density on radiographs or CT
|
Visual disappearance of all metabolically active tumors, i.e., normalization of the
SUL to less than mean liver SUL and equal to normal surrounding SUL
|
|
PR
|
Decrease in tumor size ≥ 10% or a decrease in tumor attenuation ≥ 15% at CT, with
no new lesions and no obvious progression of non-measurable disease
|
At least a 30% decrease in the sum of diameters of viable (enhancement in the arterial
phase) target lesions
|
Development of a sclerotic rim around lytic lesions on radiographs or CT or sclerosis
of a previously undetected lesion
Partial sclerosis or fill-in of lytic lesions on radiographs or CT
≥ 50% decrease in measurable lesions on radiographs, CT, or MRI
≥ 50% subjective decrease in tracer uptake on scintigraphy
≥ 50% decrease in sizes of blastic lesions on radiographs or CT
|
> a 30% and a 0.8-unit decline in SULpeak between the most intense lesion before treatment
and the most intense lesion after treatment, although not necessarily the same lesion
|
|
PD
|
Increase in tumor size ≥ 10%, which does not meet the criteria for partial response
by tumor attenuation CT and/or new lesions. (New lesions include new areas of enhancement
within the tumor with no change in overall dimensions)
|
An increase of at least 20% in the sum of the diameters of viable (enhancing) target
lesions, taking as reference the smallest sum of the diameters of viable (enhancing)
target lesions recorded since treatment started
|
≥ 25% increase in size of any measurable lesions on radiographs, CT, or MRI
≥ 25% increase in activity on scintigraphy
New bone metastases on scintigraphy, radiographs, CT, or MRI
|
> a 30% and 0.8-unit increase in SULpeak or new lesions, if confirmed. (A > 75% increase
in total lesion glycolysis is proposed as another metric of progression)
|
|
SD
|
Neither of the above
|
Change in lesion(s) does not qualify for either PR or PD
|
No change
< 25% increase or < 50% decrease in size of measurable lesions
No new bone metastases
|
Does not meet other criteria
|
Therapy-Specific Criteria
Choi Criteria
Originally described for imatinib response assessment in patients with gastrointestinal
stromal tumors (GISTs), these criteria were landmark as they heralded the advent of
personalized radiology and alternative response criteria and will hence be discussed
in detail. GIST is an extremely chemoresistant tumor that demonstrated a remarkable
response to imatinib therapy in early trials. However, the response was unique as
compared with conventional chemotherapy as there was often little initial shrinkage
in the tumor size, but with dramatic decrease in tumor enhancement and inhomogeneity.[1]
[2] The tumors appeared well defined, homogeneous, and hypodense (almost cystic in appearance)
after initiation of treatment with imatinib. This is due to the development of cystic
or myxoid change within the tumor without significant necrosis or inflammation. Tumor
response was also confirmed by significant decrease in the FDG uptake on the tumors
on PET-CT.
Choi hence proposed the new criteria that incorporated tumor attenuation along with
tumor size to accurately assess response ([Fig. 1]).[3] Given that GIST did not shrink significantly, the “RECIST cutoff” of 30% decrease
in size was lowered to 10%, and a ≥15% decrease in attenuation was also proposed to
signify response. Development of resistance to imatinib also follows a similar pathway,
with the development of new foci of enhancement within a previously hypoattenuating
lesion (nodule-within-cyst appearance) often being the first sign of progression.[2]
[4] A 10% increase in the sum of diameters was also proposed to signify disease progression.
These criteria were found to be more sensitive and correlated better with disease-specific
survival.[3]
Fig. 1 The patient with gastric GIST and liver metastases, pre (A, B) and post (C, D) imatinib therapy. The baseline scan shows heterogeneous liver metastases, which
become well-demarcated and hypoattenuating on the posttreatment CT, with no significant
change in size. Note that the seg IVA lesion appears mildly increased in size because
the initially isoattenuating periphery of the metastasis has now become hypoattenuating
(pseudoprogression). This would be considered stable disease by RECIST criteria but
should be classified as partial response using Choi criteria.
Choi criteria were path breaking as dedicated criteria because a specific tumor treated
with a specific therapy was proposed for the first time, paving the way for personalized
radiology. The concept that factors beyond tumor size can be objectively assessed
(tumor density in this case) was also introduced for the first time. While classically
applied to patients with GIST on imatinib, these criteria can also be used in assessing
response in patients on other targeted therapies such as VEGF inhibitors, which may
also demonstrate similar responses.
Immune-Related Response Criteria and Immune RECIST
The advent of immunotherapy has been the next big step in cancer treatment. Unlike
conventional chemotherapy that has direct cytotoxic or cytostatic effects, immunotherapy
works by inciting an immune response by the patient's own immune system against the
“foreign” cancer cells. These immunomodulatory drugs activate the host immunity, leading
to an inflammatory response against the tumor cells. The peritumoral inflammation
and edema that consequently happen may lead to an apparent increase in the tumor size
if imaged at this time point (pseudoprogression), as computed tomography (CT) will
not be able to differentiate between the lesion and associated edema, measuring them
together. Subsequently, the host's immunity will kill the cancer cells leading to
tumor shrinkage.[5]
[6] Similarly, a previously microscopic lesion (and hence not visualized on CT) may
become “newly” apparent due to the associated host response and may be falsely considered
a new lesion ([Fig. 2]).[7] Both these scenarios would be labeled as progressive disease as per RECIST criteria
but could actually represent early phase of response. Hence, to overcome the shortcomings
of RECIST, Wolchok et al[8] proposed the immune-related response criteria (irRC) in 2009 for patients on immunotherapy
using bidimensional measurements based on the WHO (World Health Organization) criteria.
Fig. 2 The patient with metastatic melanoma. Baseline imaging (A, B) shows a peripherally enhancing lesion in segment VIII/IVa with central necrosis.
No lesion is seen in seg V. Follow-up scan (C, D) 3 months after the patient received immunotherapy (ipilimumab and nivolumab) shows
decrease in size of the seg VIII/IVa mass. However, a new subcapsular lesion is now
seen in segment V (arrow in E). This was labeled iUPD (immune unconfirmed progressive disease). Imaging after 8
more weeks (E, F) reveals further decrease in the dominant mass that now appears predominantly cystic,
with disappearance of the segment V subcapsular lesion. This is consistent with iPR
(immune partial response) according to iRECIST.
irRC classifies four types of responses, depending on the time of the CT study vis-à-vis
the patient response.
Type A: Decrease in size with no new lesions.
Type B: Stable disease that could remain unchanged or decrease in size on further
follow-up.
Type C: Initial increase in the disease burden followed by response.
Type D: Decrease in disease burden despite appearance of new lesions.
If the initial posttherapy imaging demonstrates increased disease burden, a confirmatory
scan at least 4 weeks later should be obtained to differentiate a type C response
from true progression.
Over the past decade, these criteria were often used in combination with the unidimensional
RECIST or its modifications in various clinical trials.[9] However, due to inhomogeneous application, the RECIST working group came out with
immune RECIST (iRECIST) criteria for patients on immunotherapy.[10] The chief features of iRECIST are as follows:
-
The definitions of measurable and nonmeasurable disease remain the same as RECIST
1.1, as do the methods of measurement and imaging modalities for assessment.
-
If the patient has a type A or B response, it is assessed using RECIST 1.1.
-
A new category, namely unconfirmed progressive disease (iUPD—”i” standing for “immune”),
has been introduced to account for type C or D response. If the initial posttherapy
assessment reveals progressive disease, it is classified as iUPD. The next assessment
must be done between 4 and 8 weeks after the scan that detects iUPD. This subsequent
imaging may either reveal tumor shrinkage or stable disease, in which case the response
is reclassified as iPR, iCR, or iSD, or demonstrate additional new lesions or increase
in tumor size, in which case the response is reclassified as confirmed progressive
disease (iCPD).
-
d. Thus, treatment should be continued even after detecting iUPD, until iCPD occurs.
Cancer-Specific/Site-Specific Response Criteria
Assessment of Hepatocellular Carcinoma—EASL and modified RECIST
Unlike other tumors, locoregional therapies such as radiofrequency ablation and transarterial
chemoembolization and targeted therapy in the form of sorafenib are the chief treatment
modalities for HCC (apart from surgery).[11]
[12] These treatments often lead to tumor necrosis without a significant decrease in
tumor size ([Fig. 3]); size may in fact occasionally increase due to intratumoral hemorrhage. The size-based
WHO and RECIST criteria were thus not ideal in assessing tumor response in this setting.[11]
[13]
[14] Hence, the EASL (European Association for the Study of the Liver) proposed[14] the criteria in 2001 to assess tumor response based on the bidimensional WHO criteria,
which incorporates measuring only the enhancing (viable) tumor component to assess
response to therapy. Note that the portion of the tumor that demonstrated contrast
enhancement on arterial phase CT/magnetic resonance imaging (MRI) was considered viable
tumor. Subsequently, once RECIST criteria and unidimensional measurements got well
established, the AASLD (American Association for the Study of Liver Disease) proposed
modifications of RECIST criteria (modified RECIST [mRECIST]) based on the EASL criteria
using unidimensional measurements.[15] mRECIST also proposes to incorporate viable tumor volume and keeps cutoffs for progression
and response similar to RECIST 1.1 (20% and 30%, respectively).
Fig. 3 The patient with hepatocellular carcinoma treated with transarterial chemoembolization
(TACE). Axial arterial phase pre-TACE CT (A) demonstrates a large seg VII centrally necrotic mass with peripheral arterial enhancing
viable tumor. This was treated with TACE. Post-TACE arterial phase CT (B) shows near complete regression of the arterial enhancing viable tumor, with minimal
residual enhancing soft tissue (arrow). Despite the mild increase in the lesion size,
this corresponds to partial response (PR) as per mRECIST criteria.
mRECIST clarifies the optimum imaging protocols for HCC, emphasizing on the need for
obtaining quality liver imaging using CT or MRI, with at least dual-phase (arterial
and portal venous phase) images acquired. The option to obtain delayed phase images
is left to the institute based on its routine clinical practice; however, most institutes
obtain delayed/equilibrium phase images as well.[4]
[16]
[17] mRECIST clarifies on various aspects of lesion selection and measurement. The salient
features are discussed as follows:
-
A target lesion at baseline should have at least a 1-cm arterial enhancing (viable)
component in the longest dimension. It is important that the lesion be well defined
and amenable to reproducible measurements. Ill-defined lesions such as infiltrative
HCC should not be considered target lesions, nor should a malignant tumor thrombus.
-
As response is often in the form of variable necrosis, response assessment scans can
measure the longest dimension of the tumor in a different plane from the baseline.
No major areas of necrosis should be included while measuring the longest dimension.
-
For nontarget lesions as well, arterial enhancement and tumor necrosis are evaluated
similar to target lesions. Thus, for example, complete resolution of arterial enhancing
foci in non target lesions can be considered as complete response in the nontarget
lesions.
-
Lymph nodes at porta hepatis should be considered malignant only if the short-axis
diameter is at least 20 mm. This is because reactive lymph nodes are commonly seen
in patients with cirrhosis even in the absence of HCC, given that these patients have
chronic hepatic inflammation.
-
mRECIST mandates cytopathologic confirmation of the malignant nature of any ascites
of effusion that appears or worsens during treatment before being classified as progression,
particularly when measurable disease shows response or is stable.
-
Appearance of a new HCC indicates disease progression. A new HCC is defined as a new
arterial enhancing nodule > 1 cm in diameter, which also demonstrates washout. In
absence of this typical vascular pattern, a new nodule > 1 cm in diameter can be diagnosed
as HCC if it shows at least 1-cm-interval growth on subsequent imaging. Other new
lesions will be considered equivocal and appropriately followed up to assess for interval
growth.
MD Anderson Criteria for Bone
Optimal imaging and response evaluation of bone metastases have always been a dilemma
due to the complex structure and function of bone, with the possibilities of cortical
or marrow involvement, and of osteoblastic or osteoclastic activation. Accordingly,
bone metastases can be lytic, blastic, or mixed. Furthermore, bone metastases can
be assessed both on structural imaging (CT, MRI, or X-rays) and on functional imaging
(skeletal scintigraphy or 18F-FDG PET that assesses osteoblastic activity or FDG-PET that assesses metabolic activity).
Also, response to chemotherapy can manifest in the form of sclerotic changes in previously
lytic metastases, whereas progression can manifest as development of new lytic foci
in sclerotic or mixed metastases.[17]
[18]
[19]
The WHO criteria included response assessment of bone metastases[20] based on radiographs. However, these were not included in the RECIST criteria,[21] apart from assessment of an associated soft tissue component. Thus, patients with
bone-only metastases could not be included in various clinical trials, as, for example,
in metastatic breast cancer. Accordingly, Hamaoka et al[22] from the MD Anderson Cancer Center proposed the MDA criteria for response assessment
in bone metastases, which were based on the WHO criteria but incorporated skeletal
scintigraphy, CT, and MRI into the assessment criteria. They found the MDA criteria
to be better in distinguishing between responders and nonresponders as compared with
WHO criteria, with the MDA criteria correlating with progression-free survival.[9]
Few important points to remember include the following[12]
[22]:
-
Bone metastases may respond to therapy either by disappearing or by demonstrating
a sclerotic response. Thus, complete or partial (usually involving rim) sclerotic
change in a previously lytic lesion is usually a sign of response to therapy ([Fig. 4]). On the other hand, reappearance of a lucent focus in a previously sclerotic (responded)
bony metastasis is suspicious for worsening disease.
-
On occasions, one or more previously inapparent lesions on CT may be seen as a “new”
sclerotic focus on the restaging scan as they become easily visualized after sclerotic
response. This should not be considered as a new lesion or disease progression, particularly
if response is seen elsewhere.
-
Similarly, osteoblastic flare may be seen on scintigraphy, usually within the first
3 months of therapy. This occurs due to increased radiotracer uptake in the healing
sclerotic lesions and should not be confused with disease progression.
-
Rapid osteolytic progression may be inadequately assessed as response on skeletal
scintigraphy. In this setting, bony lesions may show decreased osteoblastic activity,
resulting in apparent regression of “hot spots” on scintigraphy. X-rays or CT will
help correctly identify progressive disease.
-
At follow-up, lesions seen at any of the imaging modalities should be compared with
the images obtained at baseline, which most clearly define the bone lesions. The baseline
images can be obtained on radiographs, CT, or MRI.
-
As a footnote, the MDA criteria are not often incorporated in clinical trials. However,
it is important to remember these principles while assessing tumor response in routine
patients, so as to avoid confusing bony response with progression.
Fig. 4 Axial (A, B) CT images in bone window at 6 weeks interval. The lytic bony metastasis (A) has become sclerotic (B) on the follow-up scan, indicating response. Response assessment by MDA criteria
indicates partial response in the vertebral metastasis.
Functional Response Criteria
The use of PET-CT in oncoimaging has grown tremendously in the past few years. However,
PET-CT is not completely incorporated into the RECIST criteria. Accordingly, the PET
Response Criteria In Solid Tumors (PERCIST) were proposed in 2009 to be used instead
of RECIST in patients being assessed on PET-CT. Similarly, the Deauville criteria
are commonly used in assessing lymphomas.
PERCIST Criteria
The rationale behind using FDG-PET for tumor response is that there is a strong positive
relationship between tracer uptake and the number of viable cancer cells.[23] As discussed previously, size-based criteria are not adequate to assess response
to various targeted therapies and in certain organs. FDG-PET has a unique advantage
of predicting response by assessing the change in tumor metabolism. Though it is congenial
to assess the change in uptake qualitatively, this would raise the issue of reproducibility,
thus limiting its use in clinical trials. One of the earliest attempts to address
this issue was made by the European Organization for Research and Treatment of Cancer
PET Study Group (EORTC criteria).[24] After extensive review of the size-based criteria viz. WHO, RECIST and RECIST 1.1,
and EORTC PET criteria, Wahl et al[25] proposed PERCIST to harmonize a quantitative method of PET response that could be
adopted in clinical practice and across various clinical trials. The PERCIST criteria
are not meant to replace the RECIST criteria, but rather to complement them. They
are expected to be valuable in prognosticating patients, otherwise labeled as “stable
disease” by size-based criteria.[26]
[27]
Salient features of PERCIST include the following:
-
Scans should be performed in adequately prepared patients with well-calibrated and
well-maintained scanner, and subsequent scans should be performed on the same scanner
with similar doses of FDG and uptake time.
-
Peak standardized uptake value normalized to lean body mass (SULpeak) is used for
assessment in PERCIST instead of widely used single pixel value, that is, SUVmax.
-
A 3-cm diameter spherical region of interest (ROI) generated over the normal liver
is used as background activity and a 1-cm ROI over the thoracic aorta is used in case
of a diseased liver. The background activity is used as quality control of the scan
to assess the FDG avidity of tumor on the baseline scan.
-
Only one target lesion is selected, and the SULpeak is obtained by generating a 1.2-cm
diameter ROI around the hottest lesion. For a lesion to be eligible for PERCIST, the
SULpeak of the baseline lesion must be greater than 1.5 times the liver SULpeak +
2 standard deviations. Note that unlike RECIST, PERCIST compares the hottest lesion
of respective scans and not necessarily the same lesion.
-
PERCIST prefers to document change in tumor metabolism as a percentage change, and
thus construct a waterfall plot. However, for convenience, tumor response can be grouped
into categories as complete metabolic response (CMR) ([Fig. 5]), partial metabolic response (PMR) ([Fig. 6]), stable metabolic disease (SMD), and progressive metabolic disease (PMD).
-
Authors of the PERCIST criteria acknowledge that it requires further validation and
recommend to document additional parameters of up to five lesions to refine the criteria
in future.
Fig. 5 Pre- and postchemotherapy maximum intensity projection (MIP) images (A) of a patient with diffuse large cell lymphoma show complete metabolic response (Deauville
score 1) of the nodes and splenic lesions. Note that the diffuse uptake noted in marrow
is resultant of stimulated marrow following chemotherapy and should not be misinterpreted
as disease. Residual uptake more than liver (Deauville score 4 or 5) in the nodes
(arrow) in the posttreatment scan is considered as residual disease (B).
Fig. 6 Response assessment of a patient with gastrointestinal stromal tumor with liver metastases
by PERCIST. Baseline MIP (A) and fused (C) images show hypermetabolic liver lesions and abdominal mass (arrow). PET-CT images
(B, D) following 3 months of imatinib treatment show complete resolution of uptake in all
the lesions suggesting CMR.
Deauville Criteria
Lymphoma is another disease that requires specific response evaluation criteria owing
to complex disease process and newer targeted therapies. Often, the nodal mass does
not regress completely even after completion of treatment without having any impact
on outcome.[28] Also, evaluating and predicting tumor response early during therapy could either
spare toxic effects of “overtreatment” or warrant alternative treatment regimen in
lymphoma. This has led to the emergence of interim (mid treatment) PET as a strong
prognostic tool. One of the earliest criteria for PET response in lymphoma were the
International Harmonized Project (IHP) criteria proposed in 2007.[29] IHP used mediastinal blood activity as threshold for deciding residual disease at
the end of treatment. However, with the emergence of interim PET, mediastinal activity
appeared to be a low threshold that caused false-positive scans. Subsequently new
criteria was proposed in the “First International Workshop on interim-PET scan in
lymphoma” held at Deauville, aptly called Deauville criteria for both interim and
end-of-treatment assessments.[30] It is a 5-point (1–5) visual assessment scale ([Table 2]). Tumor uptake moderately (score 4) or markedly (score 5) greater than liver uptake
is considered as residual disease ([Fig. 7]). The 12th international conference on malignant lymphoma reinstated PET as indispensable
for response assessment of FDG avid lymphomas and Deauville criteria as current standard
assessment.[31] That being said, we have not reached ideal criteria yet. There seems to be overlap
between Deauville scores 3 and 4 as there is no quantitative parameter to differentiate
them. Delta SUVmax and “Peking” criteria are some of the new criteria being explored.
With more interim PET-based trials coming up, further refinement of the criteria can
be expected in future.
Fig. 7 Partial metabolic response of the patient with malignant melanoma according to PERCIST:
SULpeak of the hottest lesion (arrow) in the baseline scan (A, C) was 14. Following 5 months of treatment, the SULpeak of the hottest lesion (block
arrow) reduced to 8, which was > 30% decrease, thus satisfying criteria for partial
metabolic response. Note that hottest lesion in baseline and posttreatment scan may
not be the same lesion.
Table 2
Deauville 5-point scale
|
Score
|
Grade of uptake
|
|
1
|
No uptake
|
|
2
|
Uptake ≤ mediastinum
|
|
3
|
Uptake > mediastinum and ≤ liver
|
|
4
|
Uptake moderately increased above liver at any site
|
|
5
|
Markedly increased uptake above liver and/or new sites of disease
|
Other Criteria
While we have covered the common alternative response criteria in the article, this
review is by no means exhaustive. For example, other criteria such as RANO (Response
Assessment in Neuro-Oncology) criteria for assessing brain tumors,[32] MASS (Morphology, Attenuation, Size, and Structure) criteria for renal cell carcinoma,[33] and tumor shrinkage criteria (10% criteria) for renal cell carcinoma[34]
[35] have also been proposed. It is expected that with increasing understanding of tumor
biology and with newer types of therapy emerging, more and more response patterns
will be recognized and described.
Take-Home Points for the Practicing Radiologist
We have discussed the salient features of various alternative tumor response criteria
in this article. It is again emphasized that though the criteria are meant for clinical
trials, the principles expounded should be applied in routine clinical practice as
well. For example,
-
First and foremost, it is important to be aware of the therapy that the patient is
on. If there is any confusion regarding whether the patient is on targeted therapy
or immunotherapy, always remember that the referring oncologist is only a phone call
away!
-
Similarly, it is important to look at all relevant prior scans while reporting the
current scan, be it a PET-CT or a bone scan.
-
Tumors may respond with altered morphology (as, e.g., decreased attenuation), particularly
if not targeted therapy. This should be considered as a sign of response.
-
A patient on immunotherapy and demonstrating worsening disease or a new lesion may
still be a responder (iUPD category), again highlighting the importance of knowing
the patient's therapy before reporting the study.
-
HCC should be assessed based on the changes in the enhancing viable portion of the
tumor.
-
Bone metastases often demonstrate a sclerotic response; this should not be confused
as progression.
In conclusion, we have comprehensively discussed various alternative response criteria
in this article. Understanding that each and every patient and cancer is unique, and
that response assessment must be based on the patient's primary tumor, sites of metastases,
and the treatment provided, is the key to delivering personalized radiology and precision
medicine. Although complex, a basic understanding of the principles of various response
criteria will enable the practicing radiologist to function as an important component
of the multidisciplinary oncology team and add value to patient management.